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MCP-LLM Bridge

Bridge between Ollama and MCP servers, enabling local LLMs to use Model Context Protocol tools

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AgentChat 是一个基于 LLM 的智能体交流平台,内置默认 Agent 并支持用户自定义 Agent。通过多轮对话和任务协作,Agent 可以理解并协助完成复杂任务。项目集成 LangChain、Function Call、MCP 协议、RAG、Memory、HITL、Skill、Milvus 和…

Fastcrw

Fast, lightweight Firecrawl/Tavily alternative in Rust. Web scraper, crawler & search API with MCP server for AI agents. Drop-in Firecrawl-compatible API…

Piia Engram

Persistent AI memory across tools — remember your preferences, code standards, and decisions across Claude Code, Cursor, Codex, and any MCP tool. Local-first…

Memory Service

Integrates with ChromaDB using sentence transformers for efficient text embedding, enabling semantic search and content recommendation via websocket…

Pluggedin App

The Crossroads for AI Data Exchanges. A unified, self-hostable web interface for discovering, configuring, and managing Model Context Protocol (MCP)…

OpenRouter Agents MCP Server

A multi-agent research MCP server + mini client adapter - orchestrates a net of async agents or streaming swarm to conduct ensemble consensus-backed research…

MCP Excel Reader

Integrates with Excel files to enable efficient processing and analysis of large spreadsheet datasets through automatic chunking and pagination.

Gemini Context MCP Server

MCP server for Cursor that leverages Gemini's much larger context window to enhance the capabilities of the AI tools

KnowledgeGraph MCP Server

MCP server for enabling persistent knowledge storage for Claude through a knowledge graph with multiple storage backends and fuzzy search

Context Mem

Your AI forgets everything between sessions. This fixes that — 98%+ retrieval accuracy, 100% on LongMemEval, 99% token savings. 44 MCP tools. Fully local, zero…

Grok FAF

Persistent Project Context for xAI Grok — IANA-registered .faf format · MCP server on a URL

Faostat Mcp

MCP server that exposes the full FAOSTAT API as tools for AI assistants — query UNFAO Food & Agriculture Statistics in natural language via Claude, Cursor, or…

Zig MCP Server

Provides Zig language tooling and code analysis, enhancing AI capabilities with Zig-specific functions like code optimization, compute unit estimation, code…

VMware ESXi

Provides a RESTful API for complete VMware ESXi/vCenter environment management including VM lifecycle operations and real-time performance monitoring through…

VibeCoderMCP

Guides LLMs through structured software development workflows with feature clarification, PRD generation, and phase-based tracking using a hybrid document…

Redis

Bridge to Redis databases, enabling fast in-memory data operations for AI workflows.

Protonmail

Enables sending emails through Protonmail's SMTP service with support for multiple recipients, CC/BCC functionality, and both plain text and HTML content.

Code Runner

Executes code snippets in isolated Docker containers with resource limits and security controls for safe testing and debugging across multiple programming…

FitLLM

Will this LLM fit on your GPU, multi-GPU rig or Mac? Exact VRAM & KV-cache math. Remote server: https://fitllm.run/api/mcp