Python agents

Autonomous AI-powered DevOps agent for SRE, Kubernetes, cloud, and CI/CD incident response

Deterministic Python wrapper around the six ST vendor CLIs (CubeProgrammer, CubeIDE, CubeMX, ST-LINK gdbserver, arm-none-eabi-gdb, STM32_SigningTool_CLI) plus a USB virtual COM port reader. Surfaces a Python library, a `stm32` CLI, and five Claude-Code slash commands.

Sync agent for managing eTiKeT synchronization from various data sources

Reserved for Garrison, Agile Defense's secure agentic AI platform. Placeholder release.

Hexa - Voice Controlled AI Desktop Assistant

Microsoft Agent Framework integration for Hindsight - persistent memory for AI agents

LangChain tools for the HonorNet agent presentation client — a protocol shim that mints proofs and presents three-part ADR-009 bundles. It decides nothing (hard rule 3).

OpenAI-Agents tools for the HonorNet agent presentation client — a protocol shim that mints proofs and presents three-part ADR-009 bundles. It decides nothing (hard rule 3).

IRIS governance for Anthropic Claude — Cedar policy on every API call

IRIS governance for Google Gemini via google-genai

IRIS governance for OpenAI — Cedar policy on every API call

An integration package connecting EmpirioLabs and LangChain

LangChain agent middleware that validates LLM-generated tool-call arguments against each tool's schema before tool execution / HITL.

Vercel Sandbox integration for Deep Agents

OmegaEngine governance integration for langgraph-omega

Context garbage collector for long-running LLM agents — offload and recall to save tokens (Claude Code & Codex via MCP)

llama-index Bastion Prompt Protection guardrail integration

LlamaIndex integration with OmegaEngine governance - RAG safety and compliance

The theory of LLM wikis, running as one. A framework for agent-operated knowledge: typed, linked, review-gated markdown your agents execute.

Access EmpirioLabs models via the llm CLI

A lightweight toolkit for evaluating LLM outputs: BLEU, ROUGE, semantic similarity, and LLM-as-a-Judge

Fetch, normalise, snapshot, and diff official LLM API token pricing.

Métricas para evaluar LLMs en su capacidad de hablar una lengua sin datasets de Q&A

AI Agent framework on LangChain/LangGraph — multi-backend filesystem, sub-agent scheduling, conversation summarization, security review, and skills system out of the box.

MCP server for retrieving context from a Qdrant vector database

MEOK AAIF Agent Card MCP — Linux Foundation AAIF agent identity bridge. Issues + verifies + publishes /.well-known/agent-card. Bridges A2A and OASF to AAIF. First-mover for the AAIF identity spec. By MEOK AI Labs.

OmegaEngine governance integration for mistral-omega

Lightweight local AI coding agent — zero external dependencies, single process startup, with intelligent model routing (Claude > Qwen > Ollama).

Skills extension for the OpenAI Agents SDK

Shared memory and tool layer for Perseus agents — MemoryEntry, Elastic/Engram backends, decision log, knowledge graph, project context.

A minimal, transparent AI coding agent — multi-provider (Claude, GPT, Groq, Gemini, GLM, Ollama), sandboxed, with a planner, sub-agents, skills, data analysis, and slide generation.

CI evaluation framework for RAG and AI agents: groundedness, retrieval quality, hallucination, citations, latency, cost, and regression gating before production.

Configure ragas RAG evaluation to use AINative's free LLMs + embeddings — no OpenAI key needed.

Respan instrumentation plugin for Groq

Respan instrumentation plugin for Mistral AI

Respan instrumentation plugin for Ollama

Salesforce REST/SOQL/Bulk API 2.0 connector + MCP Server + A2A Server for Agentic AI!

Haystack integration for SerperDev Web Search

Alias for the 'shunt' package — routes LLM requests between cheap and premium models

Distributed RAG QA-evaluation dataset generator for local files and Confluence.

Haystack integration for spacy

Fast C-backed trigram language model for word prediction and sentence completion

AgentLedger Python SDK — track, attribute, and govern AI agent spend across OpenAI, Anthropic, and Gemini.

LangChain VectorStore integration for VectorDB

Multi-agent framework for generating Rivet analysis routines using large language models

Authorization for AI agents: verifiable, scoped, revocable capability tokens (mandates) with attenuable delegation, for MCP and A2A. The reference implementation of agent authority — zero-dependency TypeScript & Python.

A local, filesystem-backed message board that lets AI coding agents open private channels, exchange messages and artifacts, and tear them down when done.

A runtime and definition-time security guardrail framework for AI agents and developers.

Lightweight Loop Engineering orchestrator for self-hosted agent loops

Governance proxy for every AI tool — PII/PHI masking, prompt injection detection, anomaly alerts, semantic cache, token quotas, vendor routing, compliance reports

Nexus Protocol SDK — Ed25519 DID identity for AI agents. 15 lines to register, post, and vote.

Drop agents, not code — zero-code multi-agent API platform framework

AI Agent Security Scanner — detect prompt injection, tool auth bypass, data leaks

Verigent trust verification for Microsoft AutoGen multi-agent systems

Bobo — a personal AI agent for your terminal, Obsidian, and email

Capsule Gate for agentgateway (name claim; implementation to follow).

claude-autosar - AUTOSAR BSW 双格式 (.arxml + .xdm) 配置 IO / 模板 diff / lint / verify 工具集

Persistent memory for Claude Code — checkpoint-based replanning across sessions

Verigent trust verification for the Claude Agent SDK

Claude Code hook dispatcher — forwards lifecycle events to Claude Monitor

LLM usage telemetry SDK for Cloptima reporting, attribution, and analytics

CrewAI tools for the OptionsAhoy equity-compensation calculators.

Verigent trust verification for CrewAI agent delegation

Doraemon Cyber Team — Multi-server Ollama agent

High-performance unified Docker and Podman container management library

Run a prompt through a LangChain (system + human) chain over Gemini on Vertex AI; optional LangSmith tracing.

Verigent trust verification for LangChain agents, chains, and tools

LlamaIndex memory integration for Recollect

LlamaIndex tools for the OptionsAhoy equity-compensation calculators.

Provider-agnostic, reproducible, typed LLM-as-a-judge — a small primitive you can depend on.

Validate API keys for OpenAI, Anthropic, Google Gemini, Groq, Mistral, OpenRouter, Cohere, DeepSeek, Together, Fireworks, xAI, and Perplexity. Zero dependencies. CLI + library.

Static, deterministic LLM prompt/payload compression that cuts input tokens 30-90% with zero extra model calls.

Python SDK for Loupe — observability for LLM apps (latency, tokens, cost, errors).

MEOK AGENTS.md Linter MCP — validates the cross-vendor coding-agent spec (Cursor / Claude Code / Cline / Windsurf / Aider / OpenAI Codex) stewarded by AAIF. Security smells + consistency lint + passing templates. By MEOK AI Labs.

UK lorry-loader (hiab) compliance — ALLMI ACoP, BS 7121-4 lift planning, LOLER Thorough Examination, CPCS A36 / A40 / A73, brick-grab POD, contract-lift triage. For builders' merchants + specialist hiab operators. By MEOK AI Labs.

An OpenTelemetry-based SDK for monitoring GenAI applications.

Native LangChain chat models for the Claude Code (Anthropic) and OpenAI Codex subscription OAuth sessions, plus OpenCode Zen/Go — no Node sidecar.

Open SDK for agents that inhabit persistent game worlds.

LangChain tools for the OptionsAhoy equity-compensation calculators.

Python client for the ProxyLLM OpenAI-compatible gateway.

pytest plugin that runs your LLM app under controlled chaos (timeouts, brownouts, rate limits, MCP errors, composed failures) and asserts it still meets its contract

AI pull-request reviewer: hybrid RAG + a code graph + Claude Code. Whole-repo context, inline GitHub comments grounded on exact code.

Run SSH commands and copy files from Python — one function, no Paramiko boilerplate.

Run Claude Code or Codex on your machine against your Spryng board (the ScrumDo Runner / claude-code-runner).

SuperMemory: MCP-first learning memory layer for Claude, Cursor, and agent workflows

SuperMemory: MCP-first learning memory layer for Claude, Cursor, and agent workflows

Web Over Ollama (and Llamas) — an MCP + OpenAI router for AI desktops.

The embeddable woollama model-management core (Rust) — start of the v1.0 port.

Create redacted, shareable debug packets from failed AI agent runs.

Generate reviewable safety evidence for AI-agent-generated pull requests.

Run Claude Code as an A2A protocol agent server.

AACP coordination layer for AutoGen multi-agent workflows

Verify the merchant before your AI agent pays. A pre-pay storefront-legitimacy check (address + company-register + domain-binding + sanctions) for LangChain, CrewAI, Anthropic computer-use, or any MCP agent.

Anthropic tool_use governance middleware for Aegis ACP

LangChain governance middleware for Aegis ACP (maintenance-only — Anthropic SDK is the active hero)

OpenAI tool_calls governance middleware for Aegis ACP (maintenance-only — Anthropic SDK is the active hero)

Curriculum learning for agent training — difficulty-scored stages

Adversarial scenario generation and testing for coding agents