Python agents

Light implementations for using moving averages in real time.

Python framework for building Max messenger bots powered by YandexGPT

Synap memory integration for AutoGen / AG2

Synap memory integration for Anthropic's Claude Agent SDK

Synap memory integration for CrewAI

Synap memory integration for Haystack — SynapMemoryStore + retriever/writer components

Synap memory integration for LangChain and LangGraph

Synap memory integration for LangGraph — BaseStore + BaseCheckpointSaver

Synap memory integration for LiveKit Agents — preload long-term memory, record turns, expose Synap as LLM tools

Synap memory integration for LlamaIndex

Synap memory integration for Microsoft Agent Framework

Synap memory plugin for NVIDIA NeMo Agent Toolkit (NAT)

Synap memory integration for OpenAI Agents SDK

Synap memory integration for Pydantic AI

Synap memory integration for Microsoft Semantic Kernel

A powerful Python framework for building intelligent agents with structured outputs, document generation, database integration, and advanced hook-based customization.

A unified OpenAI API client with rate limiting, caching, and batch processing

maxllm_gate - Intelligent LLM client with built-in rate limiting. Maximizes throughput and prevents 429 errors.

An AI-powered scripting assistant for Autodesk Maya users!

A Task-Level Distributed Agent Workflow Framework for building scalable, resource-efficient multi-agent systems

llm tool for the MB project for Fine-tuning and Segmentation

GPT functions

RAG function file

Embodied AI

Microsoft AutoGen integration for MCAL - Goal-aware memory for multi-agent systems

CrewAI integration for MCAL - Goal-aware memory for AI agent crews

LangGraph integration for MCAL - Goal-aware memory for AI agents

RAGAS integration adapter for Metrics Computation Engine

mCodeGPT

mcodegpthippa

Build effective agents with Model Context Protocol (MCP) using simple, composable patterns.

Placeholder for the official Python SDK for the Intelligent Agents Platform (MCP). Coming soon!

Deprecated Python library for the MCP Agent Cloud API. Replaced in full by mcp-agent.

Enables any MCP-compliant agentic platform (Claude, Grok, TypingMind, Cursor, etc

Ferramenta de consulta de bases de dados usando linguagem natural com agente inteligente

MCP Agent Graph - Python SDK for Agent Development Framework

Portable MCP server for agent handoff state and review tracking.

Coordinated multi-agent messaging and coordination MCP server.

MCP server for orchestration, lane management, worker daemons, and turn metrics.

Agentic code review MCP server powered by OpenAI-compatible models (defaults to free GitHub Models)

The High-Performance Local Runtime for Autonomous Agents

Local-first MCP server inspector, smoke tester, and agent runner with a web UI, CLI, and JSON traces.

Minimal MCP Agent REPL interface

MCP server for interacting with AI agents through the Agent API

MCP STDIO proxy for Amazon Bedrock AgentCore Runtime

A specialized MCP server that tracks your Python development sessions, errors, fixes, and coding patterns using a persistent knowledge graph. This helps you build a searchable database of your development learnings, solutions, and insights.

MCP Server for AgentNEX - Bridge between NEXA AI and AgentNEX Backend

A Python SDK for MCP tool integration with LLM providers

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An MCP server for bringing Anthropic's Agent Skills to any MCP-compatible agent.

AgentTrust MCP Server — verify AI agent and MCP server quality from your IDE

AI Agent Python SDK - 让任何后台系统快速接入 AI Agent 能力

MCP-Bastion security middleware for Anthropic Claude - prompt injection, PII, and rate-limit protection for AI agents

MCP-Bastion security middleware for AWS Bedrock - prompt injection, PII, and rate-limit protection for cloud AI agents

MCP-Bastion security middleware for Cohere - prompt injection, PII, and rate-limit protection

MCP-Bastion security middleware for CrewAI - prompt injection, PII, and rate-limit protection for AI agent crews

MCP-Bastion security middleware for Google Gemini - prompt injection, PII, and rate-limit protection

MCP-Bastion security middleware for Groq - prompt injection, PII, and rate-limit protection for ultra-fast LLM inference

MCP-Bastion security middleware integration for LangChain - prompt injection, PII, and rate-limit protection for LLM agents

MCP-Bastion security middleware for LlamaIndex - prompt injection, PII, and rate-limit protection for RAG pipelines

MCP-Bastion security middleware for Mistral AI - prompt injection, PII, and rate-limit protection

MCP-Bastion security middleware for OpenAI - prompt injection, PII, and rate-limit protection for GPT agents

MCP implementation of Claude Code capabilities

Namespace alias for claude-command - AI command center for Claude Code

Namespace alias for claude-command - AI command center for Claude Code

MCP server for Claude conversation extraction with enhanced export and search

MCP-enabled AI assistant with tool integration

MCP Client for Ollama - A client for connecting to Model Context Protocol servers using Ollama

MCP server for the LLMs

A CLI tool that helps you manage your emails.

Gemini embedder for mcp-fts5-starter — drop-in hybrid BM25 + dense retrieval via Google's Gemini Embeddings API.

MCP server for Google Gemini AI - text, image, video, research, and more

MCP Server for web search via Gemini's grounding API

输入OpenWeather-API-KEY，获取天气信息

MCP server providing Google AI platform documentation (Gemini Enterprise Agent Platform + Vertex AI) to AI agents

Haystack integration for Model Context Protocol (MCP)

MCP Server for LightRAG with smart document upsert capabilities

MCP server for hot-swapping llama.cpp models in Claude Code sessions

MCP server for the LLMs

MCP server exposing llm-behave behavioral regression testing as Claude tools

Python client, based on fastmcp, for connecting to MCP servers through multiple protocols, specifically designed to work with integrated language models.

A Multi-Client Proxy (MCP) for various LLMs with failover and flexible response formats.

MCP server that packages LLM evaluation gates as reusable CI/CD primitives

MCP-compatible LLM gateway that proxies completion requests to downstream OpenAI-compatible providers

Uses Claude or OpenAI API to convert prompt-mapped input into concrete MCP server components such as tools, resource templates, and prompt handlers

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Local MCP server for RAG over PDFs, DOCX, images, and plaintext files.

Live data layer for agents. Expose canonical business objects as database-consistent, instantly-queryable SQL views via Model Context Protocol

A unified Neo4j MCP server for GraphRAG: vector search, fulltext search, search-augmented Cypher queries, write operations, and multimodal image retrieval

MCP server for Korea National Pension Service business enrollment API

MCP server for Ollama integration

MCP server for Ollama integration

Model Context Protocol server that proxies local Ollama to MCP clients like Windsurf and VS Code. Companion VS Code UI: https://github.com/pblagoje/mcp-ollama-extension

MCP Client with OpenAI compatible API

OpenAI image generation MCP server

MCP server exposing OpenAI gpt-image-2 image generation and editing as a single tool for Claude Code and other MCP clients.

using openai websearch as mcp server

基于mcp的rag服务

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MCP server for RAG (Retrieval-Augmented Generation) operations with local document indexing - Fork with enhancements