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A lightweight spec-driven loop harness for Claude Code, Codex, and Gemini CLI. Fresh-context runs, specs, commits, and gates to get you and your agents productive immediately.

A python library for creating AI assistants with Vectara, using Agentic RAG

A Python-based Xiaozhi AI for users who want the full Xiaozhi experience without owning specialized hardware.

In-process sandboxed-python based on RustPython and WASM Reactor mode for building LLM Agent's PTC (Programmatic Tool Calling) style tools

Python client, CLI, and MCP server for the Elegoo Centauri Carbon 3D printer

Your personal self-evolving AI agent. In Telegram. With your rules.

A production-grade Python AI Agent framework with persistent memory, hooks-driven architecture, and compute-storage separation.

AI Agent Framework, the Pydantic way

File Storage & Sandbox Backends for Pydantic AI: console tools for file operations, Docker-isolated sandboxes for safe execution, and permission system with presets for access control. Enables secure

PineScript Expert: A Retrieval-Augmented Generation (RAG) agent using Pydantic AI that provides accurate Pine Script v6 guidance. It answers questions, offers code examples, and generates custom indic

Pydantic AI RLM - Handle Extremely Large Contexts with Any LLM Provider

This package implements Agent Skills (https://agentskills.io) support with progressive disclosure for Pydantic AI. Supports filesystem and programmatic skills.

Multi-agent orchestration framework powered by Pydantic AI. Build complex agent collaborations with clean, declarative code, automatic topology validation, built-in execution tracking, and full contro

Build Claude Code–style deep agents in Python: tool-calling, sandboxed execution, multi-agent teams, skills, checkpoints, and unlimited context — all on Pydantic AI.

PydanticRPC is a Python library for rapidly exposing Pydantic models as gRPC, ConnectRPC, and MCP services without protobuf files.

A minimalistic application, where we use pydantic AI agents in multi-agent delegation structure that depends on the agents decisions.

Pydantic AI Research Agent Built with the PRP Framework Template

Generate Python Package with Simple Prompts

a simple lightweight large language model pipeline framework.

A template repository for developing MCP servers in Python

A Python SDK for OceanBase Multimodal Store—enabling vector search, full-text search, and JSON table operations—offers both Milvus-compatible API and SQLAlchemy-based SQL mode, and supports both Ocean

A Python library for anomaly detection across tabular, time series, graph, text, and image data. 60+ detectors, benchmark-backed ADEngine orchestration, and an agentic workflow for AI agents.

Primavera P6 XER schedule analysis MCP server — tools for critical path, earned value, float, quality checks.

AI-Driven Handbook Generator with Multi-Agent Orchestration (Pyragogy AI Village)

PyroScan AI is a GenAI-powered multi-agent system for real-time forest fire prediction across 10 global zones. Designed for researchers and disaster teams, it includes agents for fire detection, weath

A unified python SDK supports OceanBase or OceanBase seekdb, more efficient and easy-to-use.

A visual playground for agentic workflows: Iterate over your agents 10x faster

The testing framework for skill engineering. Test MCP tools, prompt templates, agent skills, custom agents, and instruction files with real LLMs. AI analyzes results and tells you what to fix.

Think first, then code. Where Claude Code and Codex jump straight to writing, this stays review-first: a code reviewer, security scanner, root-cause debugger, and code generator, all in one shell-nati

🔐 Plug-and-play auth for Python MCP servers.

Durable workflow integrations for AI agent frameworks

🚀 Веб-интерфейс для AI-агента с возможностью выполнения Python-кода, управления файлами и работы с веб-контентом

A repository of examples using Python AI Agent frameworks that work with GitHub Models and Azure OpenAI.

Python Coding Agent is an Crew AI Agent built using OpenAI's GPT-3.5 and Groq, designed to help with coding tasks such as generating code snippets, debugging, and providing code explanations. It aims

Another curated list of Python frameworks

支持查询主流agent框架技术文档的MCP server（支持stdio和sse两种传输协议）, 支持 langchain、llama-index、autogen、agno、openai-agents-sdk、mcp-doc、camel-ai 和 crew-ai

A set of distilled documentation artifacts for popular Python packages that are suitable for superpowering AI agents, such as Claude Code and Codex.

A comprehensive list of Python projects

Official python implementation of UTCP. UTCP is an open standard that lets AI agents call any API directly, without extra middleware.

OpenClaw reimagined in pure Python — autonomous AI agent with memory, RAG, skills, web dashboard, voice input, daemon, and multi-channel support.

AI-agent-friendly PyTorch research pipeline — one YAML config drives preflight, training, Optuna HPO, and real-time TUI monitoring

PyVision

PyWry is a cross-platform app factory, rendering engine and UI toolkit for Python that produces native desktop, web, and notebook experiences from a single API.

一个轻量级的 Python Web 框架，一站式集成 MCP SSE、StreamHTTP 和 MCPO 协议，助你轻松构建MCP Server🔥

Q A Langchain Chatbot

D2D communication as a multi-agents system, and power control is achieved by maximizing system capacity while maintaining the requirement of quality of service(QoS) from cellular users.

Q-Star Agent Code: A reinforcement learning-based framework for intelligent agents using Microsoft AutoGen. It leverages Q-Star, a Q-learning variant, for dynamic decision-making. Ideal for developing

This repository serves as the comprehensive workspace for Quarter 4 academic endeavors, encompassing assignments, technical documentation, experimental implementations, and applied projects.

QA Docs Chainlit Langchain

Agent-first E2E testing CLI

Semantic code intelligence MCP server for Claude Code - project maps, symbol search, impact analysis, and more

MCP Server for QA Sphere TMS

Enterprise-ready vector database toolkit for building searchable knowledge bases from multiple data sources. Supports multi-project management, automatic ingestion from Confluence/JIRA/Git, intelligen

QevosAgent is a minimalist agent runtime for real tool-calling workflows with persistent artifacts, recoverable memory, and observable execution.

A lightweight and flexible JavaScript library for creating and managing workflows and agents.

一个用 C# .NET 10 写的 Agentic 框架，采用 ReAct 范式，支持渐进式技能 (Skill) 加载、 多个大模型 Provider、MCP Server、图像识别、流式 WebAPI、React WebUI、钉钉集成。

🧀 AI-First Runtime Security Framework for AI Agents — 14 guards, SLM+LLM+rules, never fail-open

Let's Qitos! A torch-like agent-native framework for researchers.

An autonomous cyber-friend with long-term memory & active agency. | 于数据的洪流中，捕获名为‘你’的唯一变量。

qKnow is an open-source intelligent agent platform for enterprise knowledge and industry AI. It unifies documents and data via Knowledge Graphs and RAG, enabling businesses to rapidly build knowledge