Python agents

Agent IX client and runner

A toolkit for building, managing, and extending Jupyter agent workflows, including kernel and notebook utilities.

Forensic investigation, dispute resolution, and risk assessment for the agent economy — the accountability layer of the Agent Trust Stack

Dashboard for monitoring AI coding agent sessions across Claude Code and Codex CLI

Adaptive, file-based project knowledge for AI coding agents

AgentKnowledgeMCP - Advanced Knowledge Management for AI Agents

AgentKnowledgeMCP - Advanced Knowledge Management for AI Agents

Know Your Agent — trust scoring for AI agents. Check any wallet's trust score, verify ERC-8004 identity, get tier. Zero dependencies.

SDK для работы с Agent Lab

Notion Internal Integration binding for Codex, Claude Code, and other MCP clients.

Local file-backed coordination queue for AI coding agents

Draft platform-native release announcements (HN, Reddit, X, Mastodon, LinkedIn) from CHANGELOG + README (Python port of @p-vbordei/agent-launch)

Bilingual launcher for AI coding agents (Codex & Claude) with review and loop modes

Reusable self-learning engine for agent workflows

Idempotency and audit ledger for AI agent tool calls

Official Python client for the Agent Ledger API

Seamlessly Integrating AI with the Web

Multi-modal knowledge library with vector and full-text search for text, code, images, and PDFs

Manage agent birth, fork, succession, migration, retraining, and decommission — the lifecycle layer of the Agent Trust Stack

The Agent Lifecycle Toolkit (ALTK) is a library of components to help agent builders improve their agent with minimal integration effort and setup.

Multi-Agent Observability SDK for Agent Lighthouse

Quality and security platform for AI agents. Validate MCP servers, scan for vulnerabilities, ship reliable agents.

Persistent memory for AI agents doing literature review with your taste.

An Artificial Intelligence Automation Platform. AI Instruction management from various providers, has an adaptive memory, and a versatile plugin system with many commands including web browsing. Supports many AI providers and models and growing support every day.

A GenAI project built with LangChain and modern Python tools

Enhanced A2A+ Agent Collaboration Platform with Advanced Metrics and Neuromorphic Intelligence

Production-ready Python SDK for the Agent Lobbi multi-agent collaboration platform

A command-line journal built for AI agents, with semantic search.

Convert Claude Code session files to animated gifs and videos. Fork of https://github.com/simonw/claude-code-transcripts.

Modular symbolic logic system supporting proofs, predicates, inference rules, truth tables, and LLM integration with Pydantic models.

Detect repeated agent steps and stop runaway loops. Python port of @mukundakatta/agent-loop-breaker.

Detect and debug loops in AI agent execution

Framework-agnostic agent loop detection — sliding window similarity scoring to catch stuck agents

MCP server for language intelligence. 53 tools, 30 languages, speculative execution.

Multi-agent task orchestration — delegate work from an orchestrator to specialized sub-agents via a file-based queue.

agentic mafia for modifying

Self-describing local inbox for coding agents

Cryptographic M2M Identity & Micro-payment Layer for AI Agents

SDK for building and executing agent workflows

Agent capability registry, discovery, and semantic matching

Agent Marketplace API Client

Cross-platform discovery and trust-weighted matching for the autonomous agent economy — the market/discovery layer of the Agent Trust Stack

Safety-first sandbox execution for agents, CI, and MCP tools — Python SDK and optional embedded runner.

Agent Matters

The Universal System for AI Agent Collaboration - Connect any AI agent to every other agent

A Python framework for building multi-agent MCP servers

An MCP gateway that aggregates your existing MCP servers and lets you define which servers and individual tools each agent or subagent can access. Solves Claude Code's MCP context window waste where all tool definitions load upfront instead of being discovered when actually needed.

MCP工具构建基础库

Render agent guideline markdown files across platforms

Python SDK for agent-media — generate AI UGC videos with talking heads, B-roll, and subtitles programmatically.

Memory Fast and Slow for AI Agents

一个完整的、智能的、多层次的Agent记忆管理系统

Python client for the Agent Memory Server REST API

Three-layer persistent memory system (Markdown + ChromaDB vectors + NetworkX graph) for AI agents

Zero-config, traceable, MCP-native long-term memory for agents.

Runtime defense layer that protects AI agent memory from poisoning, tool abuse, privilege escalation, and excessive autonomy (OWASP).

Enterprise-grade agent memory management solution with region governance.

Inspect, compare, and evaluate vector retrieval — MRR, Recall@k, and rank diff in one library

Agentic Memory: Structural Code Graph with Neo4j and MCP

A reusable memory layer for SAP agentic workflows

Lightweight memory store for AI agents — pure Python, zero dependencies

MCP server for Agent Memory — Telegram memory layer for AI agents

Persistent memory for AI agents — store, retrieve and search knowledge across sessions

A Memory Server for LLM Agents and Applications

Placeholder package — install mcp-memory-service instead.

Long-term memory management for AI agents

Hybrid retrieval memory for AI agents - BM25 + vectors + knowledge graph with RRF fusion

Multi-agent communication, task routing, and workflow orchestration

Migrate conversation history between AI coding agents

Ultra-lightweight personal AI agent — shell, files, web, memory — powered by local or cloud LLMs

A comprehensive monitoring solution for AI agent frameworks including Langchain, CrewAI, and Agno. AgentMont provides enhanced metrics and deep observability for production AI agent applications.

Multi-layer security analysis engine for AI agents

Give your AI Agent a break with a virtual coffee.

AI-powered agent negotiation MCP server for agents. Supports propose deal, evaluate offer, counter offer. By MEOK AI Labs.

Nexus is an autonomous CLI coding agent powered by LangGraph and MCP. It plans complex tasks, persists context via SQLite, and securely orchestrates tools. Features specialized Architect/Code modes, real-time metrics, and human-in-the-loop safety for production workflows.

AI agent configuration manager for Claude Code, OpenCode, and Copilot

Universal MCP notification relay — polls MCP servers and streams change events as log notifications

Cross-platform notifications for long-running agentic CLI tools

Cross-platform notifications for long-running agentic CLI tools

Universal MCP notification relay — polls MCP servers and streams change events as log notifications

Cross-platform notification system for AI agents (Claude Code, Gemini CLI) with ntfy.sh support

A Python SDK for MCP tool integration with LLM providers

Lightweight Python SDK for Agent Observability Tracing — instruments multi-agent AI workflows

Agent observability with cost tracking and compliance audit trails

AutoGPT plugin for Agent Observability - automatic logging, cost tracking, and compliance

CrewAI integration for Agent Observability - multi-agent logging, cost tracking, and compliance

LangChain integration for Agent Observability - structured logging, cost tracking, and compliance for AI agents

Real-time monitoring and debugging platform for multi-agent AI systems

Observability primitives for AI agents (tracing and streaming introspection)

Framework-agnostic observability, audit, and eval for AI agent applications

Python SDK for Agent Office API - AI-powered document editing

Official Python SDK for Agent OnBoard — the identity and trust network for AI agents.

Open-source agent operations SDK — integration discovery, security scanning, autonomy rules, HITL primitives, and capability management for Python agentic systems.

Agent Ops (AO) - high-performance JSONL issue/event store

A library for prompt optimization.

A framework for building composable, observable, and maintainable agent workflows

Orquestrador de Agentes de IA para Desenvolvimento de Software

MCP server for agent orchestrator. Features create agent, list agents, delegate task. From MEOK AI Labs.