Python agents

CLI to bootstrap production-ready Google Cloud GenAI agent projects from templates.

Python backend utilities for sharing app state with AI agents. v1: {messages, actions, context} model, breaking changes, RAG-ready architecture.

Agent Station SDK - AI agent infrastructure platform

Agent Status SDK - Outside-in monitoring for AI agents

通用的 AI 浏览器自动化 MCP 工具，让 AI Agent 能够以 Stealth 模式操作任意网站，兼容 agent-browser 接口

A fast framework for building Docker-wrapped AI Agents

A fast CLI tool for real-time stock data

strace for AI agents. Capture and replay every tool call, LLM request, and decision point.

No-code AI agent creation platform with Streamlit UI and FastAPI backend

The Elements of Agent Style: a literature-backed English technical-prose writing ruleset for AI agents, with CLI install/enable/disable for 9 primary agent surfaces.

Intelligent Summarizer of various types of media

Install obra/superpowers agentic skills for GitHub Copilot and Claude Code

Local-first MCP tools: workflow routing/spec + keyword memory (JSON) with optional toggles.

Sven CLI client for agent automation

Kubernetes-like orchestration system for AI agents

Bidirectional synchronization tool for custom agents and settings between Claude Code and GitHub Copilot.

Synchronize agent files across providers

Real-time cost tracking for AI coding agents with budget limits, kill switch, and TUI dashboard.

Task-Specific AI Agent Platform for Cursor AI

Markdown kanban board for AI agents and Claude Code

AI reliability framework with confidence extraction and outlier mining.

MCP server for sequential task execution via FIFO queue

PM-driven review-loop orchestrator for AI coding agents

Minimal stdio MCP server for parallel task execution by AI agents

Task environments and evaluation harnesses for AI agents.

Lightweight task queue for AI agents — pure Python, file-based, zero dependencies

MCP server for multi-agent team chat with webhooks, rate limiting, presence, digests, DocStation, and web frontend.

File-based agent team coordination for OpenClaw

Telegram MCP Server — lets AI agents send/receive Telegram messages via a Bot Token

Terminal UI for Agentic AI!

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Chat platform bridges for AI agent supervision

Rich threads for AI agents

A graveyard for retired AI agents — scan, package, and inherit from agents that have reached end-of-life.

A protocol for AI agent tools

A decentralized marketplace for agent capabilities - The Hands of AI Agents

Production-grade resilience for AI agent tool calls: retries, fallbacks, circuit breakers, and validation

Pick the right tools for an agent task. Boring baseline. Open dataset.

Standardized Agent Runtime — preset-based AI agent gateway with stable HTTP API

A lightweight tool registry for function metadata management

The Tooling Layer - Transform agent decisions into actions via unified tool abstractions

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MCP server providing persistent notes, todos, timers, and a cross-project registry — capabilities that augment Claude Code's built-in harness.

Double-signed receipts for AI-agent tool invocations — DSSE + JCS + Ed25519, verifiable offline (Python port of @p-vbordei/agent-toolprint)

Good tools for pretrained language models as agent developed by zhwang.

Worktree-based agent workflow management toolkit

Reusable tools for LLM agents

Discover x402 paid services, MCP servers and A2A agents from any MCP-compatible agent (Claude, Cursor, Cline).

Agent ToolTree: Navigate your Agent Arsenal - A set of tools to be used by the AI agents

large population models

visualizing large population models

Generate local Markdown, HTML, and JSON review cards from agent trace JSON.

CLI tool for tracing AI-generated code changes

MCP server that diagnoses why your agent behaved the way it did, and how to fix it

LLM API 代理与日志追踪系统 - 透明观察智能体行为

Record, replay, and debug AI agent execution traces

Universal tracing library for AI agent systems with LLM integration, context management, and export capabilities

.track — lightweight ticketing & agent coordination for multi-agent coding workflows

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Replay and diff AI agent event trajectories for debugging regressions. Python port of @mukundakatta/agent-trajectory-replay.

Agent Transfer Protocol (ATP): secure agent-to-agent communication

A comprehensive library for tracking the input, thought process, and output of AI agents

SIP and audio streaming transport for AI voice agents (pure Rust)

A terminal-based tree visualizer for AI agent traces.

Rank multi-agent trace failures by severity. CLI + web dashboard + OTLP receiver, with optional LLM root-cause analysis.

Agent Tribulation — Rigorous AI Agent testing and evaluation framework.

LangChain integration for TrustAgents - protected document loaders, retrievers, and threat scanning

MCP Server for Agent Reputation & Trust Scoring

Python SDK for AI agent security - threat detection, content scanning, trust verification, and red team testing

Complete Agent Trust Stack — one install for provenance, reputation, agreements, accountability, lifecycle, discovery, and economics

Hosted trust services for AI agents — CoC Bitcoin anchoring and ATHP mutual verification

MCP server for autonomous AI agent trust — cryptographic provenance (Chain of Consciousness with Bitcoin OpenTimestamps), decentralized reputation (Agent Rating Protocol with bilateral blind evaluation). Part of the 7-protocol Agent Trust Stack.

Trust telemetry middleware for inter-agent communication — makes instruction contamination observable across traces

Terminal user interface for AI agents built on agent-core.

Local Codex plugin for iterative Agent tuning with guided Skills, reusable runner templates, versioned results, and static validation.

This package defines the interface of AI agent modules.

Reference implementation for the Agent Almanac Code Uniformity benchmark

Update Claude Code sub-agents from GitHub to your project

Agent Sandbox

Agent-based urban planning simulator with closed-form, hybrid, and full-LLM decision engines

Agent URI Protocol Implementation - A complete suite for addressing and interacting with AI agents

Generate a local dashboard from Codex CLI / Claude Code / Cursor agent logs

A Python package demonstrating how to publish 'skills-use' to PyPI

Agent Utilities for Pydantic AI Agents

A library for validating agent outputs against schemas

Lighthouse for AI agents — test if APIs and services are properly accessible to AI agents

A secure execution layer and ERC-7579/ERC-7715 identity framework for Web3 AI agents.

Zero-trust credential manager for AI agents — Python SDK

Record, replay, and diff MCP (Model Context Protocol) interactions — like VCR for AI agents

Benchmark framework for comparing LLM agent tool-call quality across vendors.

Run coding-agent CLIs in an isolated profile and workspace.

Domain-specific agent templates for common enterprise use cases

Persistent virtual filesystem for AI agents, backed by SQLite or Postgres

Standalone agent health monitor — detect loops, stuck states, thrash, and runaway costs in any AI agent workflow.

Remote voice bridge connecting phone browsers to Claude Code

A Model Context Protocol server providing VRM avatar functionality for LLMs