Python agents

LoRA adapter bridge between Unsloth and Ollama for dynamic adapter loading.

Python SDK for Lore — coordination memory for multi-agent AI systems: create runs, write events, and fetch read-your-writes context packs.

Pure Python ctypes wrapper for the Luxand LLM SDK

Recognizable alias for m3-memory's LangChain / LangGraph integration (drop-in Mem0 replacement, M3Store, M3Saver checkpointer, retriever, LCEL). Re-exports m3_memory.langchain.

A lightweight multi-agent coordination ledger for task handoff, context handoff, and quality gates.

Launch each project's AI coding agent in its own terminal, auto-tiled across every monitor

AIGP governance adapter for anthropic

AIGP governance adapter for Microsoft AutoGen multi-agent conversations

AIGP governance adapter for CrewAI multi-agent orchestration

AIGP governance adapter for llamaindex

AIGP governance adapter for openai

LLM-powered static analysis and repository understanding tool

Utility tool for converting various files to Markdown

Maton Agent Toolkit

The self-improving AI agent — creates skills from experience, improves them during use, and runs anywhere

Model agents and DAG-based multi-agent collaboration components for MatterLoop

Synap memory integration for Smolagents — memory tools and a turn recorder

Synap memory integration for Strands Agents — long-term memory, short-term context, and real-time anticipation

MCP server to validate agent health under AOS discipline — catch agents that silently fail in production.

RETIRED 2026-08-31 — project deleted, all source removed. This tombstone breaks installs on purpose.

An MCP which allows you to run commands in a terminal and get the output back.

MCP-Bastion security helpers for Microsoft AutoGen / Agent Framework tool messages.

MCP-Bastion security helpers for LangGraph nodes and tool calls.

MCP-Bastion security middleware for LiteLLM (100+ LLM providers via one OpenAI-compatible API).

MCP-Bastion security middleware for Ollama local models (OpenAI-compatible API).

MCP-Bastion security helpers for OpenAI Agents SDK tools and messages.

MCP-Bastion security helpers for Pydantic AI agent prompts and tool args.

MCP server for Mistral API with queueing and rate limiting

Expose any MCP server's tools as OpenAI function-calling tools, and execute OpenAI tool calls back against it.

Microsoft AutoGen agents testing helpers for MCP Test Harness

LangGraph agent graphs testing helpers for MCP Test Harness

LiteLLM proxy / router testing helpers for MCP Test Harness

Ollama local models testing helpers for MCP Test Harness

OpenAI Agents SDK testing helpers for MCP Test Harness

Pydantic AI agents testing helpers for MCP Test Harness

MemKV backend for vLLM native KV offloading: a secondary tier behind the CPU pool (TieringOffloadingSpec) or MemKV as the offload medium itself (MemKVOffloadingSpec).

Durable Anthropic Messages adapter for the MemoFlow Python SDK

Durable OpenAI Responses adapter for the MemoFlow Python SDK

Poison-resistant, Byzantine-fault-tolerant shared memory for Microsoft AutoGen agent teams — implements the autogen_core Memory protocol; one rogue agent can't corrupt the team's recall.

Poison-resistant, Byzantine-fault-tolerant shared memory + robust voting tools for CrewAI crews — one rogue agent can't corrupt what the crew remembers or how it votes.

Poison-resistant, Byzantine-fault-tolerant shared chat memory for LangChain agent swarms — one prompt-injected agent can't corrupt the shared history.

Bit-exact Byzantine-fault-tolerant state layer for federated learning and edge/defence swarms. Three layers — OR-Set CRDT (L1), an epistemic drift + human-in-the-loop layer (L2), and ACFA Q16.16 multi-Krum + G-Set (L3) — keep heterogeneous nodes byte-identical; one prompt-injected or equivocating node can't fork, poison, or move the agreed state. Every write is signed, attributable, and exactly replayable. Architected for large swarms; bit-exact by construction.

Mengram memory tools for CrewAI agents — semantic, episodic, and procedural memory (workflows that learn from failures).

A polished Python chat workspace for Ollama and OpenRouter models

A from-scratch grounded RAG engine over biomedical literature: every ML component trained in-house, every answer cited, verified, or refused.

Framework for benchmarking, evaluating, and orchestrating Retrieval-Augmented Generation pipelines.

Deterministic microscopy image analysis for AI agents, over MCP. Point your Claude/Cursor/Codex agent at an image and it segments, counts, and measures cells — Fiji/ImageJ-equivalent, every number traceable to a tool, never guessed.

Entra ID Agent Container (sidecar) authentication library for Microsoft Agents

Integration library for Microsoft Agents with Teams

The LLM stack you can read and understand: Gemma 4 and Llama on CUDA, built from explicit C++23 components.

A developer-facing memory layer for AI agents (MCP server).

Evolutionary RAG system with holographic memory compression

A dynamic, need-based multi-agent AI framework with session memory, action tracking, tool approval, and browser automation

A minimal coding agent

General purpose agent harness inspired by Claude Code

A compact transactional runtime for verified coding agents.

A lean, snappy fullscreen terminal client for Claude Code

A minimal terminal AI agent inspired by minimal-agent.com.

Local first personal AI agent powered by the Mirai cloud API

MkDocs plugin that submits your docs site to AgentReady after every build, making it instantly queryable by AI agents via MCP.

Closed-loop, self-improving agent engine: Claude Code, Google Antigravity and OpenAI Codex compete for the Editor seat via blind-tournament judging, a deterministic referee (Haskell decision kernel + verified Python fallback) polices the flow, and git + an objective fitness signal arbitrate every change. Persistent sessions, context-rotation memory, AST code graph, temporal experiment knowledge graph.

Provider-neutral tool definitions and execution for Python agents

Multimodal knowledge base for documents and images with intent-aware retrieval, grounded answers, and evidence images.

A local, teaching-first RAG pipeline (Ollama + LangChain + FAISS) that turns any model into an instant expert.

Server-side SDK for the MobileOPS Managed Agent API.

Composable Python runtime for building production AI agents

MOSAIC: evaluating the Moral, Social and Individual dimensions of LLMs

A local citation-aware research and teaching assistant for technical PDFs

Build, patch, and inspect MediaTek-style GPT partition tables from scatter XML files.

Local-first shared long-term memory for multiple AI agent CLIs

Multi-Agent experiment collaboration platform

Meta-package: Multi-Agent Platform CLI + server dependencies

Local-first multilingual RAG for code and technical docs. In-process hybrid retrieval (vector + full-text) with FTS for Cyrillic and other non-ASCII scripts.

a kit for building LLM applications

A sophisticated novel generation and processing agent.

Zero-Configuration RAG Framework and Embeddable SDK for Python

Themed, non-repeating nicknames for Claude Code subagents — a userspace port of Codex's nickname_candidates

Local-first proof recorder for NativeLink-backed Bazel validation runs.

A self-improving agent inspired by Hermes Agent.

ChatGPT-5.4 Nano 中转服务 SDK - 每天免费 1.0K tokens，国内开箱即用

Keenable web search integration for NVIDIA NeMo Agent Toolkit (keyless by default)

Claude adapter for NeMo Fabric

LangChain Deep Agents adapter for NeMo Fabric

All-in-one RAG framework for Nepali Documents.

Local tool-calling agent engine: a model-agnostic loop over local LLMs (the Revenant harness).

Ness Agent is an experimental, hackable agent harness.

Kestrel: a local-first, memory-native AI engineering agent runtime.

Neutral LLM gateway: typed contracts, provider adapters and explicit retry, fallback, usage and cost accounting.

The self-improving AI agent — creates skills from experience, improves them during use, and runs anywhere

A next-generation AI agent framework.

NextPy AI Agent - Intelligent coding assistant for NextPy framework

CI-integrated evaluation harness for LLM agents

An AI-powered PowerShell assistant that converts natural language into PowerShell commands using Gemini and LangChain.

Official Python SDK + CLI for AgentOS

Framework adapters (CrewAI, LangGraph) for the Nornyx nornyx.agentic authorization SPI.

NucliaDB Agentic API for Hyperforge

AI-powered Gmail follow-up CLI agent

Official typed Python client for the NullMail temporary email Pro API

Reusable AI agent framework for building domain-specific assistants with tool use

Agent 观测 SDK：模块四段（输入/结构/流程/输出）申报 + LangChain 自动采集 + HTTP 上报