# Swarmauri Full LLM Index Generated: 2026-06-30T18:55:44.255Z This file is the complete assistant-facing index for swarmauri.com. It is generated from the same source data as the nested XML sitemaps. ## Sitemap Files - [Main Pages](https://swarmauri.com/sitemap-main.xml): 20 entries - [Package Catalog](https://swarmauri.com/sitemap-packages.xml): 338 entries - [Guides](https://swarmauri.com/sitemap-guides.xml): 13 entries - [Updates](https://swarmauri.com/sitemap-updates.xml): 13 entries - [Careers](https://swarmauri.com/sitemap-careers.xml): 4 entries ## SDK Metadata - Swarmauri namespace package version: 0.9.1.dev6 - Monorepo version: 0.6.2.dev3 - Python support: >=3.10,<3.15 - Workspace member entries: 310 - Unique workspace members: 310 - Indexed package records: 337 - Workspace-backed indexed records: 310 - Duplicate workspace members: none - SDK metadata source: swarmauri-sdk/pkgs/package-index.toml - SDK metadata generated: 2026-06-30T17:56:43.035Z ## Layers - 00-typing / 00-Typing Utility Layer: typing helpers and generic type composition primitives; count=1 - 10-interfaces / 10-Interfaces Contract Layer: interface and protocol contracts; count=1 - 20-bases / 20-Base Behavior Layer: reusable base classes, mixins, and component models; count=1 - 30-standard-kernel / 30-Standard Kernel Layer: bundled first-party standard component kernel; count=1 - 40-standards / 40-Standards Split First-Party Layer: first-party split standard packages; count=181 - 50-community / 50-Community Provider Layer: community and provider-specific packages; count=106 - 60-plugins / 60-Plugin Extension Layer: plugin packages and plugin examples; count=5 - 70-experimental / 70-Experimental Incubator Layer: incubating and planning-stage packages; count=36 - 80-facades / 80-Facade Namespace Layer: aggregate user-facing facade packages; count=1 - 90-deprecated / 90-Deprecated Compatibility Layer: deprecated compatibility packages; count=4 ## Families - tool: 43 packages; Callable tools that agents and workflows can execute. - middleware: 19 packages; Middleware that wraps execution boundaries for security, policy, logging, or transport behavior. - cipher_suite: 18 packages; Standards-oriented cryptographic cipher-suite profiles. - llm: 17 packages; Large-language-model provider adapters and inference integrations. - signing: 17 packages; Digital-signature generation and verification packages. - transport: 15 packages; Network and process transports for serialized payloads. - certs: 13 packages; Certificate creation, verification, and certificate-authority helpers. - vectorstore: 13 packages; Vector database and similarity-search storage integrations. - auth_idp: 12 packages; Authentication, OAuth, OIDC, and identity-provider packages. - distance: 12 packages; Distance and similarity calculations for vectors and structured data. - keyprovider: 10 packages; Key management, key storage, and key-provider integrations. - parser: 10 packages; Document, text, and structured-data parser packages. - tokens: 10 packages; Token issuance, validation, rotation, and binding helpers. - billing: 9 packages; Billing, payment, quota, and account-metering integrations. - crypto: 8 packages; Cryptographic primitives, envelopes, and encryption adapters. - storage: 8 packages; Persistent storage adapters for files, object stores, and release assets. - xmp: 8 packages; Extensible Metadata Platform encoders and metadata helpers. - certservice: 5 packages; Certificate-service integrations backed by cloud or enterprise providers. - evaluator: 5 packages; Evaluation checks for code, behavior, safety, or usage constraints. - mre_crypto: 5 packages; Multi-recipient encryption and key-wrapping components. - embedding: 4 packages; Embedding model and feature-vector generation components. - gitfilter: 4 packages; Git filter and repository-backed storage helpers. - skills: 4 packages; Skill packages and skill-execution surfaces. - tests: 4 packages; Testing and validation helper packages. - toolkit: 4 packages; Grouped tool and runtime toolkit packages. - example: 3 packages; Example packages used to document package structure and extension patterns. - pop: 3 packages; Proof-of-possession token and credential helpers. - publisher: 3 packages; Message publishing and webhook/event output integrations. - layout: 2 packages; Layout and rendering-oriented package experiments. - measurement: 2 packages; Measurement and aggregate metric utilities. - metric: 2 packages; Metric implementations for model, data, or vector behavior. - 6w: 1 packages; Swarmauri 6w package family. - 6x: 1 packages; Swarmauri 6x package family. - 6y: 1 packages; Swarmauri 6y package family. - 6z: 1 packages; Swarmauri 6z package family. - 77: 1 packages; Swarmauri 77 package family. - 9x: 1 packages; Swarmauri 9x package family. - agents: 1 packages; Agent orchestration and task-execution components. - bases: 1 packages; Reusable base implementations and component behavior. - canon: 1 packages; Swarmauri canon package family. - catoml: 1 packages; Swarmauri catoml package family. - cayaml: 1 packages; Swarmauri cayaml package family. - distancemetrics: 1 packages; Swarmauri distancemetrics package family. - documentstore: 1 packages; Swarmauri documentstore package family. - embeddedsigner: 1 packages; Swarmauri embeddedsigner package family. - embedxmp: 1 packages; Swarmauri embedxmp package family. - evaluatorpool: 1 packages; Grouped evaluator execution components. - experimental: 1 packages; Swarmauri experimental package family. - facade: 1 packages; Aggregate user-facing namespace or facade package. - fasttokenizer: 1 packages; Swarmauri fasttokenizer package family. - g9: 1 packages; Swarmauri g9 package family. - indexbuilder: 1 packages; Swarmauri indexbuilder package family. - interfaces: 1 packages; Interface and protocol contracts. - jaml: 1 packages; Swarmauri jaml package family. - jz: 1 packages; Swarmauri jz package family. - keyproviders: 1 packages; Key-provider integrations and compatibility surfaces. - matrix: 1 packages; Swarmauri matrix package family. - mediasigner: 1 packages; Swarmauri mediasigner package family. - monotone: 1 packages; Swarmauri monotone package family. - mto: 1 packages; Swarmauri mto package family. - ocr: 1 packages; Optical character recognition components. - prompt: 1 packages; Prompt-template and prompt-rendering components. - ptree: 1 packages; Swarmauri ptree package family. - queryengine: 1 packages; Swarmauri queryengine package family. - s.f: 1 packages; Swarmauri s.f package family. - sfw: 1 packages; Swarmauri sfw package family. - snt: 1 packages; Swarmauri snt package family. - standard-kernel: 1 packages; Bundled first-party standard component kernel. - state: 1 packages; Swarmauri state package family. - tigr: 1 packages; Swarmauri tigr package family. - typing: 1 packages; Typing helpers and generic type-composition primitives. - workflow: 1 packages; Swarmauri workflow package family. - ye: 1 packages; Swarmauri ye package family. - ymls: 1 packages; Swarmauri ymls package family. - zdx: 1 packages; Swarmauri zdx package family. - zr0: 1 packages; Swarmauri zr0 package family. ## Maturities - standard: 181 packages; First-party standards-oriented package. - community: 106 packages; Community or provider-specific integration package. - experimental: 36 packages; Incubating or planning-stage package. - plugin: 5 packages; Plugin or extension package. - deprecated: 4 packages; Compatibility package retained for older usage. - foundation: 3 packages; Foundational package used by the SDK architecture. - facade: 1 packages; Aggregate user-facing facade package. - standard-kernel: 1 packages; Bundled first-party standard component kernel. ## Packages ### swarmauri_typing - URL: https://swarmauri.com/packages/swarmauri_typing - Layer: 00-typing - Family: typing - Role: atomic-foundation - Maturity: foundation - Version: 0.10.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_typing - Import example: ```python import swarmauri_typing as package_module print(package_module.__name__) ``` - Source path: pkgs/typing - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/typing - Dependencies: none listed - Description: Dynamic typing utilities for Swarmauri annotated unions, intersection metadata, and registry-driven component models. ### swarmauri_core - URL: https://swarmauri.com/packages/swarmauri_core - Layer: 10-interfaces - Family: interfaces - Role: interface-contract - Maturity: foundation - Version: 0.10.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_core - Import example: ```python import swarmauri_core as package_module print(package_module.__name__) ``` - Source path: pkgs/core - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/core - Dependencies: none listed - Description: Core interface contracts and shared types for Swarmauri composable intelligence infrastructure components. ### swarmauri_base - URL: https://swarmauri.com/packages/swarmauri_base - Layer: 20-bases - Family: bases - Role: base-implementation - Maturity: foundation - Version: 0.10.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_base - Import example: ```python import swarmauri_base as package_module print(package_module.__name__) ``` - Source path: pkgs/base - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/base - Dependencies: pyyaml, numpy, pydantic, swarmauri_core, swarmauri_typing, toml - Description: Reusable Swarmauri base classes, mixins, and dynamic Pydantic component models for composable intelligence infrastructure. ### swarmauri_standard - URL: https://swarmauri.com/packages/swarmauri_standard - Layer: 30-standard-kernel - Family: standard-kernel - Role: standard-kernel - Maturity: standard-kernel - Version: 0.10.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_standard - Import example: ```python import swarmauri_standard as package_module print(package_module.__name__) ``` - Source path: pkgs/swarmauri_standard - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/swarmauri_standard - Dependencies: toml, pydantic, h11, httpx, numpy, pandas, joblib, pillow, aiofiles, rich, typing_extensions, swarmauri_core, swarmauri_base - Description: First-party Swarmauri standard components for agents, tools, parsers, vectors, model adapters, and composable intelligence workflows. ### swarmauri_agent_skill - URL: https://swarmauri.com/packages/swarmauri_agent_skill - Layer: 40-standards - Family: agents - Role: atomic-concrete - Maturity: standard - Version: 0.9.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_agent_skill - Import example: ```python import swarmauri_agent_skill as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_agent_skill - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_agent_skill - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard, swarmauri_tool_skill_execution - Description: Skill-aware agent wrapper for Swarmauri. ### swarmauri_auth_idp_apple - URL: https://swarmauri.com/packages/swarmauri_auth_idp_apple - Layer: 40-standards - Family: auth_idp - Role: atomic-concrete - Maturity: standard - Version: 0.2.1.dev4 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_auth_idp_apple - Import example: ```python import swarmauri_auth_idp_apple as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_auth_idp_apple - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_auth_idp_apple - Dependencies: none listed - Description: Apple OAuth 2.0 / OAuth 2.1 / OIDC 1.0 identity provider implementations for Swarmauri ### swarmauri_auth_idp_aws - URL: https://swarmauri.com/packages/swarmauri_auth_idp_aws - Layer: 40-standards - Family: auth_idp - Role: atomic-concrete - Maturity: standard - Version: 0.2.1.dev4 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_auth_idp_aws - Import example: ```python import swarmauri_auth_idp_aws as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_auth_idp_aws - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_auth_idp_aws - Dependencies: swarmauri_core, swarmauri_base, httpx, boto3, httpx - Description: AWS IAM Identity Center OAuth 2.0 / 2.1 login implementations for Swarmauri ### swarmauri_auth_idp_azure - URL: https://swarmauri.com/packages/swarmauri_auth_idp_azure - Layer: 40-standards - Family: auth_idp - Role: atomic-concrete - Maturity: standard - Version: 0.2.1.dev4 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_auth_idp_azure - Import example: ```python import swarmauri_auth_idp_azure as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_auth_idp_azure - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_auth_idp_azure - Dependencies: none listed - Description: Azure Active Directory OAuth 2.0 / 2.1 / OIDC 1.0 login implementations for Swarmauri deployments ### swarmauri_auth_idp_cognito - URL: https://swarmauri.com/packages/swarmauri_auth_idp_cognito - Layer: 40-standards - Family: auth_idp - Role: atomic-concrete - Maturity: standard - Version: 0.2.1.dev4 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_auth_idp_cognito - Import example: ```python import swarmauri_auth_idp_cognito as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_auth_idp_cognito - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_auth_idp_cognito - Dependencies: none listed - Description: AWS Cognito OAuth 2.0 / OAuth 2.1 / OIDC 1.0 identity provider implementations for Swarmauri ### swarmauri_auth_idp_facebook - URL: https://swarmauri.com/packages/swarmauri_auth_idp_facebook - Layer: 40-standards - Family: auth_idp - Role: atomic-concrete - Maturity: standard - Version: 0.2.1.dev4 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_auth_idp_facebook - Import example: ```python import swarmauri_auth_idp_facebook as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_auth_idp_facebook - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_auth_idp_facebook - Dependencies: none listed - Description: Facebook OAuth 2.0 / OAuth 2.1 / OIDC 1.0 login implementations for Swarmauri ### swarmauri_auth_idp_gitea - URL: https://swarmauri.com/packages/swarmauri_auth_idp_gitea - Layer: 40-standards - Family: auth_idp - Role: atomic-concrete - Maturity: standard - Version: 0.2.1.dev4 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_auth_idp_gitea - Import example: ```python import swarmauri_auth_idp_gitea as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_auth_idp_gitea - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_auth_idp_gitea - Dependencies: none listed - Description: Gitea OAuth 2.0 / OAuth 2.1 / OIDC 1.0 identity provider implementations for Swarmauri ### swarmauri_auth_idp_github - URL: https://swarmauri.com/packages/swarmauri_auth_idp_github - Layer: 40-standards - Family: auth_idp - Role: atomic-concrete - Maturity: standard - Version: 0.2.1.dev4 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_auth_idp_github - Import example: ```python import swarmauri_auth_idp_github as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_auth_idp_github - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_auth_idp_github - Dependencies: none listed - Description: GitHub OAuth 2.0 / OAuth 2.1 identity provider implementations for Swarmauri ### swarmauri_auth_idp_gitlab - URL: https://swarmauri.com/packages/swarmauri_auth_idp_gitlab - Layer: 40-standards - Family: auth_idp - Role: atomic-concrete - Maturity: standard - Version: 0.2.1.dev4 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_auth_idp_gitlab - Import example: ```python import swarmauri_auth_idp_gitlab as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_auth_idp_gitlab - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_auth_idp_gitlab - Dependencies: none listed - Description: GitLab OAuth 2.0 / OAuth 2.1 / OIDC 1.0 identity provider implementations for Swarmauri ### swarmauri_auth_idp_google - URL: https://swarmauri.com/packages/swarmauri_auth_idp_google - Layer: 40-standards - Family: auth_idp - Role: atomic-concrete - Maturity: standard - Version: 0.2.1.dev4 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_auth_idp_google - Import example: ```python import swarmauri_auth_idp_google as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_auth_idp_google - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_auth_idp_google - Dependencies: none listed - Description: Google OAuth 2.0 / OAuth 2.1 / OIDC 1.0 identity provider implementations for Swarmauri ### swarmauri_auth_idp_keycloak - URL: https://swarmauri.com/packages/swarmauri_auth_idp_keycloak - Layer: 40-standards - Family: auth_idp - Role: atomic-concrete - Maturity: standard - Version: 0.2.1.dev4 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_auth_idp_keycloak - Import example: ```python import swarmauri_auth_idp_keycloak as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_auth_idp_keycloak - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_auth_idp_keycloak - Dependencies: none listed - Description: Keycloak OAuth 2.0 / OAuth 2.1 / OIDC 1.0 identity provider implementations for Swarmauri ### swarmauri_auth_idp_okta - URL: https://swarmauri.com/packages/swarmauri_auth_idp_okta - Layer: 40-standards - Family: auth_idp - Role: atomic-concrete - Maturity: standard - Version: 0.2.1.dev4 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_auth_idp_okta - Import example: ```python import swarmauri_auth_idp_okta as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_auth_idp_okta - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_auth_idp_okta - Dependencies: none listed - Description: Okta OAuth 2.0 / OAuth 2.1 / OIDC 1.0 identity provider implementations for Swarmauri ### swarmauri_auth_idp_salesforce - URL: https://swarmauri.com/packages/swarmauri_auth_idp_salesforce - Layer: 40-standards - Family: auth_idp - Role: atomic-concrete - Maturity: standard - Version: 0.2.1.dev4 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_auth_idp_salesforce - Import example: ```python import swarmauri_auth_idp_salesforce as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_auth_idp_salesforce - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_auth_idp_salesforce - Dependencies: none listed - Description: Salesforce OAuth 2.0 / OAuth 2.1 / OIDC 1.0 identity provider implementations for Swarmauri ### swarmauri_billing_mock - URL: https://swarmauri.com/packages/swarmauri_billing_mock - Layer: 40-standards - Family: billing - Role: atomic-concrete - Maturity: standard - Version: 0.10.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_billing_mock - Import example: ```python import swarmauri_billing_mock as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_billing_mock - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_billing_mock - Dependencies: swarmauri_core, swarmauri_base - Description: Deterministic in-memory Swarmauri billing provider for testing, examples, and full billing capability contract checks. ### swarmauri_billing_stripe - URL: https://swarmauri.com/packages/swarmauri_billing_stripe - Layer: 40-standards - Family: billing - Role: atomic-concrete - Maturity: standard - Version: 0.10.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_billing_stripe - Import example: ```python import swarmauri_billing_stripe as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_billing_stripe - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_billing_stripe - Dependencies: swarmauri_core, swarmauri_base, stripe - Description: Stripe-backed Swarmauri billing provider for checkout, payments, subscriptions, invoices, refunds, disputes, Connect, and webhooks. ### swarmauri_certs_local_ca - URL: https://swarmauri.com/packages/swarmauri_certs_local_ca - Layer: 40-standards - Family: certs - Role: atomic-concrete - Maturity: standard - Version: 0.4.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_certs_local_ca - Import example: ```python import swarmauri_certs_local_ca as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_certs_local_ca - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_certs_local_ca - Dependencies: swarmauri_core, swarmauri_base, cryptography - Description: Local CA certificate service for Swarmauri ### swarmauri_certs_remote_ca - URL: https://swarmauri.com/packages/swarmauri_certs_remote_ca - Layer: 40-standards - Family: certs - Role: atomic-concrete - Maturity: standard - Version: 0.4.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_certs_remote_ca - Import example: ```python import swarmauri_certs_remote_ca as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_certs_remote_ca - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_certs_remote_ca - Dependencies: swarmauri_core, swarmauri_base, httpx - Description: Remote CA certificate service for Swarmauri ### swarmauri_certs_self_signed - URL: https://swarmauri.com/packages/swarmauri_certs_self_signed - Layer: 40-standards - Family: certs - Role: atomic-concrete - Maturity: standard - Version: 0.3.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_certs_self_signed - Import example: ```python import swarmauri_certs_self_signed as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_certs_self_signed - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_certs_self_signed - Dependencies: swarmauri_core, swarmauri_base, cryptography - Description: Self-signed certificate builder for Swarmauri ### swarmauri_certs_x509verify - URL: https://swarmauri.com/packages/swarmauri_certs_x509verify - Layer: 40-standards - Family: certs - Role: atomic-concrete - Maturity: standard - Version: 0.4.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_certs_x509verify - Import example: ```python import swarmauri_certs_x509verify as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_certs_x509verify - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_certs_x509verify - Dependencies: swarmauri_core, swarmauri_base, cryptography - Description: X.509 certificate verification service for Swarmauri ### swarmauri_cipher_suite_cades - URL: https://swarmauri.com/packages/swarmauri_cipher_suite_cades - Layer: 40-standards - Family: cipher_suite - Role: atomic-concrete - Maturity: standard - Version: 0.2.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_cipher_suite_cades - Import example: ```python import swarmauri_cipher_suite_cades as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_cipher_suite_cades - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_cipher_suite_cades - Dependencies: swarmauri_core, swarmauri_base - Description: CAdES signing cipher suite skeleton for Swarmauri ### swarmauri_cipher_suite_cnsa20 - URL: https://swarmauri.com/packages/swarmauri_cipher_suite_cnsa20 - Layer: 40-standards - Family: cipher_suite - Role: atomic-concrete - Maturity: standard - Version: 0.3.1.dev4 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_cipher_suite_cnsa20 - Import example: ```python import swarmauri_cipher_suite_cnsa20 as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_cipher_suite_cnsa20 - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_cipher_suite_cnsa20 - Dependencies: swarmauri_core, swarmauri_base - Description: CNSA 2.0 policy cipher suite with classical and post-quantum algorithms ### swarmauri_cipher_suite_cose - URL: https://swarmauri.com/packages/swarmauri_cipher_suite_cose - Layer: 40-standards - Family: cipher_suite - Role: atomic-concrete - Maturity: standard - Version: 0.2.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_cipher_suite_cose - Import example: ```python import swarmauri_cipher_suite_cose as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_cipher_suite_cose - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_cipher_suite_cose - Dependencies: swarmauri_core, swarmauri_base - Description: COSE-aware cipher suite for Swarmauri ### swarmauri_cipher_suite_fips1403 - URL: https://swarmauri.com/packages/swarmauri_cipher_suite_fips1403 - Layer: 40-standards - Family: cipher_suite - Role: atomic-concrete - Maturity: standard - Version: 0.2.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_cipher_suite_fips1403 - Import example: ```python import swarmauri_cipher_suite_fips1403 as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_cipher_suite_fips1403 - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_cipher_suite_fips1403 - Dependencies: swarmauri_core, swarmauri_base - Description: FIPS 140-3 policy cipher suite for Swarmauri ### swarmauri_cipher_suite_fips203 - URL: https://swarmauri.com/packages/swarmauri_cipher_suite_fips203 - Layer: 40-standards - Family: cipher_suite - Role: atomic-concrete - Maturity: standard - Version: 0.2.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_cipher_suite_fips203 - Import example: ```python import swarmauri_cipher_suite_fips203 as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_cipher_suite_fips203 - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_cipher_suite_fips203 - Dependencies: swarmauri_core, swarmauri_base - Description: FIPS 203 ML-KEM cipher suite bindings for Swarmauri ### swarmauri_cipher_suite_fips204 - URL: https://swarmauri.com/packages/swarmauri_cipher_suite_fips204 - Layer: 40-standards - Family: cipher_suite - Role: atomic-concrete - Maturity: standard - Version: 0.2.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_cipher_suite_fips204 - Import example: ```python import swarmauri_cipher_suite_fips204 as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_cipher_suite_fips204 - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_cipher_suite_fips204 - Dependencies: swarmauri_core, swarmauri_base - Description: FIPS 204 ML-DSA cipher suite bindings for Swarmauri ### swarmauri_cipher_suite_fips205 - URL: https://swarmauri.com/packages/swarmauri_cipher_suite_fips205 - Layer: 40-standards - Family: cipher_suite - Role: atomic-concrete - Maturity: standard - Version: 0.2.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_cipher_suite_fips205 - Import example: ```python import swarmauri_cipher_suite_fips205 as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_cipher_suite_fips205 - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_cipher_suite_fips205 - Dependencies: swarmauri_core, swarmauri_base - Description: FIPS 205 SLH-DSA cipher suite bindings for Swarmauri ### swarmauri_cipher_suite_ipsec - URL: https://swarmauri.com/packages/swarmauri_cipher_suite_ipsec - Layer: 40-standards - Family: cipher_suite - Role: atomic-concrete - Maturity: standard - Version: 0.2.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_cipher_suite_ipsec - Import example: ```python import swarmauri_cipher_suite_ipsec as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_cipher_suite_ipsec - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_cipher_suite_ipsec - Dependencies: swarmauri_core, swarmauri_base - Description: IPsec / IKE cipher suite skeleton for Swarmauri ### swarmauri_cipher_suite_jwa - URL: https://swarmauri.com/packages/swarmauri_cipher_suite_jwa - Layer: 40-standards - Family: cipher_suite - Role: atomic-concrete - Maturity: standard - Version: 0.2.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_cipher_suite_jwa - Import example: ```python import swarmauri_cipher_suite_jwa as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_cipher_suite_jwa - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_cipher_suite_jwa - Dependencies: swarmauri_core, swarmauri_base - Description: JWA-focused cipher suite for Swarmauri ### swarmauri_cipher_suite_pades - URL: https://swarmauri.com/packages/swarmauri_cipher_suite_pades - Layer: 40-standards - Family: cipher_suite - Role: atomic-concrete - Maturity: standard - Version: 0.2.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_cipher_suite_pades - Import example: ```python import swarmauri_cipher_suite_pades as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_cipher_suite_pades - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_cipher_suite_pades - Dependencies: swarmauri_core, swarmauri_base - Description: PAdES signing cipher suite skeleton for Swarmauri ### swarmauri_cipher_suite_pep458 - URL: https://swarmauri.com/packages/swarmauri_cipher_suite_pep458 - Layer: 40-standards - Family: cipher_suite - Role: atomic-concrete - Maturity: standard - Version: 0.2.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_cipher_suite_pep458 - Import example: ```python import swarmauri_cipher_suite_pep458 as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_cipher_suite_pep458 - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/main/pkgs/standards/swarmauri_cipher_suite_pep458#readme - Dependencies: swarmauri_core, swarmauri_base - Description: PEP 458 policy and algorithm definitions for Swarmauri cipher suites ### swarmauri_cipher_suite_sigstore - URL: https://swarmauri.com/packages/swarmauri_cipher_suite_sigstore - Layer: 40-standards - Family: cipher_suite - Role: atomic-concrete - Maturity: standard - Version: 0.2.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_cipher_suite_sigstore - Import example: ```python import swarmauri_cipher_suite_sigstore as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_cipher_suite_sigstore - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_cipher_suite_sigstore - Dependencies: swarmauri_core, swarmauri_base - Description: Sigstore / Cosign signing policy suite for Swarmauri ### swarmauri_cipher_suite_ssh - URL: https://swarmauri.com/packages/swarmauri_cipher_suite_ssh - Layer: 40-standards - Family: cipher_suite - Role: atomic-concrete - Maturity: standard - Version: 0.2.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_cipher_suite_ssh - Import example: ```python import swarmauri_cipher_suite_ssh as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_cipher_suite_ssh - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_cipher_suite_ssh - Dependencies: swarmauri_core, swarmauri_base - Description: OpenSSH cipher suite skeleton for Swarmauri ### swarmauri_cipher_suite_tls13 - URL: https://swarmauri.com/packages/swarmauri_cipher_suite_tls13 - Layer: 40-standards - Family: cipher_suite - Role: atomic-concrete - Maturity: standard - Version: 0.2.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_cipher_suite_tls13 - Import example: ```python import swarmauri_cipher_suite_tls13 as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_cipher_suite_tls13 - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_cipher_suite_tls13 - Dependencies: swarmauri_core, swarmauri_base - Description: TLS 1.3 cipher suite policy for Swarmauri ### swarmauri_cipher_suite_webauthn - URL: https://swarmauri.com/packages/swarmauri_cipher_suite_webauthn - Layer: 40-standards - Family: cipher_suite - Role: atomic-concrete - Maturity: standard - Version: 0.2.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_cipher_suite_webauthn - Import example: ```python import swarmauri_cipher_suite_webauthn as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_cipher_suite_webauthn - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_cipher_suite_webauthn - Dependencies: swarmauri_core, swarmauri_base - Description: WebAuthn and FIDO2 cipher suite for Swarmauri ### swarmauri_cipher_suite_xades - URL: https://swarmauri.com/packages/swarmauri_cipher_suite_xades - Layer: 40-standards - Family: cipher_suite - Role: atomic-concrete - Maturity: standard - Version: 0.2.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_cipher_suite_xades - Import example: ```python import swarmauri_cipher_suite_xades as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_cipher_suite_xades - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_cipher_suite_xades - Dependencies: swarmauri_core, swarmauri_base - Description: XAdES signing cipher suite skeleton for Swarmauri ### swarmauri_cipher_suite_yubikey - URL: https://swarmauri.com/packages/swarmauri_cipher_suite_yubikey - Layer: 40-standards - Family: cipher_suite - Role: atomic-concrete - Maturity: standard - Version: 0.2.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_cipher_suite_yubikey - Import example: ```python import swarmauri_cipher_suite_yubikey as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_cipher_suite_yubikey - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_cipher_suite_yubikey - Dependencies: swarmauri_core, swarmauri_base - Description: YubiKey-backed cipher suite for Swarmauri PIV signing and key transport ### swarmauri_cipher_suite_yubikey_fips - URL: https://swarmauri.com/packages/swarmauri_cipher_suite_yubikey_fips - Layer: 40-standards - Family: cipher_suite - Role: atomic-concrete - Maturity: standard - Version: 0.2.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_cipher_suite_yubikey_fips - Import example: ```python import swarmauri_cipher_suite_yubikey_fips as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_cipher_suite_yubikey_fips - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_cipher_suite_yubikey_fips - Dependencies: swarmauri_core, swarmauri_base - Description: FIPS-constrained YubiKey cipher suite for Swarmauri PIV operations ### swarmauri_crypto_ecdh_es_a128kw - URL: https://swarmauri.com/packages/swarmauri_crypto_ecdh_es_a128kw - Layer: 40-standards - Family: crypto - Role: atomic-concrete - Maturity: standard - Version: 0.4.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_crypto_ecdh_es_a128kw - Import example: ```python import swarmauri_crypto_ecdh_es_a128kw as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_crypto_ecdh_es_a128kw - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_crypto_ecdh_es_a128kw - Dependencies: swarmauri_core, swarmauri_base, cryptography - Description: ECDH-ES+A128KW crypto provider for Swarmauri ### swarmauri_crypto_jwe - URL: https://swarmauri.com/packages/swarmauri_crypto_jwe - Layer: 40-standards - Family: crypto - Role: atomic-concrete - Maturity: standard - Version: 0.3.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_crypto_jwe - Import example: ```python import swarmauri_crypto_jwe as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_crypto_jwe - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_crypto_jwe - Dependencies: swarmauri_core, swarmauri_base, cryptography - Description: RFC 7516/7518 compliant JWE crypto provider for Swarmauri ### swarmauri_crypto_nacl_pkcs11 - URL: https://swarmauri.com/packages/swarmauri_crypto_nacl_pkcs11 - Layer: 40-standards - Family: crypto - Role: atomic-concrete - Maturity: standard - Version: 0.4.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_crypto_nacl_pkcs11 - Import example: ```python import swarmauri_crypto_nacl_pkcs11 as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_crypto_nacl_pkcs11 - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_crypto_nacl_pkcs11 - Dependencies: swarmauri_core, swarmauri_base, PyNaCl, cryptography, python-pkcs11 - Description: NaCl + PKCS#11 crypto provider for Swarmauri ### swarmauri_crypto_paramiko - URL: https://swarmauri.com/packages/swarmauri_crypto_paramiko - Layer: 40-standards - Family: crypto - Role: atomic-concrete - Maturity: standard - Version: 0.4.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_crypto_paramiko - Import example: ```python import swarmauri_crypto_paramiko as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_crypto_paramiko - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_crypto_paramiko - Dependencies: swarmauri_core, swarmauri_base, cryptography, paramiko - Description: Paramiko-backed RSA + AES-GCM crypto provider for Swarmauri ### swarmauri_crypto_pgp - URL: https://swarmauri.com/packages/swarmauri_crypto_pgp - Layer: 40-standards - Family: crypto - Role: atomic-concrete - Maturity: standard - Version: 0.3.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_crypto_pgp - Import example: ```python import swarmauri_crypto_pgp as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_crypto_pgp - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_crypto_pgp - Dependencies: swarmauri_core, swarmauri_base, cryptography, python-gnupg - Description: OpenPGP (GnuPG) + AES-GCM crypto provider for Swarmauri ### swarmauri_crypto_rust - URL: https://swarmauri.com/packages/swarmauri_crypto_rust - Layer: 40-standards - Family: crypto - Role: atomic-concrete - Maturity: standard - Version: 0.4.1.dev3 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_crypto_rust - Import example: ```python # Indexed package record for swarmauri_crypto_rust # See source path for current import roots. ``` - Source path: pkgs/standards/swarmauri_crypto_rust - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_crypto_rust - Dependencies: swarmauri_core, swarmauri_base - Description: Rust-backed crypto provider for Swarmauri using Maturin ### swarmauri_distance_canberra - URL: https://swarmauri.com/packages/swarmauri_distance_canberra - Layer: 40-standards - Family: distance - Role: atomic-concrete - Maturity: standard - Version: 0.9.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_distance_canberra - Import example: ```python import swarmauri_distance_canberra as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_distance_canberra - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_distance_canberra - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard - Description: Deprecated standalone compatibility package for canberra distance. ### swarmauri_distance_chebyshev - URL: https://swarmauri.com/packages/swarmauri_distance_chebyshev - Layer: 40-standards - Family: distance - Role: atomic-concrete - Maturity: standard - Version: 0.9.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_distance_chebyshev - Import example: ```python import swarmauri_distance_chebyshev as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_distance_chebyshev - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_distance_chebyshev - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard - Description: Deprecated standalone compatibility package for chebyshev distance. ### swarmauri_distance_chi_squared - URL: https://swarmauri.com/packages/swarmauri_distance_chi_squared - Layer: 40-standards - Family: distance - Role: atomic-concrete - Maturity: standard - Version: 0.9.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_distance_chi_squared - Import example: ```python import swarmauri_distance_chi_squared as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_distance_chi_squared - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_distance_chi_squared - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard - Description: Deprecated standalone compatibility package for chi-squared distance. ### swarmauri_distance_cosine - URL: https://swarmauri.com/packages/swarmauri_distance_cosine - Layer: 40-standards - Family: distance - Role: atomic-concrete - Maturity: standard - Version: 0.9.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_distance_cosine - Import example: ```python import swarmauri_distance_cosine as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_distance_cosine - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_distance_cosine - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard - Description: Deprecated standalone compatibility package for cosine distance. ### swarmauri_distance_euclidean - URL: https://swarmauri.com/packages/swarmauri_distance_euclidean - Layer: 40-standards - Family: distance - Role: atomic-concrete - Maturity: standard - Version: 0.9.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_distance_euclidean - Import example: ```python import swarmauri_distance_euclidean as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_distance_euclidean - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_distance_euclidean - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard - Description: Deprecated standalone compatibility package for euclidean distance. ### swarmauri_distance_haversine - URL: https://swarmauri.com/packages/swarmauri_distance_haversine - Layer: 40-standards - Family: distance - Role: atomic-concrete - Maturity: standard - Version: 0.9.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_distance_haversine - Import example: ```python import swarmauri_distance_haversine as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_distance_haversine - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_distance_haversine - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard - Description: Deprecated standalone compatibility package for haversine distance. ### swarmauri_distance_jaccard_index - URL: https://swarmauri.com/packages/swarmauri_distance_jaccard_index - Layer: 40-standards - Family: distance - Role: atomic-concrete - Maturity: standard - Version: 0.9.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_distance_jaccard_index - Import example: ```python import swarmauri_distance_jaccard_index as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_distance_jaccard_index - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_distance_jaccard_index - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard - Description: Deprecated standalone compatibility package for jaccard index distance. ### swarmauri_distance_levenshtein - URL: https://swarmauri.com/packages/swarmauri_distance_levenshtein - Layer: 40-standards - Family: distance - Role: atomic-concrete - Maturity: standard - Version: 0.9.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_distance_levenshtein - Import example: ```python import swarmauri_distance_levenshtein as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_distance_levenshtein - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_distance_levenshtein - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard - Description: Deprecated standalone compatibility package for levenshtein distance. ### swarmauri_distance_manhattan - URL: https://swarmauri.com/packages/swarmauri_distance_manhattan - Layer: 40-standards - Family: distance - Role: atomic-concrete - Maturity: standard - Version: 0.9.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_distance_manhattan - Import example: ```python import swarmauri_distance_manhattan as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_distance_manhattan - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_distance_manhattan - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard - Description: Deprecated standalone compatibility package for manhattan distance. ### swarmauri_distance_minkowski - URL: https://swarmauri.com/packages/swarmauri_distance_minkowski - Layer: 40-standards - Family: distance - Role: atomic-concrete - Maturity: standard - Version: 0.10.1.dev2 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_distance_minkowski - Import example: ```python import swarmauri_distance_minkowski as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_distance_minkowski - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_distance_minkowski - Dependencies: scipy, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Minkowski Distance for Swarmauri. ### swarmauri_distance_sorensen_dice - URL: https://swarmauri.com/packages/swarmauri_distance_sorensen_dice - Layer: 40-standards - Family: distance - Role: atomic-concrete - Maturity: standard - Version: 0.9.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_distance_sorensen_dice - Import example: ```python import swarmauri_distance_sorensen_dice as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_distance_sorensen_dice - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_distance_sorensen_dice - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard - Description: Deprecated standalone compatibility package for sorensen-dice distance. ### swarmauri_distance_squared_euclidean - URL: https://swarmauri.com/packages/swarmauri_distance_squared_euclidean - Layer: 40-standards - Family: distance - Role: atomic-concrete - Maturity: standard - Version: 0.9.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_distance_squared_euclidean - Import example: ```python import swarmauri_distance_squared_euclidean as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_distance_squared_euclidean - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_distance_squared_euclidean - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard - Description: Deprecated standalone compatibility package for squared euclidean distance. ### swarmauri_embedding_doc2vec - URL: https://swarmauri.com/packages/swarmauri_embedding_doc2vec - Layer: 40-standards - Family: embedding - Role: atomic-concrete - Maturity: standard - Version: 0.10.1.dev3 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_embedding_doc2vec - Import example: ```python import swarmauri_embedding_doc2vec as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_embedding_doc2vec - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_embedding_doc2vec - Dependencies: gensim, swarmauri_core, swarmauri_base, swarmauri_standard - Description: A Doc2Vec based Embedding Model. ### swarmauri_embedding_nmf - URL: https://swarmauri.com/packages/swarmauri_embedding_nmf - Layer: 40-standards - Family: embedding - Role: atomic-concrete - Maturity: standard - Version: 0.10.1.dev3 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_embedding_nmf - Import example: ```python import swarmauri_embedding_nmf as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_embedding_nmf - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_embedding_nmf - Dependencies: scikit-learn, swarmauri_core, swarmauri_base, swarmauri_standard - Description: NMF Embedding for Swarmauri. ### swarmauri_evaluator_abstractmethods - URL: https://swarmauri.com/packages/swarmauri_evaluator_abstractmethods - Layer: 40-standards - Family: evaluator - Role: atomic-concrete - Maturity: standard - Version: 0.4.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_evaluator_abstractmethods - Import example: ```python import swarmauri_evaluator_abstractmethods as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_evaluator_abstractmethods - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_evaluator_abstractmethods - Dependencies: swarmauri_core, swarmauri_base - Description: An evaluator that verifies all methods in abstract base classes are properly marked as abstract ### swarmauri_evaluator_anyusage - URL: https://swarmauri.com/packages/swarmauri_evaluator_anyusage - Layer: 40-standards - Family: evaluator - Role: atomic-concrete - Maturity: standard - Version: 0.4.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_evaluator_anyusage - Import example: ```python import swarmauri_evaluator_anyusage as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_evaluator_anyusage - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_evaluator_anyusage - Dependencies: swarmauri_core, swarmauri_base - Description: An evaluator component that detects and penalizes usage of the `Any` type in Python code ### swarmauri_evaluator_constanttime - URL: https://swarmauri.com/packages/swarmauri_evaluator_constanttime - Layer: 40-standards - Family: evaluator - Role: atomic-concrete - Maturity: standard - Version: 0.3.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_evaluator_constanttime - Import example: ```python import swarmauri_evaluator_constanttime as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_evaluator_constanttime - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_evaluator_constanttime - Dependencies: swarmauri_core, swarmauri_base - Description: Evaluator that detects timing side channels using fixed-vs-random test ### swarmauri_evaluator_externalimports - URL: https://swarmauri.com/packages/swarmauri_evaluator_externalimports - Layer: 40-standards - Family: evaluator - Role: atomic-concrete - Maturity: standard - Version: 0.3.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_evaluator_externalimports - Import example: ```python import swarmauri_evaluator_externalimports as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_evaluator_externalimports - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_evaluator_externalimports - Dependencies: swarmauri_core, swarmauri_base - Description: Evaluator that detects and penalizes non-built-in Python imports in source files ### swarmauri_evaluator_subprocess - URL: https://swarmauri.com/packages/swarmauri_evaluator_subprocess - Layer: 40-standards - Family: evaluator - Role: atomic-concrete - Maturity: standard - Version: 0.3.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_evaluator_subprocess - Import example: ```python import swarmauri_evaluator_subprocess as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_evaluator_subprocess - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_evaluator_subprocess - Dependencies: swarmauri_core, swarmauri_base - Description: A subprocess-based evaluator for executing and measuring program performance in isolated subprocesses ### swarmauri_evaluatorpool_accessibility - URL: https://swarmauri.com/packages/swarmauri_evaluatorpool_accessibility - Layer: 40-standards - Family: evaluatorpool - Role: atomic-concrete - Maturity: standard - Version: 0.3.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_evaluatorpool_accessibility - Import example: ```python import swarmauri_evaluatorpool_accessibility as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_evaluatorpool_accessibility - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_evaluatorpool_accessibility - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard, nltk, beautifulsoup4, markdown, pydantic - Description: A package providing accessibility and readability evaluators for SwarmAuri ### swm_example_package - URL: https://swarmauri.com/packages/swm_example_package - Layer: 40-standards - Family: example - Role: atomic-concrete - Maturity: standard - Version: 0.6.4.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swm_example_package - Import example: ```python import swm_example_package as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swm_example_package - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swm_example_package - Dependencies: swarmauri_core, swarmauri_base - Description: This repository includes an example of a First Class Swarmauri Example. ### swarmauri_gitfilter_gh_release - URL: https://swarmauri.com/packages/swarmauri_gitfilter_gh_release - Layer: 40-standards - Family: gitfilter - Role: atomic-concrete - Maturity: standard - Version: 0.3.1.dev3 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_gitfilter_gh_release - Import example: ```python import swarmauri_gitfilter_gh_release as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_gitfilter_gh_release - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_gitfilter_gh_release - Dependencies: peagen, swarmauri_core, swarmauri_base, swarmauri_standard, PyGithub - Description: GitHub release backed git filter for Peagen ### swarmauri_gitfilter_minio - URL: https://swarmauri.com/packages/swarmauri_gitfilter_minio - Layer: 40-standards - Family: gitfilter - Role: atomic-concrete - Maturity: standard - Version: 0.3.1.dev3 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_gitfilter_minio - Import example: ```python import swarmauri_gitfilter_minio as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_gitfilter_minio - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_gitfilter_minio - Dependencies: peagen, swarmauri_core, swarmauri_base, swarmauri_standard, minio - Description: MinIO git filter for Peagen ### swarmauri_gitfilter_s3fs - URL: https://swarmauri.com/packages/swarmauri_gitfilter_s3fs - Layer: 40-standards - Family: gitfilter - Role: atomic-concrete - Maturity: standard - Version: 0.3.1.dev3 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_gitfilter_s3fs - Import example: ```python import swarmauri_gitfilter_s3fs as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_gitfilter_s3fs - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_gitfilter_s3fs - Dependencies: peagen, swarmauri_core, swarmauri_base, swarmauri_standard, s3fs - Description: S3 git filter for Peagen using s3fs ### swarmauri_keyprovider_file - URL: https://swarmauri.com/packages/swarmauri_keyprovider_file - Layer: 40-standards - Family: keyprovider - Role: atomic-concrete - Maturity: standard - Version: 0.2.2.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_keyprovider_file - Import example: ```python import swarmauri_keyprovider_file as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_keyprovider_file - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_keyprovider_file - Dependencies: swarmauri_core, swarmauri_base, cryptography - Description: File-backed key provider for Swarmauri ### swarmauri_keyprovider_inmemory - URL: https://swarmauri.com/packages/swarmauri_keyprovider_inmemory - Layer: 40-standards - Family: keyprovider - Role: atomic-concrete - Maturity: standard - Version: 0.2.2.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_keyprovider_inmemory - Import example: ```python import swarmauri_keyprovider_inmemory as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_keyprovider_inmemory - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_keyprovider_inmemory - Dependencies: swarmauri_core, swarmauri_base - Description: In-memory key provider for Swarmauri ### swarmauri_keyprovider_local - URL: https://swarmauri.com/packages/swarmauri_keyprovider_local - Layer: 40-standards - Family: keyprovider - Role: atomic-concrete - Maturity: standard - Version: 0.2.2.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_keyprovider_local - Import example: ```python import swarmauri_keyprovider_local as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_keyprovider_local - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_keyprovider_local - Dependencies: swarmauri_core, swarmauri_base, cryptography - Description: In-memory key provider for development and testing ### swarmauri_keyprovider_ssh - URL: https://swarmauri.com/packages/swarmauri_keyprovider_ssh - Layer: 40-standards - Family: keyprovider - Role: atomic-concrete - Maturity: standard - Version: 0.3.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_keyprovider_ssh - Import example: ```python import swarmauri_keyprovider_ssh as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_keyprovider_ssh - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_keyprovider_ssh - Dependencies: swarmauri_core, swarmauri_base, cryptography - Description: SSH-based key provider for Swarmauri ### swamauri_metric_wasserstein - URL: https://swarmauri.com/packages/swamauri_metric_wasserstein - Layer: 40-standards - Family: metric - Role: atomic-concrete - Maturity: standard - Version: 0.9.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swamauri_metric_wasserstein - Import example: ```python import swamauri_metric_wasserstein as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swamauri_metric_wasserstein - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swamauri_metric_wasserstein - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard - Description: Wasserstein metric plugin for Swarmauri vector comparisons. ### swarmauri_middleware_bulkhead - URL: https://swarmauri.com/packages/swarmauri_middleware_bulkhead - Layer: 40-standards - Family: middleware - Role: atomic-concrete - Maturity: standard - Version: 0.8.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_middleware_bulkhead - Import example: ```python import swarmauri_middleware_bulkhead as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_middleware_bulkhead - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_middleware_bulkhead - Dependencies: fastapi, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Bulkhead middleware implementation for Swarmauri ### swarmauri_middleware_cachecontrol - URL: https://swarmauri.com/packages/swarmauri_middleware_cachecontrol - Layer: 40-standards - Family: middleware - Role: atomic-concrete - Maturity: standard - Version: 0.8.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_middleware_cachecontrol - Import example: ```python import swarmauri_middleware_cachecontrol as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_middleware_cachecontrol - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_middleware_cachecontrol - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard, fastapi, python-dotenv - Description: Middleware for managing HTTP cache headers and client-side caching behavior. ### swarmauri_middleware_cors - URL: https://swarmauri.com/packages/swarmauri_middleware_cors - Layer: 40-standards - Family: middleware - Role: atomic-concrete - Maturity: standard - Version: 0.8.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_middleware_cors - Import example: ```python import swarmauri_middleware_cors as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_middleware_cors - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_middleware_cors - Dependencies: fastapi, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Custom CORS Middleware for Swarmauri Framework ### swarmauri_middleware_exceptionhandling - URL: https://swarmauri.com/packages/swarmauri_middleware_exceptionhandling - Layer: 40-standards - Family: middleware - Role: atomic-concrete - Maturity: standard - Version: 0.7.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_middleware_exceptionhandling - Import example: ```python import swarmauri_middleware_exceptionhandling as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_middleware_exceptionhandling - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_middleware_exceptionhandling - Dependencies: fastapi, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Custom Exception Handling Middleware for Swarmauri Framework ### swarmauri_middleware_gzipcompression - URL: https://swarmauri.com/packages/swarmauri_middleware_gzipcompression - Layer: 40-standards - Family: middleware - Role: atomic-concrete - Maturity: standard - Version: 0.8.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_middleware_gzipcompression - Import example: ```python import swarmauri_middleware_gzipcompression as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_middleware_gzipcompression - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_middleware_gzipcompression - Dependencies: fastapi, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Gzip compression middleware for Swarmauri ### swarmauri_middleware_httpsig - URL: https://swarmauri.com/packages/swarmauri_middleware_httpsig - Layer: 40-standards - Family: middleware - Role: atomic-concrete - Maturity: standard - Version: 0.8.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_middleware_httpsig - Import example: ```python import swarmauri_middleware_httpsig as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_middleware_httpsig - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_middleware_httpsig - Dependencies: fastapi, swarmauri_core, swarmauri_base, swarmauri_standard - Description: HTTP signature verification middleware for Swarmauri ### swarmauri_middleware_jsonrpc - URL: https://swarmauri.com/packages/swarmauri_middleware_jsonrpc - Layer: 40-standards - Family: middleware - Role: atomic-concrete - Maturity: standard - Version: 0.8.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_middleware_jsonrpc - Import example: ```python import swarmauri_middleware_jsonrpc as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_middleware_jsonrpc - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_middleware_jsonrpc - Dependencies: fastapi, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Middleware for validating basic JSON-RPC requests ### swarmauri_middleware_jwksverifier - URL: https://swarmauri.com/packages/swarmauri_middleware_jwksverifier - Layer: 40-standards - Family: middleware - Role: atomic-concrete - Maturity: standard - Version: 0.3.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_middleware_jwksverifier - Import example: ```python import swarmauri_middleware_jwksverifier as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_middleware_jwksverifier - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_middleware_jwksverifier - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard, PyJWT, cryptography - Description: JWKS-based JWT verification middleware for Swarmauri ### swarmauri_middleware_jwt - URL: https://swarmauri.com/packages/swarmauri_middleware_jwt - Layer: 40-standards - Family: middleware - Role: atomic-concrete - Maturity: standard - Version: 0.8.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_middleware_jwt - Import example: ```python import swarmauri_middleware_jwt as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_middleware_jwt - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_middleware_jwt - Dependencies: fastapi, swarmauri_core, swarmauri_base, swarmauri_standard, PyJWT - Description: JWT validation middleware for Swarmauri applications. ### swarmauri_middleware_llamaguard - URL: https://swarmauri.com/packages/swarmauri_middleware_llamaguard - Layer: 40-standards - Family: middleware - Role: atomic-concrete - Maturity: standard - Version: 0.7.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_middleware_llamaguard - Import example: ```python import swarmauri_middleware_llamaguard as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_middleware_llamaguard - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_middleware_llamaguard - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard, fastapi, python-dotenv - Description: Middleware for inspecting and filtering unsafe content using LlamaGuard ### swarmauri_middleware_logging - URL: https://swarmauri.com/packages/swarmauri_middleware_logging - Layer: 40-standards - Family: middleware - Role: atomic-concrete - Maturity: standard - Version: 0.8.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_middleware_logging - Import example: ```python import swarmauri_middleware_logging as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_middleware_logging - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_middleware_logging - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard, fastapi - Description: Logging middleware for Swarmauri ### swarmauri_middleware_ratelimit - URL: https://swarmauri.com/packages/swarmauri_middleware_ratelimit - Layer: 40-standards - Family: middleware - Role: atomic-concrete - Maturity: standard - Version: 0.7.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_middleware_ratelimit - Import example: ```python import swarmauri_middleware_ratelimit as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_middleware_ratelimit - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_middleware_ratelimit - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard, fastapi - Description: Rate limiting middleware for Swarmauri applications ### swarmauri_middleware_securityheaders - URL: https://swarmauri.com/packages/swarmauri_middleware_securityheaders - Layer: 40-standards - Family: middleware - Role: atomic-concrete - Maturity: standard - Version: 0.8.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_middleware_securityheaders - Import example: ```python import swarmauri_middleware_securityheaders as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_middleware_securityheaders - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_middleware_securityheaders - Dependencies: fastapi, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Middleware for adding security headers to HTTP responses ### swarmauri_middleware_session - URL: https://swarmauri.com/packages/swarmauri_middleware_session - Layer: 40-standards - Family: middleware - Role: atomic-concrete - Maturity: standard - Version: 0.8.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_middleware_session - Import example: ```python import swarmauri_middleware_session as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_middleware_session - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_middleware_session - Dependencies: fastapi, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Session middleware for maintaining session state across requests. ### swarmauri_middleware_stdio - URL: https://swarmauri.com/packages/swarmauri_middleware_stdio - Layer: 40-standards - Family: middleware - Role: atomic-concrete - Maturity: standard - Version: 0.8.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_middleware_stdio - Import example: ```python import swarmauri_middleware_stdio as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_middleware_stdio - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_middleware_stdio - Dependencies: fastapi, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Middleware that logs requests and responses to standard output ### swarmauri_middleware_time - URL: https://swarmauri.com/packages/swarmauri_middleware_time - Layer: 40-standards - Family: middleware - Role: atomic-concrete - Maturity: standard - Version: 0.8.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_middleware_time - Import example: ```python import swarmauri_middleware_time as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_middleware_time - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_middleware_time - Dependencies: fastapi, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Middleware for tracking request processing time in Swarmauri applications ### swarmauri_mre_crypto_age - URL: https://swarmauri.com/packages/swarmauri_mre_crypto_age - Layer: 40-standards - Family: mre_crypto - Role: atomic-concrete - Maturity: standard - Version: 0.3.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_mre_crypto_age - Import example: ```python import swarmauri_mre_crypto_age as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_mre_crypto_age - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_mre_crypto_age - Dependencies: swarmauri_core, swarmauri_base, cryptography - Description: Age-style X25519 sealed-per-recipient MRE provider for Swarmauri ### swarmauri_mre_crypto_ecdh_es_kw - URL: https://swarmauri.com/packages/swarmauri_mre_crypto_ecdh_es_kw - Layer: 40-standards - Family: mre_crypto - Role: atomic-concrete - Maturity: standard - Version: 0.2.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_mre_crypto_ecdh_es_kw - Import example: ```python import swarmauri_mre_crypto_ecdh_es_kw as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_mre_crypto_ecdh_es_kw - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_mre_crypto_ecdh_es_kw - Dependencies: swarmauri_core, swarmauri_base, cryptography - Description: ECDH-ES+A128KW based multi-recipient encryption provider for Swarmauri ### swarmauri_mre_crypto_keyring - URL: https://swarmauri.com/packages/swarmauri_mre_crypto_keyring - Layer: 40-standards - Family: mre_crypto - Role: atomic-concrete - Maturity: standard - Version: 0.3.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_mre_crypto_keyring - Import example: ```python import swarmauri_mre_crypto_keyring as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_mre_crypto_keyring - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_mre_crypto_keyring - Dependencies: swarmauri_core, swarmauri_base, cryptography - Description: Keyring-backed multi-recipient encryption provider for Swarmauri ### swarmauri_mre_crypto_pgp - URL: https://swarmauri.com/packages/swarmauri_mre_crypto_pgp - Layer: 40-standards - Family: mre_crypto - Role: atomic-concrete - Maturity: standard - Version: 0.3.1.dev4 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_mre_crypto_pgp - Import example: ```python import swarmauri_mre_crypto_pgp as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_mre_crypto_pgp - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_mre_crypto_pgp - Dependencies: swarmauri_core, swarmauri_base, pgpy, standard-imghdr - Description: OpenPGP sealed-per-recipient MRE provider for Swarmauri ### swarmauri_mre_crypto_shamir - URL: https://swarmauri.com/packages/swarmauri_mre_crypto_shamir - Layer: 40-standards - Family: mre_crypto - Role: atomic-concrete - Maturity: standard - Version: 0.2.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_mre_crypto_shamir - Import example: ```python import swarmauri_mre_crypto_shamir as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_mre_crypto_shamir - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_mre_crypto_shamir - Dependencies: swarmauri_core, swarmauri_base, cryptography - Description: Shamir secret sharing based MRE crypto provider for Swarmauri ### swarmauri_parser_beautifulsoupelement - URL: https://swarmauri.com/packages/swarmauri_parser_beautifulsoupelement - Layer: 40-standards - Family: parser - Role: atomic-concrete - Maturity: standard - Version: 0.9.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_parser_beautifulsoupelement - Import example: ```python import swarmauri_parser_beautifulsoupelement as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_parser_beautifulsoupelement - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_parser_beautifulsoupelement - Dependencies: beautifulsoup4, swarmauri_core, swarmauri_base, swarmauri_standard - Description: BeautifulSoup Element Parser for Swarmauri. ### swarmauri_parser_keywordextractor - URL: https://swarmauri.com/packages/swarmauri_parser_keywordextractor - Layer: 40-standards - Family: parser - Role: atomic-concrete - Maturity: standard - Version: 0.9.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_parser_keywordextractor - Import example: ```python import swarmauri_parser_keywordextractor as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_parser_keywordextractor - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_parser_keywordextractor - Dependencies: yake, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Keyword Extractor Parser for Swarmauri. ### swarmauri_pop_cwt - URL: https://swarmauri.com/packages/swarmauri_pop_cwt - Layer: 40-standards - Family: pop - Role: atomic-concrete - Maturity: standard - Version: 0.1.2.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_pop_cwt - Import example: ```python import swarmauri_pop_cwt as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_pop_cwt - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_pop_cwt - Dependencies: swarmauri_core, swarmauri-base, cose, cbor2 - Description: COSE Sign1 proof-of-possession helpers for Swarmauri ### swarmauri_pop_dpop - URL: https://swarmauri.com/packages/swarmauri_pop_dpop - Layer: 40-standards - Family: pop - Role: atomic-concrete - Maturity: standard - Version: 0.1.2.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_pop_dpop - Import example: ```python import swarmauri_pop_dpop as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_pop_dpop - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_pop_dpop - Dependencies: swarmauri_core, swarmauri-base, pyjwt, cryptography - Description: DPoP proof-of-possession tooling for Swarmauri services ### swarmauri_pop_x509 - URL: https://swarmauri.com/packages/swarmauri_pop_x509 - Layer: 40-standards - Family: pop - Role: atomic-concrete - Maturity: standard - Version: 0.1.2.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_pop_x509 - Import example: ```python import swarmauri_pop_x509 as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_pop_x509 - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_pop_x509 - Dependencies: swarmauri_core, swarmauri-base - Description: X.509 mutual TLS proof-of-possession verifier for Swarmauri ### swarmauri_prompt_j2prompttemplate - URL: https://swarmauri.com/packages/swarmauri_prompt_j2prompttemplate - Layer: 40-standards - Family: prompt - Role: atomic-concrete - Maturity: standard - Version: 0.9.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_prompt_j2prompttemplate - Import example: ```python import swarmauri_prompt_j2prompttemplate as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_prompt_j2prompttemplate - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_prompt_j2prompttemplate - Dependencies: inflect, jinja2, pydantic, swarmauri_core, swarmauri_base - Description: Jinja2 Prompt Template for Swarmauri. ### swarmauri_publisher_rabbitmq - URL: https://swarmauri.com/packages/swarmauri_publisher_rabbitmq - Layer: 40-standards - Family: publisher - Role: atomic-concrete - Maturity: standard - Version: 0.3.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_publisher_rabbitmq - Import example: ```python import swarmauri_publisher_rabbitmq as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_publisher_rabbitmq - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_publisher_rabbitmq - Dependencies: pika, swarmauri_core, swarmauri_base, swarmauri_standard - Description: A RabbitMQ publisher implementation for Swarmauri. ### swarmauri_publisher_redis - URL: https://swarmauri.com/packages/swarmauri_publisher_redis - Layer: 40-standards - Family: publisher - Role: atomic-concrete - Maturity: standard - Version: 0.3.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_publisher_redis - Import example: ```python import swarmauri_publisher_redis as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_publisher_redis - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_publisher_redis - Dependencies: redis, swarmauri_core, swarmauri_base, swarmauri_standard - Description: A Redis publisher implementation for Swarmauri. ### swarmauri_publisher_webhook - URL: https://swarmauri.com/packages/swarmauri_publisher_webhook - Layer: 40-standards - Family: publisher - Role: atomic-concrete - Maturity: standard - Version: 0.3.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_publisher_webhook - Import example: ```python import swarmauri_publisher_webhook as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_publisher_webhook - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_publisher_webhook - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard - Description: A Webhook publisher implementation for Swarmauri. ### swarmauri_signing_ca - URL: https://swarmauri.com/packages/swarmauri_signing_ca - Layer: 40-standards - Family: signing - Role: atomic-concrete - Maturity: standard - Version: 0.3.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_signing_ca - Import example: ```python import swarmauri_signing_ca as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_signing_ca - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/main/pkgs/standards/swarmauri_signing_ca#readme - Dependencies: swarmauri_core, swarmauri_base, cryptography - Description: Certificate authority style signer for Swarmauri envelopes ### swarmauri_signing_cms - URL: https://swarmauri.com/packages/swarmauri_signing_cms - Layer: 40-standards - Family: signing - Role: atomic-concrete - Maturity: standard - Version: 0.1.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_signing_cms - Import example: ```python import swarmauri_signing_cms as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_signing_cms - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/main/pkgs/standards/swarmauri_signing_cms#readme - Dependencies: swarmauri_base, swarmauri_core, cryptography - Description: CMS signer stub registered on the Swarmauri SigningBase registry ### swarmauri_signing_ecdsa - URL: https://swarmauri.com/packages/swarmauri_signing_ecdsa - Layer: 40-standards - Family: signing - Role: atomic-concrete - Maturity: standard - Version: 0.3.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_signing_ecdsa - Import example: ```python import swarmauri_signing_ecdsa as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_signing_ecdsa - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/main/pkgs/standards/swarmauri_signing_ecdsa#readme - Dependencies: swarmauri_core, swarmauri_base, cryptography - Description: ECDSA-based signer for Swarmauri ### swarmauri_signing_ed25519 - URL: https://swarmauri.com/packages/swarmauri_signing_ed25519 - Layer: 40-standards - Family: signing - Role: atomic-concrete - Maturity: standard - Version: 0.2.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_signing_ed25519 - Import example: ```python import swarmauri_signing_ed25519 as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_signing_ed25519 - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/main/pkgs/standards/swarmauri_signing_ed25519#readme - Dependencies: swarmauri_core, swarmauri_base, cryptography - Description: Ed25519-based signer for Swarmauri ### swarmauri_signing_hmac - URL: https://swarmauri.com/packages/swarmauri_signing_hmac - Layer: 40-standards - Family: signing - Role: atomic-concrete - Maturity: standard - Version: 0.3.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_signing_hmac - Import example: ```python import swarmauri_signing_hmac as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_signing_hmac - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/main/pkgs/standards/swarmauri_signing_hmac#readme - Dependencies: swarmauri_core, swarmauri_base - Description: HMAC-based signer for Swarmauri ### swarmauri_signing_openpgp - URL: https://swarmauri.com/packages/swarmauri_signing_openpgp - Layer: 40-standards - Family: signing - Role: atomic-concrete - Maturity: standard - Version: 0.1.1.dev4 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_signing_openpgp - Import example: ```python import swarmauri_signing_openpgp as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_signing_openpgp - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/main/pkgs/standards/swarmauri_signing_openpgp#readme - Dependencies: swarmauri_base, swarmauri_core, pgpy, standard-imghdr - Description: OpenPGP signer stub registered on the Swarmauri SigningBase registry ### swarmauri_signing_pep458 - URL: https://swarmauri.com/packages/swarmauri_signing_pep458 - Layer: 40-standards - Family: signing - Role: atomic-concrete - Maturity: standard - Version: 0.1.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_signing_pep458 - Import example: ```python import swarmauri_signing_pep458 as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_signing_pep458 - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/main/pkgs/standards/swarmauri_signing_pep458#readme - Dependencies: swarmauri_core, swarmauri_base, cryptography - Description: PEP 458 compatible detached signing provider for Swarmauri ### swarmauri_signing_pgp - URL: https://swarmauri.com/packages/swarmauri_signing_pgp - Layer: 40-standards - Family: signing - Role: atomic-concrete - Maturity: standard - Version: 0.3.1.dev4 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_signing_pgp - Import example: ```python import swarmauri_signing_pgp as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_signing_pgp - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/main/pkgs/standards/swarmauri_signing_pgp#readme - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard, pgpy, standard-imghdr - Description: OpenPGP envelope signer for Swarmauri ### swarmauri_signing_rsa - URL: https://swarmauri.com/packages/swarmauri_signing_rsa - Layer: 40-standards - Family: signing - Role: atomic-concrete - Maturity: standard - Version: 0.3.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_signing_rsa - Import example: ```python import swarmauri_signing_rsa as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_signing_rsa - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/main/pkgs/standards/swarmauri_signing_rsa#readme - Dependencies: swarmauri_core, swarmauri_base, cryptography - Description: RSA-based signer for Swarmauri ### swarmauri_signing_secp256k1 - URL: https://swarmauri.com/packages/swarmauri_signing_secp256k1 - Layer: 40-standards - Family: signing - Role: atomic-concrete - Maturity: standard - Version: 0.3.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_signing_secp256k1 - Import example: ```python import swarmauri_signing_secp256k1 as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_signing_secp256k1 - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/main/pkgs/standards/swarmauri_signing_secp256k1#readme - Dependencies: swarmauri_core, swarmauri_base, cryptography - Description: secp256k1-based signer for Swarmauri ### swarmauri_signing_sigv4 - URL: https://swarmauri.com/packages/swarmauri_signing_sigv4 - Layer: 40-standards - Family: signing - Role: atomic-concrete - Maturity: standard - Version: 0.1.2.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_signing_sigv4 - Import example: ```python import swarmauri_signing_sigv4 as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_signing_sigv4 - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_signing_sigv4#readme - Dependencies: swarmauri_core, swarmauri_base - Description: AWS Signature Version 4 signer for Swarmauri ### swarmauri_signing_ssh - URL: https://swarmauri.com/packages/swarmauri_signing_ssh - Layer: 40-standards - Family: signing - Role: atomic-concrete - Maturity: standard - Version: 0.3.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_signing_ssh - Import example: ```python import swarmauri_signing_ssh as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_signing_ssh - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/main/pkgs/standards/swarmauri_signing_ssh#readme - Dependencies: swarmauri_core, swarmauri_base - Description: OpenSSH-based signer for Swarmauri ### swarmauri_signing_xmld - URL: https://swarmauri.com/packages/swarmauri_signing_xmld - Layer: 40-standards - Family: signing - Role: atomic-concrete - Maturity: standard - Version: 0.1.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_signing_xmld - Import example: ```python import swarmauri_signing_xmld as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_signing_xmld - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/main/pkgs/standards/swarmauri_signing_xmld#readme - Dependencies: swarmauri_base, swarmauri_core, cryptography, lxml - Description: XML Digital Signature implementation for the Swarmauri SigningBase registry ### swarmauri_skill_dummy_filesystem - URL: https://swarmauri.com/packages/swarmauri_skill_dummy_filesystem - Layer: 40-standards - Family: skills - Role: atomic-concrete - Maturity: standard - Version: 0.9.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_skill_dummy_filesystem - Import example: ```python import swarmauri_skill_dummy_filesystem as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_skill_dummy_filesystem - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_skill_dummy_filesystem - Dependencies: swarmauri_core, swarmauri_base - Description: Packaged dummy filesystem skill for Swarmauri tests. ### swarmauri_skill_dummy_local - URL: https://swarmauri.com/packages/swarmauri_skill_dummy_local - Layer: 40-standards - Family: skills - Role: atomic-concrete - Maturity: standard - Version: 0.9.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_skill_dummy_local - Import example: ```python import swarmauri_skill_dummy_local as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_skill_dummy_local - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_skill_dummy_local - Dependencies: swarmauri_core, swarmauri_base - Description: Packaged dummy local skill for Swarmauri tests. ### swarmauri_skill_filesystem - URL: https://swarmauri.com/packages/swarmauri_skill_filesystem - Layer: 40-standards - Family: skills - Role: atomic-concrete - Maturity: standard - Version: 0.9.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_skill_filesystem - Import example: ```python import swarmauri_skill_filesystem as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_skill_filesystem - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_skill_filesystem - Dependencies: swarmauri_core, swarmauri_base - Description: Filesystem-backed skill loader for Swarmauri. ### swarmauri_skill_local - URL: https://swarmauri.com/packages/swarmauri_skill_local - Layer: 40-standards - Family: skills - Role: atomic-concrete - Maturity: standard - Version: 0.9.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_skill_local - Import example: ```python import swarmauri_skill_local as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_skill_local - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_skill_local - Dependencies: swarmauri_core, swarmauri_base - Description: Local skill-root resolver for Swarmauri. ### swarmauri_storage_file - URL: https://swarmauri.com/packages/swarmauri_storage_file - Layer: 40-standards - Family: storage - Role: atomic-concrete - Maturity: standard - Version: 0.3.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_storage_file - Import example: ```python import swarmauri_storage_file as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_storage_file - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_storage_file - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard - Description: Filesystem storage adapter for Peagen ### swarmauri_storage_github - URL: https://swarmauri.com/packages/swarmauri_storage_github - Layer: 40-standards - Family: storage - Role: atomic-concrete - Maturity: standard - Version: 0.2.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_storage_github - Import example: ```python import swarmauri_storage_github as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_storage_github - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_storage_github - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard - Description: GitHub storage adapter stub for Peagen ### swarmauri_storage_github_release - URL: https://swarmauri.com/packages/swarmauri_storage_github_release - Layer: 40-standards - Family: storage - Role: atomic-concrete - Maturity: standard - Version: 0.3.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_storage_github_release - Import example: ```python import swarmauri_storage_github_release as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_storage_github_release - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_storage_github_release - Dependencies: PyGithub, swarmauri_core, swarmauri_base, swarmauri_standard - Description: GitHub Release storage adapter for Peagen ### swarmauri_storage_memory - URL: https://swarmauri.com/packages/swarmauri_storage_memory - Layer: 40-standards - Family: storage - Role: atomic-concrete - Maturity: standard - Version: 0.1.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_storage_memory - Import example: ```python import swarmauri_storage_memory as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_storage_memory - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_storage_memory - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard - Description: In-memory storage adapter for SwarmauriSDK ### swarmauri_storage_minio - URL: https://swarmauri.com/packages/swarmauri_storage_minio - Layer: 40-standards - Family: storage - Role: atomic-concrete - Maturity: standard - Version: 0.2.2.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_storage_minio - Import example: ```python import swarmauri_storage_minio as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_storage_minio - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_storage_minio - Dependencies: minio, swarmauri_core, swarmauri_base, swarmauri_standard - Description: MinIO storage adapter for SwarmauriSDK ### swarmauri_storage_s3 - URL: https://swarmauri.com/packages/swarmauri_storage_s3 - Layer: 40-standards - Family: storage - Role: atomic-concrete - Maturity: standard - Version: 0.1.0.dev1 - Workspace backed: yes - Python support: >=3.10,<3.13 - Install: uv add swarmauri_storage_s3 - Import example: ```python import swarmauri_storage_s3 as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_storage_s3 - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_storage_s3 - Dependencies: boto3, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Generic S3-compatible storage adapter for SwarmauriSDK ### swarmauri_storage_s3_over_sftp - URL: https://swarmauri.com/packages/swarmauri_storage_s3_over_sftp - Layer: 40-standards - Family: storage - Role: atomic-concrete - Maturity: standard - Version: 0.1.0.dev1 - Workspace backed: yes - Python support: >=3.10,<3.13 - Install: uv add swarmauri_storage_s3_over_sftp - Import example: ```python import swarmauri_storage_s3_over_sftp as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_storage_s3_over_sftp - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_storage_s3_over_sftp - Dependencies: paramiko, pycparser, swarmauri_core, swarmauri_base, swarmauri_standard - Description: S3-style Swarmauri storage adapter backed by SFTP ### swarmauri_storage_s3fs - URL: https://swarmauri.com/packages/swarmauri_storage_s3fs - Layer: 40-standards - Family: storage - Role: atomic-concrete - Maturity: standard - Version: 0.1.0.dev0 - Workspace backed: yes - Python support: >=3.10,<3.13 - Install: uv add swarmauri_storage_s3fs - Import example: ```python import swarmauri_storage_s3fs as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_storage_s3fs - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_storage_s3fs - Dependencies: s3fs, swarmauri_core, swarmauri_base, swarmauri_standard - Description: s3fs-backed S3 storage adapter for SwarmauriSDK ### swarmauri_tokens_dpopboundjwt - URL: https://swarmauri.com/packages/swarmauri_tokens_dpopboundjwt - Layer: 40-standards - Family: tokens - Role: atomic-concrete - Maturity: standard - Version: 0.3.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tokens_dpopboundjwt - Import example: ```python import swarmauri_tokens_dpopboundjwt as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_tokens_dpopboundjwt - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_tokens_dpopboundjwt - Dependencies: none listed - Description: DPoP-bound JWT token service for Swarmauri ### swarmauri_tokens_introspection - URL: https://swarmauri.com/packages/swarmauri_tokens_introspection - Layer: 40-standards - Family: tokens - Role: atomic-concrete - Maturity: standard - Version: 0.3.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tokens_introspection - Import example: ```python import swarmauri_tokens_introspection as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_tokens_introspection - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_tokens_introspection - Dependencies: swarmauri_core, swarmauri_base, httpx - Description: OAuth 2.0 Token Introspection service for Swarmauri ### swarmauri_tokens_paseto_v4 - URL: https://swarmauri.com/packages/swarmauri_tokens_paseto_v4 - Layer: 40-standards - Family: tokens - Role: atomic-concrete - Maturity: standard - Version: 0.2.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tokens_paseto_v4 - Import example: ```python import swarmauri_tokens_paseto_v4 as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_tokens_paseto_v4 - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_tokens_paseto_v4 - Dependencies: swarmauri_core, swarmauri_base, pyseto, cryptography - Description: PASETO v4 token service for Swarmauri ### swarmauri_tokens_remoteoidc - URL: https://swarmauri.com/packages/swarmauri_tokens_remoteoidc - Layer: 40-standards - Family: tokens - Role: atomic-concrete - Maturity: standard - Version: 0.3.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tokens_remoteoidc - Import example: ```python import swarmauri_tokens_remoteoidc as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_tokens_remoteoidc - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_tokens_remoteoidc - Dependencies: swarmauri_core, swarmauri_base, pyjwt, cryptography - Description: Remote OIDC token verification service ### swarmauri_tokens_rotatingjwt - URL: https://swarmauri.com/packages/swarmauri_tokens_rotatingjwt - Layer: 40-standards - Family: tokens - Role: atomic-concrete - Maturity: standard - Version: 0.3.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tokens_rotatingjwt - Import example: ```python import swarmauri_tokens_rotatingjwt as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_tokens_rotatingjwt - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_tokens_rotatingjwt - Dependencies: swarmauri_core, swarmauri_base, PyJWT - Description: Rotating JWT token service for Swarmauri ### swarmauri_tokens_sshcert - URL: https://swarmauri.com/packages/swarmauri_tokens_sshcert - Layer: 40-standards - Family: tokens - Role: atomic-concrete - Maturity: standard - Version: 0.3.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tokens_sshcert - Import example: ```python import swarmauri_tokens_sshcert as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_tokens_sshcert - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_tokens_sshcert - Dependencies: swarmauri_core, swarmauri_base - Description: OpenSSH certificate token service for Swarmauri ### swarmauri_tokens_sshsig - URL: https://swarmauri.com/packages/swarmauri_tokens_sshsig - Layer: 40-standards - Family: tokens - Role: atomic-concrete - Maturity: standard - Version: 0.3.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tokens_sshsig - Import example: ```python import swarmauri_tokens_sshsig as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_tokens_sshsig - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_tokens_sshsig - Dependencies: swarmauri_core, swarmauri_base, cryptography - Description: SSH signature token service for Swarmauri ### swarmauri_tokens_tlsboundjwt - URL: https://swarmauri.com/packages/swarmauri_tokens_tlsboundjwt - Layer: 40-standards - Family: tokens - Role: atomic-concrete - Maturity: standard - Version: 0.2.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tokens_tlsboundjwt - Import example: ```python import swarmauri_tokens_tlsboundjwt as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_tokens_tlsboundjwt - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_tokens_tlsboundjwt - Dependencies: swarmauri_core, swarmauri_base - Description: mTLS-bound JWT token service for Swarmauri ### swarmauri_tool_containerfeedchars - URL: https://swarmauri.com/packages/swarmauri_tool_containerfeedchars - Layer: 40-standards - Family: tool - Role: atomic-concrete - Maturity: standard - Version: 0.9.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tool_containerfeedchars - Import example: ```python import swarmauri_tool_containerfeedchars as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_tool_containerfeedchars - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_tool_containerfeedchars - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard - Description: Execute commands in Docker or Kubernetes containers. ### swarmauri_tool_containermakepr - URL: https://swarmauri.com/packages/swarmauri_tool_containermakepr - Layer: 40-standards - Family: tool - Role: atomic-concrete - Maturity: standard - Version: 0.9.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tool_containermakepr - Import example: ```python import swarmauri_tool_containermakepr as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_tool_containermakepr - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_tool_containermakepr - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard - Description: Create GitHub pull requests from containers. ### swarmauri_tool_containernewsession - URL: https://swarmauri.com/packages/swarmauri_tool_containernewsession - Layer: 40-standards - Family: tool - Role: atomic-concrete - Maturity: standard - Version: 0.9.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tool_containernewsession - Import example: ```python import swarmauri_tool_containernewsession as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_tool_containernewsession - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_tool_containernewsession - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard - Description: Create a new Docker or Kubernetes session. ### swarmauri_tool_githubloader - URL: https://swarmauri.com/packages/swarmauri_tool_githubloader - Layer: 40-standards - Family: tool - Role: atomic-concrete - Maturity: standard - Version: 0.9.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tool_githubloader - Import example: ```python import swarmauri_tool_githubloader as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_tool_githubloader - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_tool_githubloader - Dependencies: httpx, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Load YAML-defined components directly from GitHub repositories. ### swarmauri_tool_httploaded - URL: https://swarmauri.com/packages/swarmauri_tool_httploaded - Layer: 40-standards - Family: tool - Role: atomic-concrete - Maturity: standard - Version: 0.9.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tool_httploaded - Import example: ```python import swarmauri_tool_httploaded as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_tool_httploaded - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_tool_httploaded - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard, httpx, pyyaml - Description: Load components from a YAML manifest over HTTP. ### swarmauri_tool_matplotlib - URL: https://swarmauri.com/packages/swarmauri_tool_matplotlib - Layer: 40-standards - Family: tool - Role: atomic-concrete - Maturity: standard - Version: 0.9.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tool_matplotlib - Import example: ```python import swarmauri_tool_matplotlib as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_tool_matplotlib - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_tool_matplotlib - Dependencies: matplotlib, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Matplotlib tool for Swarmauri. ### swarmauri_tool_skill_execution - URL: https://swarmauri.com/packages/swarmauri_tool_skill_execution - Layer: 40-standards - Family: tool - Role: atomic-concrete - Maturity: standard - Version: 0.9.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tool_skill_execution - Import example: ```python import swarmauri_tool_skill_execution as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_tool_skill_execution - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_tool_skill_execution - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard - Description: Skill-aware subprocess execution tool for Swarmauri agents. ### swarmauri_transport_asgi - URL: https://swarmauri.com/packages/swarmauri_transport_asgi - Layer: 40-standards - Family: transport - Role: atomic-concrete - Maturity: standard - Version: 0.1.2.dev4 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_transport_asgi - Import example: ```python import swarmauri_transport_asgi as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_transport_asgi - Docs/source link: https://github.com/swarmauri/swarmauri-sdk - Dependencies: swarmauri-base, swarmauri-core - Description: ASGI transport runner for Swarmauri components using Uvicorn. ### swarmauri_transport_h2 - URL: https://swarmauri.com/packages/swarmauri_transport_h2 - Layer: 40-standards - Family: transport - Role: atomic-concrete - Maturity: standard - Version: 0.1.2.dev4 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_transport_h2 - Import example: ```python import swarmauri_transport_h2 as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_transport_h2 - Docs/source link: https://github.com/swarmauri/swarmauri-sdk - Dependencies: swarmauri-base, swarmauri-core - Description: HTTP/2 transport adapter built on the Swarmauri H2 mux. ### swarmauri_transport_h2mux - URL: https://swarmauri.com/packages/swarmauri_transport_h2mux - Layer: 40-standards - Family: transport - Role: atomic-concrete - Maturity: standard - Version: 0.1.2.dev4 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_transport_h2mux - Import example: ```python import swarmauri_transport_h2mux as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_transport_h2mux - Docs/source link: https://github.com/swarmauri/swarmauri-sdk - Dependencies: swarmauri-base, swarmauri-core - Description: Core HTTP/2 multiplexer transport for Swarmauri agents. ### swarmauri_transport_meshsidecarhttp2 - URL: https://swarmauri.com/packages/swarmauri_transport_meshsidecarhttp2 - Layer: 40-standards - Family: transport - Role: atomic-concrete - Maturity: standard - Version: 0.1.2.dev4 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_transport_meshsidecarhttp2 - Import example: ```python import swarmauri_transport_meshsidecarhttp2 as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_transport_meshsidecarhttp2 - Docs/source link: https://github.com/swarmauri/swarmauri-sdk - Dependencies: swarmauri-base, swarmauri-core - Description: Client transport for Swarmauri agents targeting mesh sidecar proxies. ### swarmauri_transport_mtlsunicast - URL: https://swarmauri.com/packages/swarmauri_transport_mtlsunicast - Layer: 40-standards - Family: transport - Role: atomic-concrete - Maturity: standard - Version: 0.1.2.dev4 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_transport_mtlsunicast - Import example: ```python import swarmauri_transport_mtlsunicast as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_transport_mtlsunicast - Docs/source link: https://github.com/swarmauri/swarmauri-sdk - Dependencies: swarmauri-base, swarmauri-core - Description: Mutual TLS transport utilities for Swarmauri unicast channels. ### swarmauri_transport_quic - URL: https://swarmauri.com/packages/swarmauri_transport_quic - Layer: 40-standards - Family: transport - Role: atomic-concrete - Maturity: standard - Version: 0.1.1.dev4 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_transport_quic - Import example: ```python import swarmauri_transport_quic as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_transport_quic - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_transport_quic - Dependencies: swarmauri_base, swarmauri_core - Description: QUIC multiplex transport skeleton for Swarmauri. ### swarmauri_transport_sseoutbound - URL: https://swarmauri.com/packages/swarmauri_transport_sseoutbound - Layer: 40-standards - Family: transport - Role: atomic-concrete - Maturity: standard - Version: 0.1.2.dev4 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_transport_sseoutbound - Import example: ```python import swarmauri_transport_sseoutbound as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_transport_sseoutbound - Docs/source link: https://github.com/swarmauri/swarmauri-sdk - Dependencies: swarmauri-base, swarmauri-core - Description: Server-Sent Events broadcaster transport for Swarmauri agents. ### swarmauri_transport_sshtunnel - URL: https://swarmauri.com/packages/swarmauri_transport_sshtunnel - Layer: 40-standards - Family: transport - Role: atomic-concrete - Maturity: standard - Version: 0.1.2.dev4 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_transport_sshtunnel - Import example: ```python import swarmauri_transport_sshtunnel as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_transport_sshtunnel - Docs/source link: https://github.com/swarmauri/swarmauri-sdk - Dependencies: swarmauri-base, swarmauri-core - Description: SSH tunnel transport for forwarding Swarmauri traffic through bastions. ### swarmauri_transport_stdio - URL: https://swarmauri.com/packages/swarmauri_transport_stdio - Layer: 40-standards - Family: transport - Role: atomic-concrete - Maturity: standard - Version: 0.1.2.dev4 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_transport_stdio - Import example: ```python import swarmauri_transport_stdio as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_transport_stdio - Docs/source link: https://github.com/swarmauri/swarmauri-sdk - Dependencies: swarmauri-base, swarmauri-core - Description: STDIO bridge transport for spawning Swarmauri-compatible subprocesses. ### swarmauri_transport_tcpunicast - URL: https://swarmauri.com/packages/swarmauri_transport_tcpunicast - Layer: 40-standards - Family: transport - Role: atomic-concrete - Maturity: standard - Version: 0.1.2.dev4 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_transport_tcpunicast - Import example: ```python import swarmauri_transport_tcpunicast as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_transport_tcpunicast - Docs/source link: https://github.com/swarmauri/swarmauri-sdk - Dependencies: swarmauri-base, swarmauri-core - Description: Basic TCP unicast transport for Swarmauri prototyping. ### swarmauri_transport_tls_unicast - URL: https://swarmauri.com/packages/swarmauri_transport_tls_unicast - Layer: 40-standards - Family: transport - Role: atomic-concrete - Maturity: standard - Version: 0.1.1.dev4 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_transport_tls_unicast - Import example: ```python import swarmauri_transport_tls_unicast as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_transport_tls_unicast - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_transport_tls_unicast - Dependencies: swarmauri-base, swarmauri_core - Description: TLS / mTLS unicast transport for Swarmauri. ### swarmauri_transport_udp - URL: https://swarmauri.com/packages/swarmauri_transport_udp - Layer: 40-standards - Family: transport - Role: atomic-concrete - Maturity: standard - Version: 0.1.1.dev4 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_transport_udp - Import example: ```python import swarmauri_transport_udp as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_transport_udp - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_transport_udp - Dependencies: swarmauri_base, swarmauri_core - Description: UDP transport family for Swarmauri. ### swarmauri_transport_uds_unicast - URL: https://swarmauri.com/packages/swarmauri_transport_uds_unicast - Layer: 40-standards - Family: transport - Role: atomic-concrete - Maturity: standard - Version: 0.1.1.dev4 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_transport_uds_unicast - Import example: ```python import swarmauri_transport_uds_unicast as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_transport_uds_unicast - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_transport_uds_unicast - Dependencies: swarmauri-base, swarmauri_core - Description: Unix domain socket unicast transport for Swarmauri. ### swarmauri_transport_wsjsonrpcmux - URL: https://swarmauri.com/packages/swarmauri_transport_wsjsonrpcmux - Layer: 40-standards - Family: transport - Role: atomic-concrete - Maturity: standard - Version: 0.1.2.dev4 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_transport_wsjsonrpcmux - Import example: ```python import swarmauri_transport_wsjsonrpcmux as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_transport_wsjsonrpcmux - Docs/source link: https://github.com/swarmauri/swarmauri-sdk - Dependencies: swarmauri-base, swarmauri-core - Description: WebSocket JSON-RPC multiplexer transport for Swarmauri agents. ### swarmauri_xmp_gif - URL: https://swarmauri.com/packages/swarmauri_xmp_gif - Layer: 40-standards - Family: xmp - Role: atomic-concrete - Maturity: standard - Version: 0.1.2.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_xmp_gif - Import example: ```python import swarmauri_xmp_gif as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_xmp_gif - Docs/source link: https://github.com/swarmauri/swarmauri-sdk - Dependencies: swarmauri_core, swarmauri_base - Description: GIF handler for embedding and extracting XMP packets in Swarmauri runtimes. ### swarmauri_xmp_jpeg - URL: https://swarmauri.com/packages/swarmauri_xmp_jpeg - Layer: 40-standards - Family: xmp - Role: atomic-concrete - Maturity: standard - Version: 0.1.2.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_xmp_jpeg - Import example: ```python import swarmauri_xmp_jpeg as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_xmp_jpeg - Docs/source link: https://github.com/swarmauri/swarmauri-sdk - Dependencies: swarmauri_core, swarmauri_base - Description: JPEG handler for embedding and extracting XMP packets in Swarmauri runtimes. ### swarmauri_xmp_mp4 - URL: https://swarmauri.com/packages/swarmauri_xmp_mp4 - Layer: 40-standards - Family: xmp - Role: atomic-concrete - Maturity: standard - Version: 0.1.2.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_xmp_mp4 - Import example: ```python import swarmauri_xmp_mp4 as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_xmp_mp4 - Docs/source link: https://github.com/swarmauri/swarmauri-sdk - Dependencies: swarmauri_core, swarmauri_base - Description: ISO-BMFF handler scaffold for embedding and extracting XMP packets in Swarmauri runtimes. ### swarmauri_xmp_pdf - URL: https://swarmauri.com/packages/swarmauri_xmp_pdf - Layer: 40-standards - Family: xmp - Role: atomic-concrete - Maturity: standard - Version: 0.1.2.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_xmp_pdf - Import example: ```python import swarmauri_xmp_pdf as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_xmp_pdf - Docs/source link: https://github.com/swarmauri/swarmauri-sdk - Dependencies: swarmauri_core, swarmauri_base - Description: PDF handler scaffold for embedding and extracting XMP packets in Swarmauri runtimes. ### swarmauri_xmp_png - URL: https://swarmauri.com/packages/swarmauri_xmp_png - Layer: 40-standards - Family: xmp - Role: atomic-concrete - Maturity: standard - Version: 0.1.2.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_xmp_png - Import example: ```python import swarmauri_xmp_png as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_xmp_png - Docs/source link: https://github.com/swarmauri/swarmauri-sdk - Dependencies: swarmauri_core, swarmauri_base - Description: PNG handler for embedding and extracting XMP packets in Swarmauri runtimes. ### swarmauri_xmp_svg - URL: https://swarmauri.com/packages/swarmauri_xmp_svg - Layer: 40-standards - Family: xmp - Role: atomic-concrete - Maturity: standard - Version: 0.1.2.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_xmp_svg - Import example: ```python import swarmauri_xmp_svg as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_xmp_svg - Docs/source link: https://github.com/swarmauri/swarmauri-sdk - Dependencies: swarmauri_core, swarmauri_base - Description: SVG handler for embedding and extracting XMP packets in Swarmauri runtimes. ### swarmauri_xmp_tiff - URL: https://swarmauri.com/packages/swarmauri_xmp_tiff - Layer: 40-standards - Family: xmp - Role: atomic-concrete - Maturity: standard - Version: 0.1.2.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_xmp_tiff - Import example: ```python import swarmauri_xmp_tiff as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_xmp_tiff - Docs/source link: https://github.com/swarmauri/swarmauri-sdk - Dependencies: swarmauri_core, swarmauri_base - Description: TIFF/DNG handler scaffold for embedding and extracting XMP packets in Swarmauri runtimes. ### swarmauri_xmp_webp - URL: https://swarmauri.com/packages/swarmauri_xmp_webp - Layer: 40-standards - Family: xmp - Role: atomic-concrete - Maturity: standard - Version: 0.1.2.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_xmp_webp - Import example: ```python import swarmauri_xmp_webp as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_xmp_webp - Docs/source link: https://github.com/swarmauri/swarmauri-sdk - Dependencies: swarmauri_core, swarmauri_base - Description: WebP handler scaffold for embedding and extracting XMP packets in Swarmauri runtimes. ### swarmauri_certs_composite - URL: https://swarmauri.com/packages/swarmauri_certs_composite - Layer: 40-standards - Family: certs - Role: composite-concrete - Maturity: standard - Version: 0.4.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_certs_composite - Import example: ```python import swarmauri_certs_composite as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_certs_composite - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_certs_composite - Dependencies: swarmauri_core, swarmauri_base - Description: Feature-routing certificate service for Swarmauri ### swarmauri_certs_x509 - URL: https://swarmauri.com/packages/swarmauri_certs_x509 - Layer: 40-standards - Family: certs - Role: composite-concrete - Maturity: standard - Version: 0.3.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_certs_x509 - Import example: ```python import swarmauri_certs_x509 as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_certs_x509 - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_certs_x509 - Dependencies: swarmauri_core, swarmauri_base, swarmauri_keyprovider_local, swarmauri_keyprovider_inmemory, cryptography - Description: X.509 certificate service for Swarmauri ### swarmauri_crypto_composite - URL: https://swarmauri.com/packages/swarmauri_crypto_composite - Layer: 40-standards - Family: crypto - Role: composite-concrete - Maturity: standard - Version: 0.3.1.dev3 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_crypto_composite - Import example: ```python import swarmauri_crypto_composite as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_crypto_composite - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_crypto_composite - Dependencies: swarmauri_core, swarmauri_base - Description: Algorithm-routing crypto provider for Swarmauri ### swarmauri_gitfilter_file - URL: https://swarmauri.com/packages/swarmauri_gitfilter_file - Layer: 40-standards - Family: gitfilter - Role: composite-concrete - Maturity: standard - Version: 0.3.1.dev4 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_gitfilter_file - Import example: ```python import swarmauri_gitfilter_file as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_gitfilter_file - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_gitfilter_file - Dependencies: peagen, swarmauri_core, swarmauri_base, swarmauri_standard, swarmauri_storage_file - Description: Filesystem git filter for Peagen ### swarmauri_keyprovider_hierarchical - URL: https://swarmauri.com/packages/swarmauri_keyprovider_hierarchical - Layer: 40-standards - Family: keyprovider - Role: composite-concrete - Maturity: standard - Version: 0.3.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_keyprovider_hierarchical - Import example: ```python import swarmauri_keyprovider_hierarchical as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_keyprovider_hierarchical - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_keyprovider_hierarchical - Dependencies: swarmauri_core, swarmauri_base, swarmauri_keyprovider_local - Description: Hierarchical key provider for Swarmauri ### swarmauri_keyprovider_remote_jwks - URL: https://swarmauri.com/packages/swarmauri_keyprovider_remote_jwks - Layer: 40-standards - Family: keyprovider - Role: composite-concrete - Maturity: standard - Version: 0.2.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_keyprovider_remote_jwks - Import example: ```python import swarmauri_keyprovider_remote_jwks as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_keyprovider_remote_jwks - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_keyprovider_remote_jwks - Dependencies: swarmauri_core, swarmauri_base, swarmauri_keyprovider_local, cryptography, pydantic - Description: Remote JWKS-backed key provider for verification-only use ### swarmauri_keyproviders_mirrored - URL: https://swarmauri.com/packages/swarmauri_keyproviders_mirrored - Layer: 40-standards - Family: keyproviders - Role: composite-concrete - Maturity: standard - Version: 0.2.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_keyproviders_mirrored - Import example: ```python import swarmauri_keyproviders_mirrored as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_keyproviders_mirrored - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_keyproviders_mirrored - Dependencies: swarmauri_core, swarmauri_base, swarmauri_keyprovider_local - Description: Mirrored key provider for Swarmauri ### swarmauri_signing_jws - URL: https://swarmauri.com/packages/swarmauri_signing_jws - Layer: 40-standards - Family: signing - Role: composite-concrete - Maturity: standard - Version: 0.3.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_signing_jws - Import example: ```python import swarmauri_signing_jws as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_signing_jws - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/main/pkgs/standards/swarmauri_signing_jws#readme - Dependencies: swarmauri_core, swarmauri_base, swarmauri_signing_hmac, swarmauri_signing_rsa, swarmauri_signing_ecdsa, swarmauri_signing_ed25519 - Description: Composite JWS signer/verifier for Swarmauri ### swarmauri_signing_pdf - URL: https://swarmauri.com/packages/swarmauri_signing_pdf - Layer: 40-standards - Family: signing - Role: composite-concrete - Maturity: standard - Version: 0.1.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_signing_pdf - Import example: ```python import swarmauri_signing_pdf as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_signing_pdf - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/main/pkgs/standards/swarmauri_signing_pdf#readme - Dependencies: swarmauri_base, swarmauri_core, swarmauri_signing_cms - Description: PDF signer built atop the Swarmauri CMS implementation ### swarmauri_tokens_composite - URL: https://swarmauri.com/packages/swarmauri_tokens_composite - Layer: 40-standards - Family: tokens - Role: composite-concrete - Maturity: standard - Version: 0.3.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tokens_composite - Import example: ```python import swarmauri_tokens_composite as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_tokens_composite - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_tokens_composite - Dependencies: swarmauri_core, swarmauri_base - Description: Algorithm-routing token service for Swarmauri ### swarmauri_vectorstore_doc2vec - URL: https://swarmauri.com/packages/swarmauri_vectorstore_doc2vec - Layer: 40-standards - Family: vectorstore - Role: composite-concrete - Maturity: standard - Version: 0.9.1.dev3 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_vectorstore_doc2vec - Import example: ```python import swarmauri_vectorstore_doc2vec as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_vectorstore_doc2vec - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_vectorstore_doc2vec - Dependencies: swarmauri_core, swarmauri_base, swarmauri_embedding_doc2vec, swarmauri_standard - Description: A Doc2Vec based Vector Store and Doc2Vec Based Embedding Model. ### swarmauri_middleware_auth - URL: https://swarmauri.com/packages/swarmauri_middleware_auth - Layer: 40-standards - Family: middleware - Role: orchestrator - Maturity: standard - Version: 0.8.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_middleware_auth - Import example: ```python import swarmauri_middleware_auth as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_middleware_auth - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_middleware_auth - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard, fastapi, swarmauri_signing_jws - Description: Middleware for handling authentication in Swarmauri applications. ### swarmauri_signing_dpop - URL: https://swarmauri.com/packages/swarmauri_signing_dpop - Layer: 40-standards - Family: signing - Role: orchestrator - Maturity: standard - Version: 0.1.3.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_signing_dpop - Import example: ```python import swarmauri_signing_dpop as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_signing_dpop - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/main/pkgs/standards/swarmauri_signing_dpop#readme - Dependencies: swarmauri_core, swarmauri_base, swarmauri_signing_jws, cryptography - Description: DPoP signer/verifier for Swarmauri ### swarmauri_tokens_jwt - URL: https://swarmauri.com/packages/swarmauri_tokens_jwt - Layer: 40-standards - Family: tokens - Role: orchestrator - Maturity: standard - Version: 0.3.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tokens_jwt - Import example: ```python import swarmauri_tokens_jwt as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_tokens_jwt - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_tokens_jwt - Dependencies: swarmauri_core, swarmauri_base, swarmauri_signing_jws - Description: JWT token service for Swarmauri ### swarmauri_toolkit_containertoolkit - URL: https://swarmauri.com/packages/swarmauri_toolkit_containertoolkit - Layer: 40-standards - Family: toolkit - Role: orchestrator - Maturity: standard - Version: 0.8.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_toolkit_containertoolkit - Import example: ```python import swarmauri_toolkit_containertoolkit as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_toolkit_containertoolkit - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_toolkit_containertoolkit - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard, swarmauri_tool_containernewsession, swarmauri_tool_containerfeedchars, swarmauri_tool_containermakepr - Description: Toolkit bundling container management tools. ### swarmauri_toolkit_runtime - URL: https://swarmauri.com/packages/swarmauri_toolkit_runtime - Layer: 40-standards - Family: toolkit - Role: orchestrator - Maturity: standard - Version: 0.1.1.dev8 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_toolkit_runtime - Import example: ```python import swarmauri_toolkit_runtime as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_toolkit_runtime - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_toolkit_runtime - Dependencies: pydantic, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Runtime toolkit for explicit-parameter registration, inspection, replacement, listing, and removal of Swarmauri tools during agent execution. ### swarmauri_transport_https_unicast - URL: https://swarmauri.com/packages/swarmauri_transport_https_unicast - Layer: 40-standards - Family: transport - Role: orchestrator - Maturity: standard - Version: 0.1.0.dev1 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_transport_https_unicast - Import example: ```python import swarmauri_transport_https_unicast as package_module print(package_module.__name__) ``` - Source path: pkgs/standards/swarmauri_transport_https_unicast - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/standards/swarmauri_transport_https_unicast#readme - Dependencies: httpx, swarmauri_core, swarmauri_base, swarmauri_certs_x509verify, swarmauri_cipher_suite_tls13, swarmauri_middleware_httpsig, swarmauri_signing_jws - Description: Policy-bound HTTPS unicast transport for Swarmauri. ### swarmauri_billing_adyen - URL: https://swarmauri.com/packages/swarmauri_billing_adyen - Layer: 50-community - Family: billing - Role: atomic-concrete - Maturity: community - Version: 0.9.3.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_billing_adyen - Import example: ```python import swarmauri_billing_adyen as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_billing_adyen - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_billing_adyen - Dependencies: swarmauri_core, swarmauri_base, httpx - Description: Adyen Checkout API backed Swarmauri billing provider for hosted sessions, payments, captures, cancels, refunds, and webhook validation. ### swarmauri_billing_authorize_net - URL: https://swarmauri.com/packages/swarmauri_billing_authorize_net - Layer: 50-community - Family: billing - Role: atomic-concrete - Maturity: community - Version: 0.1.3.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_billing_authorize_net - Import example: ```python import swarmauri_billing_authorize_net as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_billing_authorize_net - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_billing_authorize_net - Dependencies: swarmauri_core, swarmauri_base, httpx - Description: Authorize.Net JSON API backed Swarmauri billing provider for transactions, captures, voids, refunds, customer profiles, and webhook validation. ### swarmauri_billing_braintree - URL: https://swarmauri.com/packages/swarmauri_billing_braintree - Layer: 50-community - Family: billing - Role: atomic-concrete - Maturity: community - Version: 0.1.3.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_billing_braintree - Import example: ```python import swarmauri_billing_braintree as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_billing_braintree - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_billing_braintree - Dependencies: swarmauri_core, swarmauri_base, braintree - Description: Braintree SDK backed Swarmauri billing provider for transactions, settlement, voids, refunds, subscriptions, customers, payment methods, disputes, and webhooks. ### swarmauri_billing_paypal - URL: https://swarmauri.com/packages/swarmauri_billing_paypal - Layer: 50-community - Family: billing - Role: atomic-concrete - Maturity: community - Version: 0.1.3.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_billing_paypal - Import example: ```python import swarmauri_billing_paypal as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_billing_paypal - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_billing_paypal - Dependencies: swarmauri_core, swarmauri_base, httpx - Description: PayPal REST backed Swarmauri billing provider for products, plans, orders, captures, refunds, subscriptions, invoices, payouts, disputes, and webhooks. ### swarmauri_billing_paystack - URL: https://swarmauri.com/packages/swarmauri_billing_paystack - Layer: 50-community - Family: billing - Role: atomic-concrete - Maturity: community - Version: 0.9.3.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_billing_paystack - Import example: ```python import swarmauri_billing_paystack as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_billing_paystack - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_billing_paystack - Dependencies: swarmauri_core, swarmauri_base, paystackapi - Description: Paystack-backed Swarmauri billing provider for checkout, payment initialization, subscriptions, invoices, refunds, splits, and webhook verification. ### swarmauri_billing_razorpay - URL: https://swarmauri.com/packages/swarmauri_billing_razorpay - Layer: 50-community - Family: billing - Role: atomic-concrete - Maturity: community - Version: 0.9.3.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_billing_razorpay - Import example: ```python import swarmauri_billing_razorpay as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_billing_razorpay - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_billing_razorpay - Dependencies: swarmauri_core, swarmauri_base, razorpay - Description: Razorpay-backed Swarmauri billing provider for payment links, orders, capture, refunds, subscriptions, invoices, transfers, and webhooks. ### swarmauri_billing_square - URL: https://swarmauri.com/packages/swarmauri_billing_square - Layer: 50-community - Family: billing - Role: atomic-concrete - Maturity: community - Version: 0.9.3.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_billing_square - Import example: ```python import swarmauri_billing_square as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_billing_square - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_billing_square - Dependencies: swarmauri_core, swarmauri_base, squareup - Description: Square-backed Swarmauri billing provider for catalog items, payment links, payments, refunds, subscriptions, invoices, app fees, and webhooks. ### swarmauri_certs_acme - URL: https://swarmauri.com/packages/swarmauri_certs_acme - Layer: 50-community - Family: certs - Role: atomic-concrete - Maturity: community - Version: 0.3.4.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_certs_acme - Import example: ```python import swarmauri_certs_acme as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_certs_acme - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_certs_acme - Dependencies: acme, cryptography, swarmauri_core, swarmauri_base, swarmauri_standard - Description: ACME v2 certificate service for Swarmauri CSR creation, certificate issuance, PEM chain retrieval, and X.509 inspection. ### swarmauri_certs_azure - URL: https://swarmauri.com/packages/swarmauri_certs_azure - Layer: 50-community - Family: certs - Role: atomic-concrete - Maturity: community - Version: 0.3.4.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_certs_azure - Import example: ```python import swarmauri_certs_azure as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_certs_azure - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_certs_azure - Dependencies: swarmauri_core, swarmauri_base, azure-identity, azure-keyvault-keys, cryptography, asn1crypto - Description: Azure Key Vault oriented Swarmauri certificate service for PKCS#10 CSR generation, PEM formatting, and certificate workflow helpers. ### swarmauri_certs_cfssl - URL: https://swarmauri.com/packages/swarmauri_certs_cfssl - Layer: 50-community - Family: certs - Role: atomic-concrete - Maturity: community - Version: 0.2.4.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_certs_cfssl - Import example: ```python import swarmauri_certs_cfssl as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_certs_cfssl - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_certs_cfssl - Dependencies: httpx, cryptography, pydantic, swarmauri_core, swarmauri_base, swarmauri_standard - Description: CFSSL REST backed Swarmauri certificate service for CSR signing, bundle verification, PEM/DER conversion, and X.509 parsing. ### swarmauri_certs_crlverifyservice - URL: https://swarmauri.com/packages/swarmauri_certs_crlverifyservice - Layer: 50-community - Family: certs - Role: atomic-concrete - Maturity: community - Version: 0.1.4.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_certs_crlverifyservice - Import example: ```python import swarmauri_certs_crlverifyservice as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_certs_crlverifyservice - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_certs_crlverifyservice - Dependencies: cryptography, swarmauri-base - Description: CRL-based Swarmauri certificate verification service for RFC 5280 revocation checks and X.509 metadata parsing. ### swarmauri_certs_csronly - URL: https://swarmauri.com/packages/swarmauri_certs_csronly - Layer: 50-community - Family: certs - Role: atomic-concrete - Maturity: community - Version: 0.8.4.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_certs_csronly - Import example: ```python import swarmauri_certs_csronly as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_certs_csronly - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_certs_csronly - Dependencies: swarmauri_core, swarmauri_base, cryptography - Description: CSR-only Swarmauri certificate service for PKCS#10 request generation with SANs, challenge passwords, and PEM or DER output. ### swarmauri_certs_ocspverify - URL: https://swarmauri.com/packages/swarmauri_certs_ocspverify - Layer: 50-community - Family: certs - Role: atomic-concrete - Maturity: community - Version: 0.9.4.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_certs_ocspverify - Import example: ```python import swarmauri_certs_ocspverify as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_certs_ocspverify - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_certs_ocspverify - Dependencies: cryptography, httpx, swarmauri_core, swarmauri_base, swarmauri_standard - Description: OCSP-based Swarmauri certificate verification service for RFC 6960 revocation checks, responder lookup, and X.509 metadata parsing. ### swarmauri_certservice_aws_kms - URL: https://swarmauri.com/packages/swarmauri_certservice_aws_kms - Layer: 50-community - Family: certservice - Role: atomic-concrete - Maturity: community - Version: 0.3.4.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_certservice_aws_kms - Import example: ```python import swarmauri_certservice_aws_kms as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_certservice_aws_kms - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_certservice_aws_kms - Dependencies: boto3, asn1crypto, cryptography, swarmauri_core, swarmauri_base, swarmauri_standard - Description: AWS KMS backed Swarmauri certificate service for CSR signing, self-signed roots, X.509 parsing, and certificate verification. ### swarmauri_certservice_gcpkms - URL: https://swarmauri.com/packages/swarmauri_certservice_gcpkms - Layer: 50-community - Family: certservice - Role: atomic-concrete - Maturity: community - Version: 0.2.4.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_certservice_gcpkms - Import example: ```python import swarmauri_certservice_gcpkms as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_certservice_gcpkms - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_certservice_gcpkms - Dependencies: cryptography, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Google Cloud KMS oriented Swarmauri certificate service for CSR creation, CSR signing, self-signed certificates, verification, and X.509 parsing. ### swarmauri_certservice_ms_adcs - URL: https://swarmauri.com/packages/swarmauri_certservice_ms_adcs - Layer: 50-community - Family: certservice - Role: atomic-concrete - Maturity: community - Version: 0.2.4.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_certservice_ms_adcs - Import example: ```python import swarmauri_certservice_ms_adcs as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_certservice_ms_adcs - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_certservice_ms_adcs - Dependencies: httpx, cryptography, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Microsoft AD CS oriented Swarmauri certificate service for PKCS#10 CSR creation, local self-signed certificates, verification, parsing, and auth setup. ### swarmauri_certservice_scep - URL: https://swarmauri.com/packages/swarmauri_certservice_scep - Layer: 50-community - Family: certservice - Role: atomic-concrete - Maturity: community - Version: 0.8.4.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_certservice_scep - Import example: ```python import swarmauri_certservice_scep as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_certservice_scep - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_certservice_scep - Dependencies: httpx, cryptography, swarmauri_core, swarmauri_base - Description: SCEP-oriented Swarmauri certificate service for PKCS#10 CSR creation, challenge-password enrollment requests, response capture, and X.509 parsing. ### swarmauri_certservice_stepca - URL: https://swarmauri.com/packages/swarmauri_certservice_stepca - Layer: 50-community - Family: certservice - Role: atomic-concrete - Maturity: community - Version: 0.3.4.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_certservice_stepca - Import example: ```python import swarmauri_certservice_stepca as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_certservice_stepca - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_certservice_stepca - Dependencies: httpx, cryptography, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Asynchronous Swarmauri certificate service for smallstep step-ca CSR creation, one-time-token signing requests, and X.509 certificate parsing. ### swarmauri_embedding_mlm - URL: https://swarmauri.com/packages/swarmauri_embedding_mlm - Layer: 50-community - Family: embedding - Role: atomic-concrete - Maturity: community - Version: 0.8.3.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_embedding_mlm - Import example: ```python import swarmauri_embedding_mlm as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_embedding_mlm - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_embedding_mlm - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard, torch, transformers - Description: Trainable Swarmauri embedding component for Hugging Face masked language models, tokenizer adaptation, local fine-tuning, and Vector output. ### swm_example_community_package - URL: https://swarmauri.com/packages/swm_example_community_package - Layer: 50-community - Family: example - Role: atomic-concrete - Maturity: community - Version: 0.6.4.dev3 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swm_example_community_package - Import example: ```python import swm_example_community_package as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swm_example_community_package - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swm_example_community_package - Dependencies: swarmauri_core, swarmauri_base - Description: example community package ### swarmauri_keyprovider_aws_kms - URL: https://swarmauri.com/packages/swarmauri_keyprovider_aws_kms - Layer: 50-community - Family: keyprovider - Role: atomic-concrete - Maturity: community - Version: 0.3.4.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_keyprovider_aws_kms - Import example: ```python import swarmauri_keyprovider_aws_kms as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_keyprovider_aws_kms - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_keyprovider_aws_kms - Dependencies: boto3, swarmauri_core, swarmauri_base, swarmauri_standard, cryptography - Description: AWS KMS-backed Swarmauri key provider for non-exportable key creation, alias-based rotation, KeyRef metadata, and public JWKS publishing. ### swarmauri_keyprovider_gcpkms - URL: https://swarmauri.com/packages/swarmauri_keyprovider_gcpkms - Layer: 50-community - Family: keyprovider - Role: atomic-concrete - Maturity: community - Version: 0.9.4.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_keyprovider_gcpkms - Import example: ```python import swarmauri_keyprovider_gcpkms as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_keyprovider_gcpkms - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_keyprovider_gcpkms - Dependencies: none listed - Description: Google Cloud KMS-backed Swarmauri key provider for key metadata, encryption, signing, wrapping, public JWKS, and HKDF workflows. ### swarmauri_keyprovider_vaulttransit - URL: https://swarmauri.com/packages/swarmauri_keyprovider_vaulttransit - Layer: 50-community - Family: keyprovider - Role: atomic-concrete - Maturity: community - Version: 0.9.4.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_keyprovider_vaulttransit - Import example: ```python import swarmauri_keyprovider_vaulttransit as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_keyprovider_vaulttransit - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_keyprovider_vaulttransit - Dependencies: hvac, cryptography, swarmauri_core, swarmauri_base, swarmauri_standard - Description: HashiCorp Vault Transit-backed Swarmauri key provider for non-exportable key lifecycle, public JWKS metadata, Vault RNG, and HKDF. ### swarmauri_llm_ai21 - URL: https://swarmauri.com/packages/swarmauri_llm_ai21 - Layer: 50-community - Family: llm - Role: atomic-concrete - Maturity: community - Version: 0.1.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_llm_ai21 - Import example: ```python import swarmauri_llm_ai21 as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_llm_ai21 - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_llm_ai21 - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard - Description: Provider-specific Swarmauri import package for AI21 Studio Jamba chat completions with sync, async, streaming, batch, and usage workflows. ### swarmauri_llm_anthropic - URL: https://swarmauri.com/packages/swarmauri_llm_anthropic - Layer: 50-community - Family: llm - Role: atomic-concrete - Maturity: community - Version: 0.1.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_llm_anthropic - Import example: ```python import swarmauri_llm_anthropic as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_llm_anthropic - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_llm_anthropic - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard - Description: Provider-specific Swarmauri imports for Anthropic Claude Messages API chat, streaming, async, batch, and tool-use workflows. ### swarmauri_llm_cerebras - URL: https://swarmauri.com/packages/swarmauri_llm_cerebras - Layer: 50-community - Family: llm - Role: atomic-concrete - Maturity: community - Version: 0.1.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_llm_cerebras - Import example: ```python import swarmauri_llm_cerebras as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_llm_cerebras - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_llm_cerebras - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard - Description: Provider-specific Swarmauri import package for Cerebras Inference chat completions with sync, async, streaming, batch, and JSON workflows. ### swarmauri_llm_cohere - URL: https://swarmauri.com/packages/swarmauri_llm_cohere - Layer: 50-community - Family: llm - Role: atomic-concrete - Maturity: community - Version: 0.1.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_llm_cohere - Import example: ```python import swarmauri_llm_cohere as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_llm_cohere - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_llm_cohere - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard - Description: Provider-specific Swarmauri imports for Cohere Command chat, streaming, async, batch, preamble, and tool-use workflows. ### swarmauri_llm_deepinfra - URL: https://swarmauri.com/packages/swarmauri_llm_deepinfra - Layer: 50-community - Family: llm - Role: atomic-concrete - Maturity: community - Version: 0.1.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_llm_deepinfra - Import example: ```python import swarmauri_llm_deepinfra as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_llm_deepinfra - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_llm_deepinfra - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard - Description: Provider-specific Swarmauri import package for DeepInfra OpenAI-compatible chat completions with sync, async, streaming, batch, and JSON workflows. ### swarmauri_llm_deepseek - URL: https://swarmauri.com/packages/swarmauri_llm_deepseek - Layer: 50-community - Family: llm - Role: atomic-concrete - Maturity: community - Version: 0.1.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_llm_deepseek - Import example: ```python import swarmauri_llm_deepseek as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_llm_deepseek - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_llm_deepseek - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard - Description: Provider-specific Swarmauri import package for DeepSeek OpenAI-compatible chat completions, reasoning models, streaming, async, and batch LLM workflows. ### swarmauri_llm_falai - URL: https://swarmauri.com/packages/swarmauri_llm_falai - Layer: 50-community - Family: llm - Role: atomic-concrete - Maturity: community - Version: 0.1.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_llm_falai - Import example: ```python import swarmauri_llm_falai as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_llm_falai - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_llm_falai - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard - Description: Provider-specific Swarmauri import package for fal.ai queue-backed vision-language inference, OCR, image captioning, and visual question answering. ### swarmauri_llm_gemini - URL: https://swarmauri.com/packages/swarmauri_llm_gemini - Layer: 50-community - Family: llm - Role: atomic-concrete - Maturity: community - Version: 0.1.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_llm_gemini - Import example: ```python import swarmauri_llm_gemini as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_llm_gemini - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_llm_gemini - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard - Description: Provider-specific Swarmauri import package for Google Gemini generateContent, streaming, function calling, tool use, and async LLM workflows. ### swarmauri_llm_groq - URL: https://swarmauri.com/packages/swarmauri_llm_groq - Layer: 50-community - Family: llm - Role: atomic-concrete - Maturity: community - Version: 0.1.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_llm_groq - Import example: ```python import swarmauri_llm_groq as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_llm_groq - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_llm_groq - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard - Description: Provider-specific Swarmauri import package for Groq OpenAI-compatible chat, tool use, vision-language, streaming, and audio transcription workflows. ### swarmauri_llm_hyperbolic - URL: https://swarmauri.com/packages/swarmauri_llm_hyperbolic - Layer: 50-community - Family: llm - Role: atomic-concrete - Maturity: community - Version: 0.1.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_llm_hyperbolic - Import example: ```python import swarmauri_llm_hyperbolic as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_llm_hyperbolic - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_llm_hyperbolic - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard - Description: Provider-specific Swarmauri import package for Hyperbolic OpenAI-compatible chat, vision-language inference, streaming, and text-to-speech workflows. ### swarmauri_llm_leptonai - URL: https://swarmauri.com/packages/swarmauri_llm_leptonai - Layer: 50-community - Family: llm - Role: atomic-concrete - Maturity: community - Version: 0.9.4.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_llm_leptonai - Import example: ```python import swarmauri_llm_leptonai as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_llm_leptonai - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_llm_leptonai - Dependencies: openai, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Provider-specific Swarmauri import package for Lepton AI hosted chat models, streaming workflows, and SDXL image generation. ### swarmauri_llm_llamacpp - URL: https://swarmauri.com/packages/swarmauri_llm_llamacpp - Layer: 50-community - Family: llm - Role: atomic-concrete - Maturity: community - Version: 0.1.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_llm_llamacpp - Import example: ```python import swarmauri_llm_llamacpp as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_llm_llamacpp - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_llm_llamacpp - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard - Description: Provider-specific Swarmauri import package for local llama.cpp OpenAI-compatible chat, streaming, async, and batch LLM workflows. ### swarmauri_llm_mistral - URL: https://swarmauri.com/packages/swarmauri_llm_mistral - Layer: 50-community - Family: llm - Role: atomic-concrete - Maturity: community - Version: 0.1.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_llm_mistral - Import example: ```python import swarmauri_llm_mistral as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_llm_mistral - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_llm_mistral - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard - Description: Provider-specific Swarmauri import package for Mistral chat, tool-calling, streaming, async, and batch LLM workflows. ### swarmauri_llm_openai - URL: https://swarmauri.com/packages/swarmauri_llm_openai - Layer: 50-community - Family: llm - Role: atomic-concrete - Maturity: community - Version: 0.1.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_llm_openai - Import example: ```python import swarmauri_llm_openai as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_llm_openai - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_llm_openai - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard - Description: Provider-specific Swarmauri import package for OpenAI chat, reasoning, tool-calling, transcription, and text-to-speech workflows. ### swarmauri_llm_perplexity - URL: https://swarmauri.com/packages/swarmauri_llm_perplexity - Layer: 50-community - Family: llm - Role: atomic-concrete - Maturity: community - Version: 0.1.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_llm_perplexity - Import example: ```python import swarmauri_llm_perplexity as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_llm_perplexity - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_llm_perplexity - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard - Description: Provider-specific Swarmauri import package for Perplexity chat, streaming, async, batch, and citation-aware LLM workflows. ### swarmauri_llm_playht - URL: https://swarmauri.com/packages/swarmauri_llm_playht - Layer: 50-community - Family: llm - Role: atomic-concrete - Maturity: community - Version: 0.1.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_llm_playht - Import example: ```python import swarmauri_llm_playht as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_llm_playht - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_llm_playht - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard - Description: Provider-specific Swarmauri import package for PlayHT text-to-speech, voice management, async, and batch audio generation workflows. ### swarmauri_llm_whisper - URL: https://swarmauri.com/packages/swarmauri_llm_whisper - Layer: 50-community - Family: llm - Role: atomic-concrete - Maturity: community - Version: 0.1.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_llm_whisper - Import example: ```python import swarmauri_llm_whisper as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_llm_whisper - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_llm_whisper - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard - Description: Provider-specific Swarmauri import package for Whisper transcription, translation, async, and batch speech-to-text workflows. ### swarmauri_measurement_mutualinformation - URL: https://swarmauri.com/packages/swarmauri_measurement_mutualinformation - Layer: 50-community - Family: measurement - Role: atomic-concrete - Maturity: community - Version: 0.9.4.dev2 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_measurement_mutualinformation - Import example: ```python import swarmauri_measurement_mutualinformation as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_measurement_mutualinformation - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_measurement_mutualinformation - Dependencies: scikit-learn, pandas, swarmauri_core, swarmauri_base - Description: Mutual-information feature screening measurement for Swarmauri classification datasets using scikit-learn. ### swarmauri_measurement_tokencountestimator - URL: https://swarmauri.com/packages/swarmauri_measurement_tokencountestimator - Layer: 50-community - Family: measurement - Role: atomic-concrete - Maturity: community - Version: 0.9.4.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_measurement_tokencountestimator - Import example: ```python import swarmauri_measurement_tokencountestimator as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_measurement_tokencountestimator - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_measurement_tokencountestimator - Dependencies: tiktoken, swarmauri_core, swarmauri_base - Description: Token-budget estimation measurement for Swarmauri using tiktoken encodings and prompt-length preflight checks. ### swarmauri_metric_hamming - URL: https://swarmauri.com/packages/swarmauri_metric_hamming - Layer: 50-community - Family: metric - Role: atomic-concrete - Maturity: community - Version: 0.9.3.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_metric_hamming - Import example: ```python import swarmauri_metric_hamming as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_metric_hamming - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_metric_hamming - Dependencies: numpy, swarmauri_core, swarmauri_base - Description: Hamming-distance metric for Swarmauri with raw mismatch counts, batched comparisons, and metric-axiom helpers. ### swarmauri_middleware_circuitbreaker - URL: https://swarmauri.com/packages/swarmauri_middleware_circuitbreaker - Layer: 50-community - Family: middleware - Role: atomic-concrete - Maturity: community - Version: 0.7.4.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_middleware_circuitbreaker - Import example: ```python import swarmauri_middleware_circuitbreaker as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_middleware_circuitbreaker - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_middleware_circuitbreaker - Dependencies: fastapi, pybreaker, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Async circuit-breaker middleware for Swarmauri and FastAPI request flows backed by pybreaker. ### swarmauri_middleware_ratepolicy - URL: https://swarmauri.com/packages/swarmauri_middleware_ratepolicy - Layer: 50-community - Family: middleware - Role: atomic-concrete - Maturity: community - Version: 0.8.4.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_middleware_ratepolicy - Import example: ```python import swarmauri_middleware_ratepolicy as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_middleware_ratepolicy - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_middleware_ratepolicy - Dependencies: tenacity, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Synchronous retry-policy middleware for Swarmauri with bounded attempts and exponential backoff. ### swarmauri_ocr_pytesseract - URL: https://swarmauri.com/packages/swarmauri_ocr_pytesseract - Layer: 50-community - Family: ocr - Role: atomic-concrete - Maturity: community - Version: 0.9.4.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_ocr_pytesseract - Import example: ```python import swarmauri_ocr_pytesseract as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_ocr_pytesseract - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_ocr_pytesseract - Dependencies: pytesseract, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Local Tesseract OCR adapter for Swarmauri with sync, async, and batch image-to-text workflows. ### swarmauri_parser_bertembedding - URL: https://swarmauri.com/packages/swarmauri_parser_bertembedding - Layer: 50-community - Family: parser - Role: atomic-concrete - Maturity: community - Version: 0.8.4.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_parser_bertembedding - Import example: ```python import swarmauri_parser_bertembedding as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_parser_bertembedding - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_parser_bertembedding - Dependencies: transformers, torch, swarmauri_core, swarmauri_base, swarmauri_standard - Description: BERT-based dense embedding parser for Swarmauri with batch text encoding and document metadata vectors. ### swarmauri_parser_entityrecognition - URL: https://swarmauri.com/packages/swarmauri_parser_entityrecognition - Layer: 50-community - Family: parser - Role: atomic-concrete - Maturity: community - Version: 0.8.4.dev2 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_parser_entityrecognition - Import example: ```python import swarmauri_parser_entityrecognition as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_parser_entityrecognition - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_parser_entityrecognition - Dependencies: spacy, spacy-lookups-data, swarmauri_core, swarmauri_base, swarmauri_standard - Description: spaCy-based named-entity recognition parser for Swarmauri with structured entity document output. ### swarmauri_parser_fitzpdf - URL: https://swarmauri.com/packages/swarmauri_parser_fitzpdf - Layer: 50-community - Family: parser - Role: atomic-concrete - Maturity: community - Version: 0.8.4.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_parser_fitzpdf - Import example: ```python import swarmauri_parser_fitzpdf as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_parser_fitzpdf - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_parser_fitzpdf - Dependencies: PyMuPDF, swarmauri_core, swarmauri_base, swarmauri_standard - Description: High-performance PDF text parser for Swarmauri using PyMuPDF with aggregated whole-document output. ### swarmauri_parser_pypdf2 - URL: https://swarmauri.com/packages/swarmauri_parser_pypdf2 - Layer: 50-community - Family: parser - Role: atomic-concrete - Maturity: community - Version: 0.8.4.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_parser_pypdf2 - Import example: ```python import swarmauri_parser_pypdf2 as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_parser_pypdf2 - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_parser_pypdf2 - Dependencies: PyPDF2, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Page-by-page PDF text parser for Swarmauri using PyPDF2 with path and bytes input support. ### swarmauri_parser_pypdftk - URL: https://swarmauri.com/packages/swarmauri_parser_pypdftk - Layer: 50-community - Family: parser - Role: atomic-concrete - Maturity: community - Version: 0.9.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_parser_pypdftk - Import example: ```python import swarmauri_parser_pypdftk as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_parser_pypdftk - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_parser_pypdftk - Dependencies: pypdftk, swarmauri_core, swarmauri_base, swarmauri_standard - Description: PDF AcroForm field parser for Swarmauri using PyPDFTK and the native pdftk toolchain. ### swarmauri_parser_slate - URL: https://swarmauri.com/packages/swarmauri_parser_slate - Layer: 50-community - Family: parser - Role: atomic-concrete - Maturity: community - Version: 0.3.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_parser_slate - Import example: ```python import swarmauri_parser_slate as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_parser_slate - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_parser_slate - Dependencies: slate3k, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Page-by-page PDF text parser for Swarmauri using slate3k over local file-path inputs. ### swarmauri_parser_textblob - URL: https://swarmauri.com/packages/swarmauri_parser_textblob - Layer: 50-community - Family: parser - Role: atomic-concrete - Maturity: community - Version: 0.10.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_parser_textblob - Import example: ```python import swarmauri_parser_textblob as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_parser_textblob - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_parser_textblob - Dependencies: textblob, nltk, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Lightweight sentence and noun-phrase parsing package for Swarmauri built on TextBlob and NLTK. ### swarmauri_signing_dsse - URL: https://swarmauri.com/packages/swarmauri_signing_dsse - Layer: 50-community - Family: signing - Role: atomic-concrete - Maturity: community - Version: 0.2.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_signing_dsse - Import example: ```python import swarmauri_signing_dsse as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_signing_dsse - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_signing_dsse - Dependencies: swarmauri_core, swarmauri_base - Description: Composable DSSE envelope adapter that layers Pre-Authentication Encoding onto Swarmauri signing providers ### swarmauri_state_clipboard - URL: https://swarmauri.com/packages/swarmauri_state_clipboard - Layer: 50-community - Family: state - Role: atomic-concrete - Maturity: community - Version: 0.9.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_state_clipboard - Import example: ```python import swarmauri_state_clipboard as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_state_clipboard - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_state_clipboard - Dependencies: swarmauri_core, swarmauri_base - Description: Clipboard-backed Swarmauri state provider for transient desktop workflows and local automation. ### swarmauri_tests_griffe - URL: https://swarmauri.com/packages/swarmauri_tests_griffe - Layer: 50-community - Family: tests - Role: atomic-concrete - Maturity: community - Version: 0.2.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tests_griffe - Import example: ```python import swarmauri_tests_griffe as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_tests_griffe - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_tests_griffe - Dependencies: pytest, griffe, tomli - Description: Pytest plugin that turns Griffe inspection warnings into failing quality gates for Swarmauri packages. ### swarmauri_tool_captchagenerator - URL: https://swarmauri.com/packages/swarmauri_tool_captchagenerator - Layer: 50-community - Family: tool - Role: atomic-concrete - Maturity: community - Version: 0.10.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tool_captchagenerator - Import example: ```python import swarmauri_tool_captchagenerator as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_tool_captchagenerator - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_tool_captchagenerator - Dependencies: captcha, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Swarmauri Community Captcha Generator Tool ### swarmauri_tool_dalechallreadability - URL: https://swarmauri.com/packages/swarmauri_tool_dalechallreadability - Layer: 50-community - Family: tool - Role: atomic-concrete - Maturity: community - Version: 0.10.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tool_dalechallreadability - Import example: ```python import swarmauri_tool_dalechallreadability as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_tool_dalechallreadability - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_tool_dalechallreadability - Dependencies: textstat, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Swarmauri readability-analysis tool for computing Dale-Chall scores across prompts, documents, and educational content. ### swarmauri_tool_downloadpdf - URL: https://swarmauri.com/packages/swarmauri_tool_downloadpdf - Layer: 50-community - Family: tool - Role: atomic-concrete - Maturity: community - Version: 0.10.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tool_downloadpdf - Import example: ```python import swarmauri_tool_downloadpdf as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_tool_downloadpdf - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_tool_downloadpdf - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard - Description: Swarmauri document-ingestion tool for downloading PDFs and returning base64-encoded content. ### swarmauri_tool_entityrecognition - URL: https://swarmauri.com/packages/swarmauri_tool_entityrecognition - Layer: 50-community - Family: tool - Role: atomic-concrete - Maturity: community - Version: 0.9.1.dev2 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tool_entityrecognition - Import example: ```python import swarmauri_tool_entityrecognition as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_tool_entityrecognition - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_tool_entityrecognition - Dependencies: transformers, tensorflow, tf-keras, torch, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Transformer-based named-entity recognition tool for Swarmauri with JSON-serialized grouped entity output. ### swarmauri_tool_folium - URL: https://swarmauri.com/packages/swarmauri_tool_folium - Layer: 50-community - Family: tool - Role: atomic-concrete - Maturity: community - Version: 0.10.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tool_folium - Import example: ```python import swarmauri_tool_folium as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_tool_folium - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_tool_folium - Dependencies: folium, swarmauri_core, swarmauri_base, swarmauri_standard - Description: This repository includes an example of a First Class Swarmauri Example. ### swarmauri_tool_gmail - URL: https://swarmauri.com/packages/swarmauri_tool_gmail - Layer: 50-community - Family: tool - Role: atomic-concrete - Maturity: community - Version: 0.10.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tool_gmail - Import example: ```python import swarmauri_tool_gmail as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_tool_gmail - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_tool_gmail - Dependencies: google-api-python-client, swarmauri_core, swarmauri_base, swarmauri_standard - Description: example community package ### swarmauri_tool_jupyterclearoutput - URL: https://swarmauri.com/packages/swarmauri_tool_jupyterclearoutput - Layer: 50-community - Family: tool - Role: atomic-concrete - Maturity: community - Version: 0.10.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tool_jupyterclearoutput - Import example: ```python import swarmauri_tool_jupyterclearoutput as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_tool_jupyterclearoutput - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_tool_jupyterclearoutput - Dependencies: nbconvert, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Swarmauri notebook-cleanup tool for clearing code-cell outputs and execution counts from Jupyter notebooks. ### swarmauri_tool_jupyterdisplay - URL: https://swarmauri.com/packages/swarmauri_tool_jupyterdisplay - Layer: 50-community - Family: tool - Role: atomic-concrete - Maturity: community - Version: 0.9.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tool_jupyterdisplay - Import example: ```python import swarmauri_tool_jupyterdisplay as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_tool_jupyterdisplay - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_tool_jupyterdisplay - Dependencies: IPython, swarmauri_core, swarmauri_base, swarmauri_standard - Description: A tool designed to display rich media and object representations in a Jupyter Notebook using IPython's display functionality. ### swarmauri_tool_jupyterdisplayhtml - URL: https://swarmauri.com/packages/swarmauri_tool_jupyterdisplayhtml - Layer: 50-community - Family: tool - Role: atomic-concrete - Maturity: community - Version: 0.10.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tool_jupyterdisplayhtml - Import example: ```python import swarmauri_tool_jupyterdisplayhtml as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_tool_jupyterdisplayhtml - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_tool_jupyterdisplayhtml - Dependencies: IPython, swarmauri_core, swarmauri_base, swarmauri_standard - Description: A tool designed to render HTML content within a Jupyter Notebook using IPython's HTML display method. ### swarmauri_tool_jupyterexecuteandconvert - URL: https://swarmauri.com/packages/swarmauri_tool_jupyterexecuteandconvert - Layer: 50-community - Family: tool - Role: atomic-concrete - Maturity: community - Version: 0.10.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tool_jupyterexecuteandconvert - Import example: ```python import swarmauri_tool_jupyterexecuteandconvert as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_tool_jupyterexecuteandconvert - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_tool_jupyterexecuteandconvert - Dependencies: nbconvert, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Swarmauri notebook publishing tool for executing Jupyter notebooks and converting them to rendered output formats. ### swarmauri_tool_jupyterexecutecell - URL: https://swarmauri.com/packages/swarmauri_tool_jupyterexecutecell - Layer: 50-community - Family: tool - Role: atomic-concrete - Maturity: community - Version: 0.10.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tool_jupyterexecutecell - Import example: ```python import swarmauri_tool_jupyterexecutecell as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_tool_jupyterexecutecell - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_tool_jupyterexecutecell - Dependencies: jupyter_client, IPython, ipykernel, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Swarmauri code-execution tool for running notebook cells in an active IPython environment with captured output. ### swarmauri_tool_jupyterexecutenotebook - URL: https://swarmauri.com/packages/swarmauri_tool_jupyterexecutenotebook - Layer: 50-community - Family: tool - Role: atomic-concrete - Maturity: community - Version: 0.10.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tool_jupyterexecutenotebook - Import example: ```python import swarmauri_tool_jupyterexecutenotebook as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_tool_jupyterexecutenotebook - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_tool_jupyterexecutenotebook - Dependencies: nbconvert, nbformat, ipykernel, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Swarmauri notebook-execution tool for running Jupyter notebooks with nbclient and capturing cell outputs. ### swarmauri_tool_jupyterexecutenotebookwithparameters - URL: https://swarmauri.com/packages/swarmauri_tool_jupyterexecutenotebookwithparameters - Layer: 50-community - Family: tool - Role: atomic-concrete - Maturity: community - Version: 1.4.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tool_jupyterexecutenotebookwithparameters - Import example: ```python import swarmauri_tool_jupyterexecutenotebookwithparameters as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_tool_jupyterexecutenotebookwithparameters - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_tool_jupyterexecutenotebookwithparameters - Dependencies: papermill, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Swarmauri papermill tool for executing parameterized Jupyter notebooks and writing executed notebook outputs. ### swarmauri_tool_jupyterexporthtml - URL: https://swarmauri.com/packages/swarmauri_tool_jupyterexporthtml - Layer: 50-community - Family: tool - Role: atomic-concrete - Maturity: community - Version: 0.9.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tool_jupyterexporthtml - Import example: ```python import swarmauri_tool_jupyterexporthtml as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_tool_jupyterexporthtml - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_tool_jupyterexporthtml - Dependencies: nbconvert, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Swarmauri HTML publishing tool for rendering Jupyter notebooks with nbconvert and optional inline presentation assets. ### swarmauri_tool_jupyterexportlatex - URL: https://swarmauri.com/packages/swarmauri_tool_jupyterexportlatex - Layer: 50-community - Family: tool - Role: atomic-concrete - Maturity: community - Version: 0.9.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tool_jupyterexportlatex - Import example: ```python import swarmauri_tool_jupyterexportlatex as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_tool_jupyterexportlatex - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_tool_jupyterexportlatex - Dependencies: nbconvert, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Swarmauri publication-export tool for converting Jupyter notebooks into LaTeX and optional PDF artifacts. ### swarmauri_tool_jupyterexportmarkdown - URL: https://swarmauri.com/packages/swarmauri_tool_jupyterexportmarkdown - Layer: 50-community - Family: tool - Role: atomic-concrete - Maturity: community - Version: 1.4.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tool_jupyterexportmarkdown - Import example: ```python import swarmauri_tool_jupyterexportmarkdown as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_tool_jupyterexportmarkdown - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_tool_jupyterexportmarkdown - Dependencies: papermill, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Swarmauri Markdown publishing tool for converting Jupyter notebooks into documentation-ready Markdown. ### swarmauri_tool_jupyterexportpython - URL: https://swarmauri.com/packages/swarmauri_tool_jupyterexportpython - Layer: 50-community - Family: tool - Role: atomic-concrete - Maturity: community - Version: 0.10.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tool_jupyterexportpython - Import example: ```python import swarmauri_tool_jupyterexportpython as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_tool_jupyterexportpython - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_tool_jupyterexportpython - Dependencies: nbconvert, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Swarmauri code-extraction tool for converting Jupyter notebooks into Python scripts with nbconvert. ### swarmauri_tool_jupyterfromdict - URL: https://swarmauri.com/packages/swarmauri_tool_jupyterfromdict - Layer: 50-community - Family: tool - Role: atomic-concrete - Maturity: community - Version: 0.10.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tool_jupyterfromdict - Import example: ```python import swarmauri_tool_jupyterfromdict as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_tool_jupyterfromdict - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_tool_jupyterfromdict - Dependencies: nbformat, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Swarmauri notebook-construction tool for converting Python dictionaries into validated Jupyter NotebookNode objects. ### swarmauri_tool_jupytergetiopubmessage - URL: https://swarmauri.com/packages/swarmauri_tool_jupytergetiopubmessage - Layer: 50-community - Family: tool - Role: atomic-concrete - Maturity: community - Version: 0.9.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tool_jupytergetiopubmessage - Import example: ```python import swarmauri_tool_jupytergetiopubmessage as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_tool_jupytergetiopubmessage - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_tool_jupytergetiopubmessage - Dependencies: jupyter_client, websocket-client, swarmauri_core, swarmauri_base, swarmauri_standard - Description: A tool designed to retrieve messages from the IOPub channel of a Jupyter kernel using jupyter_client, capturing cell outputs and logs. ### swarmauri_tool_jupytergetshellmessage - URL: https://swarmauri.com/packages/swarmauri_tool_jupytergetshellmessage - Layer: 50-community - Family: tool - Role: atomic-concrete - Maturity: community - Version: 0.10.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tool_jupytergetshellmessage - Import example: ```python import swarmauri_tool_jupytergetshellmessage as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_tool_jupytergetshellmessage - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_tool_jupytergetshellmessage - Dependencies: jupyter_client, ipykernel, swarmauri_core, swarmauri_base, swarmauri_standard - Description: A tool designed to retrieve shell messages from a running Jupyter kernel using jupyter_client, useful for debugging execution responses. ### swarmauri_tool_jupyterreadnotebook - URL: https://swarmauri.com/packages/swarmauri_tool_jupyterreadnotebook - Layer: 50-community - Family: tool - Role: atomic-concrete - Maturity: community - Version: 0.9.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tool_jupyterreadnotebook - Import example: ```python import swarmauri_tool_jupyterreadnotebook as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_tool_jupyterreadnotebook - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_tool_jupyterreadnotebook - Dependencies: nbformat, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Swarmauri notebook-ingestion tool for reading and validating Jupyter notebooks with nbformat. ### swarmauri_tool_jupyterruncell - URL: https://swarmauri.com/packages/swarmauri_tool_jupyterruncell - Layer: 50-community - Family: tool - Role: atomic-concrete - Maturity: community - Version: 0.10.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tool_jupyterruncell - Import example: ```python import swarmauri_tool_jupyterruncell as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_tool_jupyterruncell - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_tool_jupyterruncell - Dependencies: IPython, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Swarmauri IPython-execution tool for running code cells in an active interactive shell with captured output. ### swarmauri_tool_jupytershutdownkernel - URL: https://swarmauri.com/packages/swarmauri_tool_jupytershutdownkernel - Layer: 50-community - Family: tool - Role: atomic-concrete - Maturity: community - Version: 0.9.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tool_jupytershutdownkernel - Import example: ```python import swarmauri_tool_jupytershutdownkernel as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_tool_jupytershutdownkernel - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_tool_jupytershutdownkernel - Dependencies: jupyter_client, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Swarmauri notebook-lifecycle tool for shutting down Jupyter kernels programmatically with jupyter_client. ### swarmauri_tool_jupyterstartkernel - URL: https://swarmauri.com/packages/swarmauri_tool_jupyterstartkernel - Layer: 50-community - Family: tool - Role: atomic-concrete - Maturity: community - Version: 0.10.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tool_jupyterstartkernel - Import example: ```python import swarmauri_tool_jupyterstartkernel as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_tool_jupyterstartkernel - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_tool_jupyterstartkernel - Dependencies: jupyter_client, ipykernel, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Swarmauri notebook-orchestration tool for starting Jupyter kernels programmatically with jupyter_client. ### swarmauri_tool_jupytervalidatenotebook - URL: https://swarmauri.com/packages/swarmauri_tool_jupytervalidatenotebook - Layer: 50-community - Family: tool - Role: atomic-concrete - Maturity: community - Version: 0.10.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tool_jupytervalidatenotebook - Import example: ```python import swarmauri_tool_jupytervalidatenotebook as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_tool_jupytervalidatenotebook - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_tool_jupytervalidatenotebook - Dependencies: nbformat, pydantic, typing_extensions, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Swarmauri notebook-governance tool for validating Jupyter notebook objects against nbformat schema rules. ### swarmauri_tool_jupyterwritenotebook - URL: https://swarmauri.com/packages/swarmauri_tool_jupyterwritenotebook - Layer: 50-community - Family: tool - Role: atomic-concrete - Maturity: community - Version: 0.9.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tool_jupyterwritenotebook - Import example: ```python import swarmauri_tool_jupyterwritenotebook as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_tool_jupyterwritenotebook - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_tool_jupyterwritenotebook - Dependencies: nbformat, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Swarmauri notebook-output tool for writing Jupyter notebook data to disk with read-back verification. ### swarmauri_tool_lexicaldensity - URL: https://swarmauri.com/packages/swarmauri_tool_lexicaldensity - Layer: 50-community - Family: tool - Role: atomic-concrete - Maturity: community - Version: 0.10.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tool_lexicaldensity - Import example: ```python import swarmauri_tool_lexicaldensity as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_tool_lexicaldensity - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_tool_lexicaldensity - Dependencies: textstat, nltk, swarmauri_core, swarmauri_base, swarmauri_standard - Description: NLTK-powered Swarmauri NLP tool for measuring lexical density across prompts, documents, and corpora. ### swarmauri_tool_psutil - URL: https://swarmauri.com/packages/swarmauri_tool_psutil - Layer: 50-community - Family: tool - Role: atomic-concrete - Maturity: community - Version: 0.10.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tool_psutil - Import example: ```python import swarmauri_tool_psutil as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_tool_psutil - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_tool_psutil - Dependencies: psutil, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Swarmauri operations tool for retrieving CPU, memory, disk, network, and sensor telemetry via psutil. ### swarmauri_tool_qrcodegenerator - URL: https://swarmauri.com/packages/swarmauri_tool_qrcodegenerator - Layer: 50-community - Family: tool - Role: atomic-concrete - Maturity: community - Version: 0.10.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tool_qrcodegenerator - Import example: ```python import swarmauri_tool_qrcodegenerator as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_tool_qrcodegenerator - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_tool_qrcodegenerator - Dependencies: qrcode, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Swarmauri utility tool for generating QR codes and returning base64-encoded image bytes. ### swarmauri_tool_searchword - URL: https://swarmauri.com/packages/swarmauri_tool_searchword - Layer: 50-community - Family: tool - Role: atomic-concrete - Maturity: community - Version: 0.4.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tool_searchword - Import example: ```python import swarmauri_tool_searchword as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_tool_searchword - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_tool_searchword - Dependencies: pydantic, httpx, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Case-insensitive Swarmauri file-search tool for counting and highlighting word or phrase matches. ### swarmauri_tool_sentencecomplexity - URL: https://swarmauri.com/packages/swarmauri_tool_sentencecomplexity - Layer: 50-community - Family: tool - Role: atomic-concrete - Maturity: community - Version: 0.10.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tool_sentencecomplexity - Import example: ```python import swarmauri_tool_sentencecomplexity as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_tool_sentencecomplexity - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_tool_sentencecomplexity - Dependencies: nltk, swarmauri_core, swarmauri_base, swarmauri_standard - Description: NLTK-powered Swarmauri writing-analysis tool for estimating sentence length and clause complexity. ### swarmauri_tool_sentimentanalysis - URL: https://swarmauri.com/packages/swarmauri_tool_sentimentanalysis - Layer: 50-community - Family: tool - Role: atomic-concrete - Maturity: community - Version: 0.9.1.dev2 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tool_sentimentanalysis - Import example: ```python import swarmauri_tool_sentimentanalysis as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_tool_sentimentanalysis - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_tool_sentimentanalysis - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard, torch, transformers, tensorflow, tf-keras - Description: Transformer-based sentiment analysis tool for Swarmauri with compact label-only dictionary output. ### swarmauri_tool_smogindex - URL: https://swarmauri.com/packages/swarmauri_tool_smogindex - Layer: 50-community - Family: tool - Role: atomic-concrete - Maturity: community - Version: 0.10.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tool_smogindex - Import example: ```python import swarmauri_tool_smogindex as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_tool_smogindex - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_tool_smogindex - Dependencies: nltk, transformers, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Swarmauri readability-analysis tool for calculating SMOG Index scores across text and documentation. ### swarmauri_tool_textlength - URL: https://swarmauri.com/packages/swarmauri_tool_textlength - Layer: 50-community - Family: tool - Role: atomic-concrete - Maturity: community - Version: 0.9.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tool_textlength - Import example: ```python import swarmauri_tool_textlength as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_tool_textlength - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_tool_textlength - Dependencies: nltk, swarmauri_core, swarmauri_base, swarmauri_standard - Description: NLTK-powered Swarmauri text-analysis tool for counting characters, words, and sentences. ### swarmauri_tool_webscraping - URL: https://swarmauri.com/packages/swarmauri_tool_webscraping - Layer: 50-community - Family: tool - Role: atomic-concrete - Maturity: community - Version: 0.10.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tool_webscraping - Import example: ```python import swarmauri_tool_webscraping as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_tool_webscraping - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_tool_webscraping - Dependencies: beautifulsoup4, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Swarmauri web-content extraction tool for scraping HTML pages with CSS selectors. ### swarmauri_tool_zapierhook - URL: https://swarmauri.com/packages/swarmauri_tool_zapierhook - Layer: 50-community - Family: tool - Role: atomic-concrete - Maturity: community - Version: 0.9.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tool_zapierhook - Import example: ```python import swarmauri_tool_zapierhook as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_tool_zapierhook - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_tool_zapierhook - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard - Description: Swarmauri integration tool for posting payloads to Zapier catch-hook webhooks. ### swarmauri_vectorstore_annoy - URL: https://swarmauri.com/packages/swarmauri_vectorstore_annoy - Layer: 50-community - Family: vectorstore - Role: atomic-concrete - Maturity: community - Version: 0.10.1.dev3 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_vectorstore_annoy - Import example: ```python import swarmauri_vectorstore_annoy as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_vectorstore_annoy - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_vectorstore_annoy - Dependencies: annoy, swarmauri_core, swarmauri_base, swarmauri_standard, swarmauri_embedding_doc2vec - Description: Swarmauri Annoy Vector Store ### swarmauri_vectorstore_cloudweaviate - URL: https://swarmauri.com/packages/swarmauri_vectorstore_cloudweaviate - Layer: 50-community - Family: vectorstore - Role: atomic-concrete - Maturity: community - Version: 0.10.1.dev3 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_vectorstore_cloudweaviate - Import example: ```python import swarmauri_vectorstore_cloudweaviate as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_vectorstore_cloudweaviate - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_vectorstore_cloudweaviate - Dependencies: weaviate-client, swarmauri_core, swarmauri_base, swarmauri_standard, swarmauri_embedding_doc2vec - Description: Swarmauri Weaviate Vector Store ### swarmauri_vectorstore_duckdb - URL: https://swarmauri.com/packages/swarmauri_vectorstore_duckdb - Layer: 50-community - Family: vectorstore - Role: atomic-concrete - Maturity: community - Version: 0.10.1.dev3 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_vectorstore_duckdb - Import example: ```python import swarmauri_vectorstore_duckdb as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_vectorstore_duckdb - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_vectorstore_duckdb - Dependencies: duckdb, swarmauri_core, swarmauri_base, swarmauri_standard, swarmauri_embedding_doc2vec - Description: A DuckDB based Vector Store ### swarmauri_vectorstore_fs - URL: https://swarmauri.com/packages/swarmauri_vectorstore_fs - Layer: 50-community - Family: vectorstore - Role: atomic-concrete - Maturity: community - Version: 0.1.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_vectorstore_fs - Import example: ```python import swarmauri_vectorstore_fs as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_vectorstore_fs - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_vectorstore_fs - Dependencies: rich, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Swarmauri filesystem-aware BM25F vector store ### swarmauri_vectorstore_git - URL: https://swarmauri.com/packages/swarmauri_vectorstore_git - Layer: 50-community - Family: vectorstore - Role: atomic-concrete - Maturity: community - Version: 0.10.1.dev7 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_vectorstore_git - Import example: ```python import swarmauri_vectorstore_git as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_vectorstore_git - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_vectorstore_git - Dependencies: rich, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Swarmauri Git Vector Store ### swarmauri_vectorstore_neo4j - URL: https://swarmauri.com/packages/swarmauri_vectorstore_neo4j - Layer: 50-community - Family: vectorstore - Role: atomic-concrete - Maturity: community - Version: 0.10.1.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_vectorstore_neo4j - Import example: ```python import swarmauri_vectorstore_neo4j as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_vectorstore_neo4j - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_vectorstore_neo4j - Dependencies: neo4j, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Swarmauri Neo4j Vector Store ### swarmauri_vectorstore_persistentchromadb - URL: https://swarmauri.com/packages/swarmauri_vectorstore_persistentchromadb - Layer: 50-community - Family: vectorstore - Role: atomic-concrete - Maturity: community - Version: 0.10.1.dev2 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_vectorstore_persistentchromadb - Import example: ```python import swarmauri_vectorstore_persistentchromadb as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_vectorstore_persistentchromadb - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_vectorstore_persistentchromadb - Dependencies: chromadb, swarmauri_core, swarmauri_base, swarmauri_standard, swarmauri_embedding_doc2vec - Description: A Persistent ChromaDB based Vector Store ### swarmauri_vectorstore_pinecone - URL: https://swarmauri.com/packages/swarmauri_vectorstore_pinecone - Layer: 50-community - Family: vectorstore - Role: atomic-concrete - Maturity: community - Version: 0.9.4.dev2 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_vectorstore_pinecone - Import example: ```python import swarmauri_vectorstore_pinecone as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_vectorstore_pinecone - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_vectorstore_pinecone - Dependencies: none listed - Description: Swarmauri Pinecone Vector Store ### swarmauri_vectorstore_qdrant - URL: https://swarmauri.com/packages/swarmauri_vectorstore_qdrant - Layer: 50-community - Family: vectorstore - Role: atomic-concrete - Maturity: community - Version: 0.9.3.dev2 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_vectorstore_qdrant - Import example: ```python import swarmauri_vectorstore_qdrant as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_vectorstore_qdrant - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_vectorstore_qdrant - Dependencies: qdrant-client, swarmauri_core, swarmauri_base, swarmauri_standard, swarmauri_embedding_doc2vec - Description: Swarmauri Persistent Qdrant Vector Store ### swarmauri_vectorstore_redis - URL: https://swarmauri.com/packages/swarmauri_vectorstore_redis - Layer: 50-community - Family: vectorstore - Role: atomic-concrete - Maturity: community - Version: 0.9.3.dev2 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_vectorstore_redis - Import example: ```python import swarmauri_vectorstore_redis as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_vectorstore_redis - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_vectorstore_redis - Dependencies: redis, redisearch, swarmauri_core, swarmauri_base, swarmauri_standard, swarmauri_embedding_doc2vec - Description: Swarmauri Redis Vector Store ### swarmauri_matrix_hamming74 - URL: https://swarmauri.com/packages/swarmauri_matrix_hamming74 - Layer: 50-community - Family: matrix - Role: composite-concrete - Maturity: community - Version: 0.9.4.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_matrix_hamming74 - Import example: ```python import swarmauri_matrix_hamming74 as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_matrix_hamming74 - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_matrix_hamming74 - Dependencies: numpy, swarmauri_metric_hamming, swarmauri_core, swarmauri_base - Description: Swarmauri Hamming (7,4) matrix community package. ### swarmauri_vectorstore_mlm - URL: https://swarmauri.com/packages/swarmauri_vectorstore_mlm - Layer: 50-community - Family: vectorstore - Role: composite-concrete - Maturity: community - Version: 0.10.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_vectorstore_mlm - Import example: ```python import swarmauri_vectorstore_mlm as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_vectorstore_mlm - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_vectorstore_mlm - Dependencies: transformers, torch, swarmauri_core, swarmauri_base, swarmauri_standard, swarmauri_embedding_mlm - Description: Swarmauri MLM Vector Store ### swarmauri_toolkit_github - URL: https://swarmauri.com/packages/swarmauri_toolkit_github - Layer: 50-community - Family: toolkit - Role: orchestrator - Maturity: community - Version: 0.9.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_toolkit_github - Import example: ```python import swarmauri_toolkit_github as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_toolkit_github - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_toolkit_github - Dependencies: pygithub, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Github Toolkit ### swarmauri_toolkit_jupytertoolkit - URL: https://swarmauri.com/packages/swarmauri_toolkit_jupytertoolkit - Layer: 50-community - Family: toolkit - Role: orchestrator - Maturity: community - Version: 0.4.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_toolkit_jupytertoolkit - Import example: ```python import swarmauri_toolkit_jupytertoolkit as package_module print(package_module.__name__) ``` - Source path: pkgs/community/swarmauri_toolkit_jupytertoolkit - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/community/swarmauri_toolkit_jupytertoolkit - Dependencies: pydantic, swarmauri_core, swarmauri_base, swarmauri_standard, swarmauri_tool_jupyterclearoutput, swarmauri_tool_jupyterdisplay, swarmauri_tool_jupyterdisplayhtml, swarmauri_tool_jupyterexecuteandconvert, swarmauri_tool_jupyterexecutecell, swarmauri_tool_jupyterexecutenotebook, swarmauri_tool_jupyterexecutenotebookwithparameters, swarmauri_tool_jupyterexporthtml, swarmauri_tool_jupyterexportlatex, swarmauri_tool_jupyterexportmarkdown, swarmauri_tool_jupyterexportpython, swarmauri_tool_jupyterfromdict - Description: A unified toolkit for aggregating standalone jupyter notebook tools. ### EmbedXMP - URL: https://swarmauri.com/packages/embedxmp - Layer: 60-plugins - Family: embedxmp - Role: plugin - Maturity: plugin - Version: 0.1.5.dev3 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add EmbedXMP - Import example: ```python import EmbedXMP as package_module print(package_module.__name__) ``` - Source path: pkgs/plugins/EmbedXMP - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/main/pkgs/plugins/EmbedXMP#readme - Dependencies: swarmauri_core, swarmauri_base, swarmauri_xmp_png - Description: Dynamic XMP embed/read/remove orchestration for Swarmauri handlers. ### swm_example_plugin - URL: https://swarmauri.com/packages/swm_example_plugin - Layer: 60-plugins - Family: example - Role: plugin - Maturity: plugin - Version: 0.6.6.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swm_example_plugin - Import example: ```python import swm_example_plugin as package_module print(package_module.__name__) ``` - Source path: pkgs/plugins/example_plugin - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/main/pkgs/plugins/example_plugin#readme - Dependencies: none listed - Description: This repository includes an example of a Swarmauri Plugin. ### zdx - URL: https://swarmauri.com/packages/zdx - Layer: 60-plugins - Family: zdx - Role: plugin - Maturity: plugin - Version: 0.2.4.dev5 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add zdx - Import example: ```python import zdx as package_module print(package_module.__name__) ``` - Source path: pkgs/plugins/zdx - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/plugins/zdx - Dependencies: none listed - Description: Z Doc Builder Experience by Swarmauri ### MediaSigner - URL: https://swarmauri.com/packages/mediasigner - Layer: 60-plugins - Family: mediasigner - Role: plugin-composite - Maturity: plugin - Version: 0.6.6.dev2 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add MediaSigner - Import example: ```python import MediaSigner as package_module print(package_module.__name__) ``` - Source path: pkgs/plugins/media_signer - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/main/pkgs/plugins/media_signer#readme - Dependencies: swarmauri_core, swarmauri_base, swarmauri_keyprovider_inmemory, cryptography, swarmauri_signing_cms, swarmauri_signing_jws, swarmauri_signing_openpgp, swarmauri_signing_pdf, swarmauri_signing_xmld - Description: Swarmauri signing facade plugin that aggregates registered SigningBase providers. ### EmbeddedSigner - URL: https://swarmauri.com/packages/embeddedsigner - Layer: 60-plugins - Family: embeddedsigner - Role: plugin-orchestrator - Maturity: plugin - Version: 0.1.5.dev1 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add EmbeddedSigner - Import example: ```python import EmbeddedSigner as package_module print(package_module.__name__) ``` - Source path: pkgs/plugins/embedded_signer - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/main/pkgs/plugins/embedded_signer#readme - Dependencies: EmbedXMP, MediaSigner, swarmauri_core, swarmauri_base - Description: Embed XMP metadata and sign media assets using Swarmauri plugins. ### 6w - URL: https://swarmauri.com/packages/6w - Layer: 70-experimental - Family: 6w - Role: experimental-atomic - Maturity: experimental - Version: 0.0.1.dev2 - Workspace backed: no - Python support: >=3.10,<3.15 - Install: uv add 6w - Import example: ```python # Indexed package record for 6w # See source path for current import roots. ``` - Source path: pkgs/experimental/6w - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/experimental/6w - Dependencies: none listed - Description: A 6w package ### 6x - URL: https://swarmauri.com/packages/6x - Layer: 70-experimental - Family: 6x - Role: experimental-atomic - Maturity: experimental - Version: 0.0.1.dev2 - Workspace backed: no - Python support: >=3.10,<3.15 - Install: uv add 6x - Import example: ```python # Indexed package record for 6x # See source path for current import roots. ``` - Source path: pkgs/experimental/6x - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/experimental/6x - Dependencies: none listed - Description: A 6x package ### 6y - URL: https://swarmauri.com/packages/6y - Layer: 70-experimental - Family: 6y - Role: experimental-atomic - Maturity: experimental - Version: 0.0.1.dev2 - Workspace backed: no - Python support: >=3.10,<3.15 - Install: uv add 6y - Import example: ```python # Indexed package record for 6y # See source path for current import roots. ``` - Source path: pkgs/experimental/6y - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/experimental/6y - Dependencies: none listed - Description: A 6y package ### 6z - URL: https://swarmauri.com/packages/6z - Layer: 70-experimental - Family: 6z - Role: experimental-atomic - Maturity: experimental - Version: 0.0.1.dev2 - Workspace backed: no - Python support: >=3.10,<3.15 - Install: uv add 6z - Import example: ```python # Indexed package record for 6z # See source path for current import roots. ``` - Source path: pkgs/experimental/6z - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/experimental/6z - Dependencies: none listed - Description: A 6z package ### 77 - URL: https://swarmauri.com/packages/77 - Layer: 70-experimental - Family: 77 - Role: experimental-atomic - Maturity: experimental - Version: 0.0.1.dev2 - Workspace backed: no - Python support: >=3.10,<3.15 - Install: uv add 77 - Import example: ```python # Indexed package record for 77 # See source path for current import roots. ``` - Source path: pkgs/experimental/77 - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/experimental/77 - Dependencies: none listed - Description: A 77 package ### 9x - URL: https://swarmauri.com/packages/9x - Layer: 70-experimental - Family: 9x - Role: experimental-atomic - Maturity: experimental - Version: 0.0.1.dev2 - Workspace backed: no - Python support: >=3.10,<3.15 - Install: uv add 9x - Import example: ```python # Indexed package record for 9x # See source path for current import roots. ``` - Source path: pkgs/experimental/9x - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/experimental/9x - Dependencies: none listed - Description: A 9x package ### swarmauri_canon_http - URL: https://swarmauri.com/packages/swarmauri_canon_http - Layer: 70-experimental - Family: canon - Role: experimental-atomic - Maturity: experimental - Version: 0.1.0 - Workspace backed: no - Python support: >=3.10,<3.15 - Install: uv add swarmauri_canon_http - Import example: ```python import swarmauri_canon_http as package_module print(package_module.__name__) ``` - Source path: pkgs/experimental/swarmauri_canon_http - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/experimental/swarmauri_canon_http - Dependencies: httpx, pytest-asyncio - Description: Add your description here ### catoml - URL: https://swarmauri.com/packages/catoml - Layer: 70-experimental - Family: catoml - Role: experimental-atomic - Maturity: experimental - Version: 0.3.2.dev5 - Workspace backed: no - Python support: >=3.10,<3.15 - Install: uv add catoml - Import example: ```python import catoml as package_module print(package_module.__name__) ``` - Source path: pkgs/experimental/catoml - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/experimental/catoml - Dependencies: none listed - Description: Swarmauri's Canon Toml ### cayaml - URL: https://swarmauri.com/packages/cayaml - Layer: 70-experimental - Family: cayaml - Role: experimental-atomic - Maturity: experimental - Version: 0.3.2.dev5 - Workspace backed: no - Python support: >=3.10,<3.15 - Install: uv add cayaml - Import example: ```python import cayaml as package_module print(package_module.__name__) ``` - Source path: pkgs/experimental/cayaml - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/experimental/cayaml - Dependencies: none listed - Description: Swarmauri's Canon Yaml Handler ### swarmauri_certs_pkcs11 - URL: https://swarmauri.com/packages/swarmauri_certs_pkcs11 - Layer: 70-experimental - Family: certs - Role: experimental-atomic - Maturity: experimental - Version: 0.4.0.dev11 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_certs_pkcs11 - Import example: ```python import swarmauri_certs_pkcs11 as package_module print(package_module.__name__) ``` - Source path: pkgs/experimental/swarmauri_certs_pkcs11 - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/experimental/swarmauri_certs_pkcs11 - Dependencies: swarmauri_core, swarmauri_base, python-pkcs11, cryptography, asn1crypto - Description: PKCS#11-backed certificate service for Swarmauri ### swarmauri_crypto_sodium - URL: https://swarmauri.com/packages/swarmauri_crypto_sodium - Layer: 70-experimental - Family: crypto - Role: experimental-atomic - Maturity: experimental - Version: 0.2.0.dev7 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_crypto_sodium - Import example: ```python import swarmauri_crypto_sodium as package_module print(package_module.__name__) ``` - Source path: pkgs/experimental/swarmauri_crypto_sodium - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/experimental/swarmauri_crypto_sodium - Dependencies: swarmauri_core, swarmauri_base, ninja - Description: Libsodium-backed crypto provider for Swarmauri ### DistanceMetrics - URL: https://swarmauri.com/packages/distancemetrics - Layer: 70-experimental - Family: distancemetrics - Role: experimental-atomic - Maturity: experimental - Version: 0.1.0 - Workspace backed: no - Python support: >=3.10,<3.15 - Install: uv add DistanceMetrics - Import example: ```python import DistanceMetrics as package_module print(package_module.__name__) ``` - Source path: pkgs/experimental/RapidSimilarity/DistanceMetrics - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/experimental/RapidSimilarity/DistanceMetrics - Dependencies: numpy, scipy - Description: DistanceMetrics package with C++ extensions for calculating various distance metrics. ### FastTokenizer - URL: https://swarmauri.com/packages/fasttokenizer - Layer: 70-experimental - Family: fasttokenizer - Role: experimental-atomic - Maturity: experimental - Version: 0.1.0 - Workspace backed: no - Python support: >=3.10,<3.15 - Install: uv add FastTokenizer - Import example: ```python import FastTokenizer as package_module print(package_module.__name__) ``` - Source path: pkgs/experimental/FastTokenizer - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/experimental/FastTokenizer - Dependencies: regex - Description: A fast tokenizer implemented in Rust ### g9 - URL: https://swarmauri.com/packages/g9 - Layer: 70-experimental - Family: g9 - Role: experimental-atomic - Maturity: experimental - Version: 0.0.1.dev1 - Workspace backed: no - Python support: >=3.10,<3.15 - Install: uv add g9 - Import example: ```python import g9 as package_module print(package_module.__name__) ``` - Source path: pkgs/experimental/g9 - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/experimental/g9 - Dependencies: none listed - Description: Swarmauri Framework ### IndexBuilder - URL: https://swarmauri.com/packages/indexbuilder - Layer: 70-experimental - Family: indexbuilder - Role: experimental-atomic - Maturity: experimental - Version: 0.1.0 - Workspace backed: no - Python support: >=3.10,<3.15 - Install: uv add IndexBuilder - Import example: ```python import IndexBuilder as package_module print(package_module.__name__) ``` - Source path: pkgs/experimental/RapidSimilarity/IndexBuilder - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/experimental/RapidSimilarity/IndexBuilder - Dependencies: numpy, scipy - Description: Configuration for package IndexBuilder with C++ extensions using Meson build system. ### jaml - URL: https://swarmauri.com/packages/jaml - Layer: 70-experimental - Family: jaml - Role: experimental-atomic - Maturity: experimental - Version: 0.2.1.dev1 - Workspace backed: no - Python support: >=3.10,<3.15 - Install: uv add jaml - Import example: ```python import jaml as package_module print(package_module.__name__) ``` - Source path: pkgs/experimental/jaml - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/experimental/jaml - Dependencies: lark - Description: Swarmauri's Canon Jaml Handler ### jz - URL: https://swarmauri.com/packages/jz - Layer: 70-experimental - Family: jz - Role: experimental-atomic - Maturity: experimental - Version: 0.0.1.dev2 - Workspace backed: no - Python support: >=3.10,<3.15 - Install: uv add jz - Import example: ```python import jz as package_module print(package_module.__name__) ``` - Source path: pkgs/experimental/jz - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/experimental/jz - Dependencies: none listed - Description: A jz package ### swarmauri_keyprovider_pkcs11 - URL: https://swarmauri.com/packages/swarmauri_keyprovider_pkcs11 - Layer: 70-experimental - Family: keyprovider - Role: experimental-atomic - Maturity: experimental - Version: 0.4.0.dev11 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_keyprovider_pkcs11 - Import example: ```python import swarmauri_keyprovider_pkcs11 as package_module print(package_module.__name__) ``` - Source path: pkgs/experimental/swarmauri_keyprovider_pkcs11 - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/experimental/swarmauri_keyprovider_pkcs11 - Dependencies: swarmauri_core, swarmauri_base, cryptography, python-pkcs11 - Description: PKCS#11 hardware-backed key provider for Swarmauri ### layout_engine - URL: https://swarmauri.com/packages/layout_engine - Layer: 70-experimental - Family: layout - Role: experimental-atomic - Maturity: experimental - Version: 0.1.1.dev1 - Workspace backed: no - Python support: >=3.10,<3.15 - Install: uv add layout_engine - Import example: ```python import layout_engine as package_module print(package_module.__name__) ``` - Source path: pkgs/experimental/layout_engine - Docs/source link: https://github.com/swarmauri/swarmauri-sdk - Dependencies: jinja2, pydantic - Description: Swiss-grid inspired, format-agnostic layout engine with SSR+SSG, atom & MFE registries. ### monotone-ops - URL: https://swarmauri.com/packages/monotone-ops - Layer: 70-experimental - Family: monotone - Role: experimental-atomic - Maturity: experimental - Version: 0.1.1.dev7 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add monotone-ops - Import example: ```python import monotone_ops as package_module print(package_module.__name__) ``` - Source path: pkgs/experimental/monotone_ops - Docs/source link: https://github.com/swarmauri/swarmauri-sdk - Dependencies: none listed - Description: Research-oriented monotone operator catalog for deterministic aggregation, CRDTs, fixpoints, and algebraic dataflow. ### mto - URL: https://swarmauri.com/packages/mto - Layer: 70-experimental - Family: mto - Role: experimental-atomic - Maturity: experimental - Version: 0.1.1.dev8 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add mto - Import example: ```python import mto as package_module print(package_module.__name__) ``` - Source path: pkgs/experimental/mto - Docs/source link: https://github.com/swarmauri/swarmauri-sdk - Dependencies: none listed - Description: Planning-stage placeholder reservation for monotone operators. ### swarmauri_parser_asn1 - URL: https://swarmauri.com/packages/swarmauri_parser_asn1 - Layer: 70-experimental - Family: parser - Role: experimental-atomic - Maturity: experimental - Version: 0.2.0.dev7 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_parser_asn1 - Import example: ```python import swarmauri_parser_asn1 as package_module print(package_module.__name__) ``` - Source path: pkgs/experimental/swarmauri_parser_asn1 - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/experimental/swarmauri_parser_asn1 - Dependencies: lark - Description: Grammar-driven ASN.1 (X.680/X.690 DER subset) parser plugin for swarmauri-sdk using Lark Earley. ### ptree_dag_extension_example - URL: https://swarmauri.com/packages/ptree_dag_extension_example - Layer: 70-experimental - Family: ptree - Role: experimental-atomic - Maturity: experimental - Version: 0.2.0.dev7 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add ptree_dag_extension_example - Import example: ```python # Indexed package record for ptree_dag_extension_example # See source path for current import roots. ``` - Source path: pkgs/experimental/ptree_dag_extension_example - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/experimental/ptree_dag_extension_example - Dependencies: none listed - Description: Swarmauri's Ptree Dag ### QueryEngine - URL: https://swarmauri.com/packages/queryengine - Layer: 70-experimental - Family: queryengine - Role: experimental-atomic - Maturity: experimental - Version: 0.1.0 - Workspace backed: no - Python support: >=3.10,<3.15 - Install: uv add QueryEngine - Import example: ```python import QueryEngine as package_module print(package_module.__name__) ``` - Source path: pkgs/experimental/RapidSimilarity/QueryEngine - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/experimental/RapidSimilarity/QueryEngine - Dependencies: numpy, pybind11, uv - Description: Configuration for package QueryEngine with C++ extensions using Meson build system. ### s.f - URL: https://swarmauri.com/packages/s.f - Layer: 70-experimental - Family: s.f - Role: experimental-atomic - Maturity: experimental - Version: 0.0.1.dev2 - Workspace backed: no - Python support: >=3.10,<3.15 - Install: uv add s.f - Import example: ```python # Indexed package record for s.f # See source path for current import roots. ``` - Source path: pkgs/experimental/s_f - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/experimental/s_f - Dependencies: none listed - Description: A s.f package ### sfw - URL: https://swarmauri.com/packages/sfw - Layer: 70-experimental - Family: sfw - Role: experimental-atomic - Maturity: experimental - Version: 0.0.1.dev2 - Workspace backed: no - Python support: >=3.10,<3.15 - Install: uv add sfw - Import example: ```python import sfw as package_module print(package_module.__name__) ``` - Source path: pkgs/experimental/sfw - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/experimental/sfw - Dependencies: none listed - Description: A sfw package ### snt - URL: https://swarmauri.com/packages/snt - Layer: 70-experimental - Family: snt - Role: experimental-atomic - Maturity: experimental - Version: 0.0.1.dev1 - Workspace backed: no - Python support: >=3.10,<3.15 - Install: uv add snt - Import example: ```python import snt as package_module print(package_module.__name__) ``` - Source path: pkgs/experimental/snt - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/experimental/snt - Dependencies: none listed - Description: A HTTP1.1/2 compliant package ### swarmauri_tests_loc_tersity - URL: https://swarmauri.com/packages/swarmauri_tests_loc_tersity - Layer: 70-experimental - Family: tests - Role: experimental-atomic - Maturity: experimental - Version: 0.2.0.dev11 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tests_loc_tersity - Import example: ```python import swarmauri_tests_loc_tersity as package_module print(package_module.__name__) ``` - Source path: pkgs/experimental/swarmauri_tests_loc_tersity - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/experimental/swarmauri_tests_loc_tersity - Dependencies: none listed - Description: Pytest plugin enforcing line count limits ### swarmauri_tests_pylicense - URL: https://swarmauri.com/packages/swarmauri_tests_pylicense - Layer: 70-experimental - Family: tests - Role: experimental-atomic - Maturity: experimental - Version: 0.2.0.dev11 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tests_pylicense - Import example: ```python import swarmauri_tests_pylicense as package_module print(package_module.__name__) ``` - Source path: pkgs/experimental/swarmauri_tests_pylicense - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/experimental/swarmauri_tests_pylicense - Dependencies: none listed - Description: Pytest plugin reporting dependency licenses ### swarmauri_tests_readme_examples - URL: https://swarmauri.com/packages/swarmauri_tests_readme_examples - Layer: 70-experimental - Family: tests - Role: experimental-atomic - Maturity: experimental - Version: 0.2.0.dev11 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_tests_readme_examples - Import example: ```python import swarmauri_tests_readme_examples as package_module print(package_module.__name__) ``` - Source path: pkgs/experimental/swarmauri_tests_readme_examples - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/experimental/swarmauri_tests_readme_examples - Dependencies: none listed - Description: Pytest plugin that executes README code examples. ### tigr - URL: https://swarmauri.com/packages/tigr - Layer: 70-experimental - Family: tigr - Role: experimental-atomic - Maturity: experimental - Version: 0.1.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add tigr - Import example: ```python import tigr as package_module print(package_module.__name__) ``` - Source path: pkgs/experimental/tigr - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/experimental/tigr - Dependencies: none listed - Description: Experimental placeholder package for future Tigr APIs ### ye - URL: https://swarmauri.com/packages/ye - Layer: 70-experimental - Family: ye - Role: experimental-atomic - Maturity: experimental - Version: 0.0.1.dev1 - Workspace backed: no - Python support: >=3.10,<3.15 - Install: uv add ye - Import example: ```python import ye as package_module print(package_module.__name__) ``` - Source path: pkgs/experimental/ye - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/experimental/ye - Dependencies: none listed - Description: A ye package ### ymls - URL: https://swarmauri.com/packages/ymls - Layer: 70-experimental - Family: ymls - Role: experimental-atomic - Maturity: experimental - Version: 0.0.1.dev1 - Workspace backed: no - Python support: >=3.10,<3.15 - Install: uv add ymls - Import example: ```python import ymls as package_module print(package_module.__name__) ``` - Source path: pkgs/experimental/ymls - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/experimental/ymls - Dependencies: none listed - Description: A parser of all things YAML ### zr0 - URL: https://swarmauri.com/packages/zr0 - Layer: 70-experimental - Family: zr0 - Role: experimental-atomic - Maturity: experimental - Version: 0.0.1.dev1 - Workspace backed: no - Python support: >=3.10,<3.15 - Install: uv add zr0 - Import example: ```python import zr0 as package_module print(package_module.__name__) ``` - Source path: pkgs/experimental/zr0 - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/experimental/zr0 - Dependencies: none listed - Description: An zr0 package ### layout_engine_atoms - URL: https://swarmauri.com/packages/layout_engine_atoms - Layer: 70-experimental - Family: layout - Role: experimental-composite - Maturity: experimental - Version: 0.1.0.dev1 - Workspace backed: no - Python support: >=3.10,<3.15 - Install: uv add layout_engine_atoms - Import example: ```python import layout_engine_atoms as package_module print(package_module.__name__) ``` - Source path: pkgs/experimental/layout_engine_atoms - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/experimental/layout_engine_atoms - Dependencies: none listed - Description: Curated atom presets and registries for layout-engine. ### swarmauri_workflow_statedriven - URL: https://swarmauri.com/packages/swarmauri_workflow_statedriven - Layer: 70-experimental - Family: workflow - Role: experimental-orchestrator - Maturity: experimental - Version: 0.3.0.dev11 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_workflow_statedriven - Import example: ```python import swarmauri_workflow_statedriven as package_module print(package_module.__name__) ``` - Source path: pkgs/experimental/swarmauri_workflow_statedriven - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/experimental/swarmauri_workflow_statedriven - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard, pyppeteer - Description: Swarmauri's StateDrivenWorkflow ### swarmauri - URL: https://swarmauri.com/packages/swarmauri - Layer: 80-facades - Family: facade - Role: facade - Maturity: facade - Version: 0.9.1.dev6 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri - Import example: ```python import swarmauri as package_module print(package_module.__name__) ``` - Source path: pkgs/swarmauri - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/swarmauri - Dependencies: toml, httpx, pydantic, typing_extensions, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Swarmauri namespace microkernel for registry-backed imports, plugin discovery, and composable intelligence infrastructure components. ### swarmauri_documentstore_redis - URL: https://swarmauri.com/packages/swarmauri_documentstore_redis - Layer: 90-deprecated - Family: documentstore - Role: compat - Maturity: deprecated - Version: 0.6.2.dev3 - Workspace backed: no - Python support: >=3.10,<3.15 - Install: uv add swarmauri_documentstore_redis - Import example: ```python import swarmauri_documentstore_redis as package_module print(package_module.__name__) ``` - Source path: pkgs/deprecated/swarmauri_documentstore_redis - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/deprecated/swarmauri_documentstore_redis - Dependencies: redis, redisearch, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Swarmauri Psutil Tool ### swarmauri_embedding_tfidf - URL: https://swarmauri.com/packages/swarmauri_embedding_tfidf - Layer: 90-deprecated - Family: embedding - Role: compat - Maturity: deprecated - Version: 0.6.2.dev3 - Workspace backed: no - Python support: >=3.10,<3.15 - Install: uv add swarmauri_embedding_tfidf - Import example: ```python import swarmauri_embedding_tfidf as package_module print(package_module.__name__) ``` - Source path: pkgs/deprecated/swarmauri_embedding_tfidf - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/deprecated/swarmauri_embedding_tfidf - Dependencies: scikit-learn, swarmauri_core, swarmauri_base, swarmauri_standard - Description: Tfidf Embedding for Swarmauri ### swarmauri_experimental - URL: https://swarmauri.com/packages/swarmauri_experimental - Layer: 90-deprecated - Family: experimental - Role: compat - Maturity: deprecated - Version: 0.6.2.dev3 - Workspace backed: yes - Python support: >=3.10,<3.15 - Install: uv add swarmauri_experimental - Import example: ```python import swarmauri_experimental as package_module print(package_module.__name__) ``` - Source path: pkgs/deprecated/swarmauri_experimental - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/deprecated/swarmauri_experimental - Dependencies: swarmauri, gensim, neo4j, numpy, openai, pydantic, httpx, tensorflow, torch, transformers, typing_extensions - Description: This repository includes experimental components. (Inactive: experimental packages are now standalone.) ### swarmauri_vectorstore_tfidf - URL: https://swarmauri.com/packages/swarmauri_vectorstore_tfidf - Layer: 90-deprecated - Family: vectorstore - Role: compat-composite - Maturity: deprecated - Version: 0.6.2.dev3 - Workspace backed: no - Python support: >=3.10,<3.15 - Install: uv add swarmauri_vectorstore_tfidf - Import example: ```python import swarmauri_vectorstore_tfidf as package_module print(package_module.__name__) ``` - Source path: pkgs/deprecated/swarmauri_vectorstore_tfidf - Docs/source link: https://github.com/swarmauri/swarmauri-sdk/tree/master/pkgs/deprecated/swarmauri_vectorstore_tfidf - Dependencies: swarmauri_core, swarmauri_base, swarmauri_standard, swarmauri_embedding_tfidf - Description: A Tfidf based Vector Store and Tfidf Based Embedding Model. ## Guides ### 1. Unified Namespace Quickstart - URL: https://swarmauri.com/guides/quickstart - Description: Install the main namespace package when you want stable public paths for installed Swarmauri components. - Explanation: The aggregate swarmauri package installs the namespace importer, interface registry access, citizenship registry access, and plugin discovery hooks. Use it when you want stable public import paths over installed component packages. ```python import swarmauri from swarmauri.tools.CalculatorTool import ( CalculatorTool, ) tool = CalculatorTool() print(f"Loaded tool through Swarmauri namespace: {tool.name}") ``` ### 2. Minimal Contract Install - URL: https://swarmauri.com/guides/minimalist-contracts - Description: Install only interface and typing packages when a service needs contracts without implementation dependencies. - Explanation: The core and typing packages define boundaries without pulling in provider clients. Use this shape for runtime nodes that need strict import control and fast cold starts. ```python # command: uv add swarmauri_core swarmauri_typing from swarmauri_core.tools.ITool import ITool from swarmauri_typing import SubclassUnion class SecureVaultTool(ITool): @property def name(self) -> str: return "SecureVault" def execute(self, secret_key: str) -> bool: return len(secret_key) > 32 tool_types: SubclassUnion[ITool] = SecureVaultTool ``` ### 3. Tools and Skills - URL: https://swarmauri.com/guides/tools-and-skills - Description: Use tool and skill packages as executable capabilities that can be composed by agents, workflows, or your own runtime. - Explanation: Tools expose callable actions; skills package reusable capabilities that tools or orchestrators can invoke. They are a major family in the catalog, not a minor agent example. ```python # command: uv add swarmauri_tool_skill_execution # command: uv add swarmauri_skill_filesystem import swarmauri_tool_skill_execution as skill_tool import swarmauri_skill_filesystem as filesystem_skill print(skill_tool.__name__) print(filesystem_skill.__name__) ``` ### 4. Parsers and OCR Pipelines - URL: https://swarmauri.com/guides/parsers-and-ocr - Description: Install parser packages directly when your application needs document, text, PDF, OCR, or extraction behavior. - Explanation: Parser and OCR packages let ingestion pipelines stay separate from model inference. This keeps document handling, extraction, and downstream reasoning independently replaceable. ```python # command: uv add swarmauri_parser_keywordextractor # command: uv add swarmauri_ocr_pytesseract import swarmauri_parser_keywordextractor as keyword_parser import swarmauri_ocr_pytesseract as ocr_adapter print(keyword_parser.__name__) print(ocr_adapter.__name__) ``` ### 5. Middleware Boundaries - URL: https://swarmauri.com/guides/middleware-patterns - Description: Use middleware packages for auth, headers, rate limits, CORS, JSON-RPC, logging, and transport boundary behavior. - Explanation: Middleware is a first-class package family. Use it to wrap execution boundaries and keep transport, policy, and security concerns outside application business logic. ```python # command: uv add swarmauri_middleware_jwt # command: uv add swarmauri_middleware_securityheaders import swarmauri_middleware_jwt as jwt_middleware import swarmauri_middleware_securityheaders as headers print(jwt_middleware.__name__) print(headers.__name__) ``` ### 6. Signing, Certificates, and Tokens - URL: https://swarmauri.com/guides/signing-certs-tokens - Description: Compose signing, certificate, and token packages when messages and identities need explicit cryptographic boundaries. - Explanation: Security-sensitive systems can install only the signers, certificate utilities, and token handlers they audit. This is separate from LLM provider selection. ```python # command: uv add swarmauri_signing_ed25519 # command: uv add swarmauri_certs_x509 # command: uv add swarmauri_tokens_jwt import swarmauri_certs_x509 as certs import swarmauri_signing_ed25519 as signing import swarmauri_tokens_jwt as tokens print(signing.__name__) print(certs.__name__) print(tokens.__name__) ``` ### 7. Auth Identity Providers - URL: https://swarmauri.com/guides/auth-identity - Description: Install auth IDP packages for provider-specific identity integrations without folding them into the rest of the runtime. - Explanation: Identity provider packages make GitHub, Keycloak, Okta, Google, AWS, Azure, and related auth surfaces visible as installable integration units. ```python # command: uv add swarmauri_auth_idp_github # command: uv add swarmauri_auth_idp_keycloak import swarmauri_auth_idp_github as github_idp import swarmauri_auth_idp_keycloak as keycloak_idp print(github_idp.__name__) print(keycloak_idp.__name__) ``` ### 8. Storage and Publishers - URL: https://swarmauri.com/guides/storage-and-publishers - Description: Install storage and publisher adapters when your system needs durable state, object storage, queues, or webhook delivery. - Explanation: Storage and publisher packages keep persistence and event delivery replaceable. They sit beside AI components rather than underneath them. ```python # command: uv add swarmauri_storage_s3 # command: uv add swarmauri_publisher_redis import swarmauri_publisher_redis as redis_publisher import swarmauri_storage_s3 as s3_storage print(s3_storage.__name__) print(redis_publisher.__name__) ``` ### 9. Evaluators and Measurement - URL: https://swarmauri.com/guides/evaluators-measurement - Description: Use evaluator packages to measure runtime behavior, accessibility, subprocess use, imports, and other quality boundaries. - Explanation: Evaluation is part of the SDK portfolio. These packages help teams measure implementation quality, policy compliance, and runtime behavior. ```python # command: uv add swarmauri_evaluator_subprocess # command: uv add swarmauri_evaluator_externalimports import swarmauri_evaluator_externalimports as imports_eval import swarmauri_evaluator_subprocess as subprocess_eval print(imports_eval.__name__) print(subprocess_eval.__name__) ``` ### 10. Models, Embeddings, and Vector Stores - URL: https://swarmauri.com/guides/models-vectorstores-embeddings - Description: Treat models and vector stores as one family of examples among many, with the same package isolation rules as the rest of the SDK. - Explanation: Agents, language models, embeddings, and vector stores remain important, but they are examples of a wider component taxonomy rather than the full definition of Swarmauri. ```python # command: uv add swarmauri_llm_groq # command: uv add swarmauri_embedding_doc2vec # command: uv add swarmauri_vectorstore_pinecone import swarmauri_embedding_doc2vec as embeddings import swarmauri_llm_groq as groq_llm import swarmauri_vectorstore_pinecone as pinecone print(groq_llm.__name__) print(embeddings.__name__) print(pinecone.__name__) ``` ### 11. Workflows and Toolkits - URL: https://swarmauri.com/guides/workflow-and-toolkits - Description: Use workflow and toolkit packages for higher-level composition without losing direct package ownership. - Explanation: Toolkits group related tools, while workflow packages express execution structure. Both are catalog families that sit above the lower-level component packages. ```python # command: uv add swarmauri_workflow_statedriven # command: uv add swarmauri_toolkit_jupytertoolkit import swarmauri_toolkit_jupytertoolkit as jupyter_tools import swarmauri_workflow_statedriven as workflow print(workflow.__name__) print(jupyter_tools.__name__) ``` ### 12. Package Authoring - URL: https://swarmauri.com/guides/package-authoring - Description: Author new packages against core interfaces and base classes so they fit the package index, docs, and import rules. - Explanation: New Swarmauri packages should land in the right layer, expose direct package imports, and use base classes only when they remove real duplication or enforce shared contracts. ```python # command: uv add swarmauri_base swarmauri_core from pydantic import Field from swarmauri_base.tools.ToolBase import ToolBase class ProjectTool(ToolBase): project_id: str = Field(description="Stable project identifier") def execute(self) -> dict[str, str]: return {"project_id": self.project_id} tool = ProjectTool(project_id="docs-site") print(tool.model_dump_json()) ``` ## Updates ### A Clearer Package Portfolio for Swarmauri - URL: https://swarmauri.com/updates/swarmauri-sdk-granular-package-portfolio - Date: 2026-06-22 - Category: Release Notes - Summary: Swarmauri 0.9.1.dev6 now presents the namespace package as the primary release signal, with 310 active workspace members and 337 indexed package records organized by layer, role, and maturity. - Body: The Swarmauri package portfolio has been reorganized around a source-generated package index so developers can choose between the aggregate `swarmauri` facade and focused split packages without guessing where capabilities live. The current public release signal is the `swarmauri` namespace package at `0.9.1.dev6`. The repository-level workspace still has its own internal monorepo version, but the website header, update copy, and package portfolio should treat the namespace package as the user-facing SDK version. ## What changed - The catalog now tracks 310 active workspace members and 337 indexed package records. - Foundation packages such as `swarmauri_typing`, `swarmauri_core`, `swarmauri_base`, and `swarmauri_standard` are separated from provider, plugin, experimental, facade, and deprecated compatibility packages. - Provider and integration packages, including Pinecone, AWS S3, OpenAI, GitHub, Redis, RabbitMQ, transport, signing, token, certificate, billing, parser, and storage packages, can be installed directly when a service needs a narrow dependency footprint. - The aggregate `swarmauri` facade remains available for developers who want namespace imports and registry-backed discovery. ## Why it matters Swarmauri is not a single monolithic Python dependency. It is a layered package ecosystem. Contract-only environments can start with `swarmauri_core`; component authors can build on `swarmauri_base`; application teams can install concrete standard, community, and provider packages only when those capabilities are needed. That structure reduces cold-start weight, narrows audit scope, and makes package ownership clearer for documentation, release notes, and support. It also helps teams explain the SDK accurately: the package catalog is generated from `swarmauri-sdk/pkgs/package-index.toml`, while installation and usage examples are rendered from the generated website data. ## Recommended install paths ```bash # Broad namespace facade uv add swarmauri # Contract-first environment uv add swarmauri_core swarmauri_typing # Focused provider or capability package uv add swarmauri_storage_s3 swarmauri_vectorstore_pinecone swarmauri_llm_openai ``` For most application developers, start with `swarmauri` or `swarmauri_standard`. For production services with strict dependency boundaries, install only the split packages required by that service. ### Why Composable Architecture is Critical for Agent Safety - URL: https://swarmauri.com/updates/composable-architecture-agent-safety - Date: 2026-06-15 - Category: Architecture Notes - Summary: Reflecting on how monolithic AI frameworks introduce significant security threats and why Swarmauri chooses strict contract decoupling. - Body: When an application imports a massive AI SDK, it imports hundreds of transitive dependencies, multiplying the surface for supply chain exploits. Swarmauri isolates signature verifiers (`swarmauri_signing_ed25519`), key vaults, and SaaS integrations. By establishing strict Python Protocol interfaces, you can audit critical components line-by-line. ### Deep Dive: Elliptic Curve Cryptography in Distributed Agent Networks - URL: https://swarmauri.com/updates/elliptic-curve-cryptography-agent-networks - Date: 2026-06-10 - Category: Package Highlights - Summary: Highlighting our swarmauri_signing_ed25519 standard package and its role in zero-trust execution pathways. - Body: We present a comprehensive overview of elliptic-curve algorithms applied to remote procedure calls (RPC). Using `swarmauri_signing_ed25519`, multi-agent environments can verify identity tokens and execution state before running raw LLM-generated code. ### How to Build a Custom Adapter in 10 Minutes - URL: https://swarmauri.com/updates/build-a-custom-adapter - Date: 2026-06-05 - Category: Tutorials - Summary: Step-by-step developer guide on subclassing ModelBase or ToolBase to wrap proprietary business logic. - Body: This guide details how easy it is to leverage Pydantic v2 validation inside custom adapter packages. Learn about field parsing constraints, dynamic schema metadata exports, and seamless integration into Swarmauri's dynamic importer engine. ### SDK Release v0.7.0 - URL: https://swarmauri.com/updates/sdk-release-v0-7-0 - Date: 2025-03-31 - Category: Release Notes - Summary: Archived release note for Swarmauri SDK v0.7.0, covering observability components, faster uv-based installation workflows, and an alpha JupyterToolkit package family. - Body: > Archived update from March 31, 2025. Version-specific commands and package names are preserved for historical context. ## Release Focus Swarmauri SDK v0.7.0 highlighted three major improvements for developers working with the SDK at that point in the project: - Observability components for global and module-level logging. - Faster installation workflows using uv. - An alpha JupyterToolkit release with more than ten AI-assisted notebook tools. ## Installation ```bash pip install swarmauri==0.7.0 ``` ## Documentation And README References - Historical source tag: https://github.com/swarmauri/swarmauri-sdk/tree/v0.7.0 - Current package catalog: https://swarmauri.com/packages - Current docs hub: https://docs.swarmauri.com ## Current Context This release predates the current generated package catalog and split-package presentation. For current installs, prefer the active package pages and current namespace package version shown in the site header. ### SDK Release v0.6.1 - URL: https://swarmauri.com/updates/sdk-release-v0-6-1 - Date: 2025-03-04 - Category: Release Notes - Summary: Archived release note for Swarmauri SDK v0.6.1, covering plugin architecture, standalone plugin packages, and YAML validation. - Body: > Archived update from March 4, 2025. This page keeps the historical release command visible while pointing readers to the current package catalog. ## What Changed Swarmauri SDK v0.6.1 focused on the plugin and serialization surface: - Introduced the plugin architecture used by the SDK at the time. - Released 40+ standalone plugin packages. - Added YAML validation support. ## Installation ```bash pip install swarmauri==0.6.1 ``` ## Documentation And README References - Current package catalog: https://swarmauri.com/packages - Current docs hub: https://docs.swarmauri.com - Current update archive: https://swarmauri.com/updates ## Current Context The modern website now presents package metadata from the generated SDK package index. Treat this release note as historical context, not as the current install recommendation. ### Crouton Pre-release v0.0.4 - URL: https://swarmauri.com/updates/crouton-v0-0-4-dev - Date: 2024-12-07 - Category: Release Notes - Summary: Archived pre-release note for Crouton v0.0.4, a Python-powered CRUD route generator that preceded the current Swarmauri portfolio messaging. - Body: > Archived update from December 7, 2024. This post describes a development pre-release and should be read as historical product context. ## Pre-release Focus Crouton v0.0.4 was presented as a Python-powered CRUD route generator designed to help teams move faster when building API surfaces. The update emphasized: - Automated CRUD route generation. - Quick customization options. - A workflow that lets developers focus on core application logic. ## Installation ```bash pip install -U crouton --pre ``` The `--pre` flag selects the pre-release package version. ## Documentation And README References - Current Swarmauri package catalog: https://swarmauri.com/packages - Current docs hub: https://docs.swarmauri.com - Current community page: https://swarmauri.com/community ## Current Context This page is retained because it was part of the previous Swarmauri website export. It is not a current Swarmauri SDK installation guide. ### SDK Release v0.5.2 - URL: https://swarmauri.com/updates/sdk-release-v0-5-2 - Date: 2024-11-21 - Category: Release Notes - Summary: Archived release note for Swarmauri SDK v0.5.2, focused on faster installation, reliability improvements, and multimodal development support. - Body: > Archived update from November 21, 2024. The installation command below is version-specific historical guidance. ## Release Focus Swarmauri SDK v0.5.2 emphasized speed and reliability for developers installing and testing the SDK. The release messaging highlighted: - Faster and smoother installation. - Reliability improvements for earlier installation issues. - Additional robustness and multimodal features. ## Installation ```bash pip install swarmauri ``` ## Documentation And README References - Current package catalog: https://swarmauri.com/packages - Current docs hub: https://docs.swarmauri.com - Current release updates: https://swarmauri.com/updates ## Current Context The current site now exposes generated package records, direct package install commands, and package-specific README/source links. Use those generated pages for current project setup. ### SDK Release v0.5.0 - URL: https://swarmauri.com/updates/swarmauri-sdk-release-0_5_0 - Date: 2024-10-02 - Category: Release Notes - Summary: Archived release note for Swarmauri SDK v0.5.0, covering import-path changes, LLM tool accessibility, and Jupyter kernel setup. - Body: > Archived update from October 2, 2024. The import paths and package names reflect the SDK structure at that release. ## Release Focus Swarmauri SDK v0.5.0 introduced significant package and import-path changes: - Renamed `swarmauri.standard` to `swarmauri` for toolkit imports. - Renamed `swarmauri.community` to `swarmauri_community` for LLM tool imports. - Improved toolkit imports and LLM tool accessibility. ## Upgrade Command ```bash pip install swarmauri==0.5.0 swarmauri_community==0.5.0 jupyter ipykernel ``` ## Jupyter Kernel Setup ```bash python -m ipykernel install --user --name=swarmauri-0.5.0 \ --display-name "swarmauri(0.5.0)" ``` ## Migration Notes - Update old toolkit imports to the release-specific naming convention. - Replace `swarmauri.standard` imports with `swarmauri` imports where this release expected that shape. - Replace `swarmauri.community` imports with `swarmauri_community` imports for the release-specific LLM tool package. ## Documentation And README References - Current package catalog: https://swarmauri.com/packages - Current architecture guide: https://swarmauri.com/architecture - Current docs hub: https://docs.swarmauri.com ## Current Context Modern Swarmauri package pages show the current generated install command and import example for each package. Prefer those pages over this archived migration note for new projects. ### SDK Release v0.4.1 - URL: https://swarmauri.com/updates/release-v0-4-1-sdk - Date: 2024-09-01 - Category: Release Notes - Summary: Archived beta release note for Swarmauri SDK v0.4.1, covering distance formulas, model integrations, parser work, issue templates, and contributor credits. - Body: > Archived update from September 1, 2024. This beta-era release note is preserved for project history. ## Release Focus Swarmauri SDK v0.4.1 was presented as a beta release with new components, quality improvements, and project workflow updates. ## Highlights - Added seven distance calculation formulas. - Introduced an AI Studio model integration. - Introduced a DeepSeek model integration. - Previewed an experimental ShuttleAI model with improved tests and parameterization. - Added a Markdown-to-HTML parser. - Added issue templates for contributor workflows. ## Contributors Credited In The Original Post - @faizan2700 - @John Kagunda - @Techie-John - @abdulsamodazeez ## Documentation And README References - Current package catalog: https://swarmauri.com/packages - Current architecture guide: https://swarmauri.com/architecture - Current community page: https://swarmauri.com/community ## Current Context Some package names and provider integrations have changed since this beta-era post. Use the generated package catalog for current package names, install commands, and source/README links. ### Serialization And Swarmauri - URL: https://swarmauri.com/updates/serialization-and-swarmauri - Date: 2024-07-08 - Category: Tutorials - Summary: Archived tutorial showing beta-era Pydantic serialization and deserialization examples for Groq, OpenAI, and Perplexity model wrappers. - Body: > Archived tutorial from July 8, 2024. The examples below preserve the beta-era import paths and should be treated as historical examples. ## Tutorial Focus This article showed how Swarmauri used Pydantic serialization and deserialization to preserve model and agent state across provider-backed LLM workflows. The original walkthrough covered: - `GroqModel` with `SimpleConversationAgent`. - `OpenAIModel` with `SimpleConversationAgent`. - `PerplexityModel` with `SimpleConversationAgent`. - JSON serialization and revalidation using Pydantic model APIs. ## Historical Install Command ```bash pip install swarmauri[full]==0.4.1 ``` ## Groq Example ```python import os from swarmauri.standard.agents.concrete.SimpleConversationAgent import ( SimpleConversationAgent, ) from swarmauri.standard.llms.concrete.GroqModel import GroqModel api_key = os.getenv("GROQ_API_KEY") llm = GroqModel(api_key=api_key) agent = SimpleConversationAgent(llm=llm) result = agent.exec(input_str="hello") print(result) round_trip = SimpleConversationAgent.model_validate_json( agent.model_dump_json() ) assert agent.id == round_trip.id ``` ## OpenAI Example ```python import os from swarmauri.standard.agents.concrete.SimpleConversationAgent import ( SimpleConversationAgent, ) from swarmauri.standard.llms.concrete.OpenAIModel import OpenAIModel api_key = os.getenv("OPENAI_API_KEY") llm = OpenAIModel(api_key=api_key) agent = SimpleConversationAgent(llm=llm) result = agent.exec(input_str="hello") print(result) round_trip = SimpleConversationAgent.model_validate_json( agent.model_dump_json() ) assert agent.id == round_trip.id ``` ## Perplexity Example ```python import os from swarmauri.standard.agents.concrete.SimpleConversationAgent import ( SimpleConversationAgent, ) from swarmauri.standard.llms.concrete.PerplexityModel import PerplexityModel api_key = os.getenv("PERPLEXITY_API_KEY") llm = PerplexityModel(api_key=api_key) agent = SimpleConversationAgent(llm=llm) result = agent.exec(input_str="hello") print(result) round_trip = SimpleConversationAgent.model_validate_json( agent.model_dump_json() ) assert agent.id == round_trip.id ``` ## Documentation And README References - Current package catalog: https://swarmauri.com/packages - Current platform serialization section: https://swarmauri.com/framework - Current docs hub: https://docs.swarmauri.com ## Current Context The current platform page describes JSON, YAML, and TOML round-trip serialization. Use current package pages for current import paths and package-specific README/source links. ### The Swarmauri SDK - URL: https://swarmauri.com/updates/swarmauri-sdk - Date: 2024-04-08 - Category: Release Notes - Summary: Archived overview of the Swarmauri SDK as an open-source platform for modular AI agents, plugins, experiments, and reusable workflows. - Body: > Archived overview from April 8, 2024. This page reflects early SDK positioning before the current generated package catalog. ## Overview The original post introduced Swarmauri as an open-source SDK for building, testing, and deploying AI agents efficiently. It emphasized: - A modular architecture for composing AI workflows. - Community plugins for extending SDK behavior. - Examples and notebooks for experimentation. - Reusable agent, conversation, document, embedding, and tool components. ## Core Themes ### Modular Architecture The SDK was described as a component-based system for tailoring AI solutions to specific domains and tasks. ### Plugin Ecosystem Community-driven plugins were presented as the extension mechanism for adding capabilities such as text processing, document stores, and experimentation tools. ### Agent Factories And Tools The post highlighted built-in APIs for defining, registering, and deploying agents while reusing standard embedding, document, and workflow components. ### Continuous Updates The original page noted ongoing work around modularity, serialization methods, component libraries, tracing, and embedding functionality. ## Historical Install Command ```bash pip install swarmauri[full] ``` ## Documentation And README References - Current package catalog: https://swarmauri.com/packages - Current architecture guide: https://swarmauri.com/architecture - Current docs hub: https://docs.swarmauri.com - Current community page: https://swarmauri.com/community ## Current Context The current Swarmauri website now separates the company site, package portfolio, docs, updates, and careers surfaces. Use generated package pages for current install commands, import examples, package maturity, and source/README links. ## Claims ### Granular Package Decoupling - Category: Packaging - Package: Entire Ecosystem - Status: Verified - Verification: 310 packages isolated with individual pyproject.toml - Details: Each package contains distinct dependency scopes, avoiding dependency bloat in lightweight runtimes. - Citation: https://github.com/swarmauri/swarmauri-sdk/blob/main/pyproject.toml ### Elliptic Curve Integrity - Category: Security - Package: swarmauri_signing_ed25519 - Status: Verified - Verification: NIST-standard cryptography validation & tests in repo - Details: Leverages the Ed25519 algorithm via the python cryptography library for non-repudiable message verification. - Citation: NIST Special Publication 800-186 ### Symmetric Encryption GCM - Category: Security - Package: swarmauri_cipher_suite_aes - Status: Verified - Verification: PyTest cryptographic suite verified offline - Details: Implements AES-256-GCM, ensuring authentic payload delivery and confidential internal agent state storage. - Citation: NIST SP 800-38D ### Contract-Implementation Decoupling - Category: Architecture - Package: swarmauri_core - Status: Verified - Verification: Zero concrete imports or python execution code within swarmauri_core - Details: Enforces strict protocol declarations, guaranteeing that developers can replace implementations with zero core modifications. - Citation: PEP-544 Protocols and Abstract Base Classes ### Pinecone Similarity Matching - Category: Integrations - Package: swarmauri_vectorstore_pinecone - Status: Verified - Verification: Pinecone Client v3 fully compatible - Details: Maps abstract similarity query methods onto Pinecone Serverless REST protocols with automatic dimension validation. - Citation: https://docs.pinecone.io/guides/get-started/quickstart ### Pydantic State Safety - Category: Maturity - Package: swarmauri_base - Status: Verified - Verification: Pydantic v2 Type Enforcement on all properties - Details: Guarantees robust schema sanitization, parsing verification, and uniform JSON serialization across all derived component instances. - Citation: https://docs.pydantic.dev/latest/concepts/models/ ## Careers ### Lead SDK Infrastructure Engineer (Python) - URL: https://swarmauri.com/careers/lead-sdk-infrastructure-engineer-python - Department: Engineering - Location: Remote (Global) - Type: Full-Time - Description: Join the core open-source team maintaining the Swarmauri monorepo structure. You will own workspace organization, dependency decoupling, packaging automation, and PEP namespace resolution. - Requirements: 5+ years of Python expertise with deep knowledge of PEP namespace packaging and modern package managers (uv, poetry). | Robust experience designing strict Pydantic v2 serialization schemas and typing systems. | Passion for building zero-dependency core utilities and decoupled, test-driven micro-packages. ### Developer Relations & Technical Writer - URL: https://swarmauri.com/careers/developer-relations-technical-writer - Department: Developer Relations - Location: Remote - Type: Full-Time - Description: Translate advanced cryptographic concepts, multi-agent planners, and composable python packages into highly digestible tutorials, quickstarts, and visual catalog systems. - Requirements: Outstanding technical writing skills with a portfolio of developer-first API documentation. | Hands-on experience with MkDocs, Material themes, and automating doc-string extractions. | Comfortable writing executable Python test suites to guarantee code snippet validity. ### Open Source Core Contributor (Talent Network) - URL: https://swarmauri.com/careers/open-source-core-contributor-talent-network - Department: Community - Location: Async - Type: Contract-to-Hire - Description: Swarmauri values active contributor-to-hire pathways. Submit high-quality PRs, build provider integration packages, or write security adapters to join our primary fully-remote engineering staff. - Requirements: Proven public track record of contributing to open-source python repositories. | Familiarity with Swarmauri's contract-first architecture (ModelBase, ToolBase, VectorStoreBase). | Self-driven, documentation-first execution model in asynchronous settings.