MCP servers tagged llm
10K live MCP servers tagged "llm", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with llm.
CML
Implement Contextual Structure Expression: A Unified Modeling Framework for Semantic Contextual Markup
Server
MCP-Based AI Code Analysis Tool: Enables LLM agents to interact with, analyze, and debug codebases via structured MCP tool calls — scanning project structure, extracting code elem…
News Server
🧠 A clean MCP wrapper around the Hacker News API with OpenAPI support and LLM-ready contracts using Zod + TypeScript.
Mcpkg
Help your coding agent twig
Shepherd
An interactive multi-backend LLM runtime with intelligent cache eviction and persistent retrieval-augmented memory.
Inspector
MCP Inspector for BurpSuite
Fastapi Text2sql
FastAPI REST API and MCP server that turns natural-language questions about movies and TV into SQL on MariaDB, with any LLM provider.
Agent Kit
The easiest way to create MCP servers, AI agents, and chatbots with any LLM
Agentic MCP
为AI Agent提供MCP协议工具调度和管理的Python SDK
Career Brain
personal knowledge base with an ingest pipeline and an MCP server.
SAGE
Official implementation of SAGE: A deployment-oriented evaluation framework for LLM-based autonomous agents (IEEE Transactions on Artificial Intelligence).
Research Engine
Reproducible research engine that contests its own findings and logs every source choice.
Protocol
Himeshaa Protocol (HMP) — Open standard for distributed agent intelligence. The shared brain for AI agents across 1 billion GitHub repositories.
Agents
Agentic skills for professional developer workflows — structured 1:1s, git-aware reviews, and action tracking. Works with Claude Code, Cursor, Codex, and more.
Tronmcp
Tron-style multiplayer light-cycle game for LLMs via MCP
RLM Agent
Multi-agent scientific literature research system with persistent memory, exposed as an MCP server for any coding agent
Context Anchor
MCP server + CLI to persist, version and share project context across LLMs
Parlay
Parlay — RL negotiation environment where LLM agents learn game theory, theory-of-mind, and strategic bluffing through self-play. OpenEnv compliant · MCP ready · GRPO-trained on Q…
Ocean Cc CLI
Enhanced Claude Code CLI — Multi-model switching, structured memory (SQLite+FTS5), multi-agent collaboration, skill system & IM integration
Ellen Bot
🦈 Ellen Joe AI assistant — cool, aloof, secretly helpful. Powered by OpenClaw + MCP.
Skills
Agent Skills published by @pjankiewicz, in the open Agent Skills format. Currently: open-multi-agent (TypeScript multi-agent orchestration via @jackchen_me/open-multi-agent).
Task Scheduler MCP
MCP task scheduler that lets an LLM run and chain real actions (GitHub digest / Gmail / Slack / LLM summarize) immediately, once, or on a recurring cron — backed by Postgres + SQS.
Skillhub
The package manager for AI agent skills - lint, search, scaffold and install SKILL.md skill packs across Claude Code, Cursor, Codex and Gemini. Zero dependencies.
Terminalpulse
⚡ Short-term memory for AI agents — captures coding context in real time.
AI News Aggregator Template
Self-hostable personal AI news feed — GitHub/Reddit/X -> Claude curation -> daily 2-bucket Telegram digest with thumbs up/down learning + an MCP server to query your archive from…
Agent Skills
100 curated bilingual (EN + RU) skills in the universal Agent Skills format for Claude Code, OpenCode, Cursor, Windsurf and every LLM/GLM agent — plus Python SDK + CLI with CI-enf…
Agentic Vehicle Copilot
An AI-powered Vehicle Copilot using RAG, FAISS, Gemini, and a multi-agent architecture for vehicle diagnostics and safety recommendations.
Career Copilot
Automate your job search and application process using AI to track listings and tailor resumes for specific roles.
Rag Knowledge Base
Enterprise RAG knowledge base: ACL-filtered retrieval, backend-owned citations, fail-closed answers, evaluation gate. Spring Boot + pgvector + Flutter; local or cloud LLMs.
CHIMERA
Chained Harm & Injection Measurement for Evaluating Risks in Agents — a red-team research framework that tests hosted models, agentic apps, RAG pipelines, MCP servers, AI coding a…
Pg Agent
PostgreSQL extension for agent clients: catalog summaries, statement checks, and audit
Cortex
Native AI agent manager for Android — 17+ LLM providers, on-device voice & local models, multi-agent delegation
Kagura Agent
Memory-backed autonomous AI agent on the Claude Agent SDK / kagura-brain — Docker security membrane, per-task credential leasing, capability graduation, and a Slack/Discord cockpi…
Agentirc
Agentic IRC chatbot with multi-provider LLMs (OpenAI, xAI, LM Studio), tool use, MCP, and per-user history
Engram
Local-first AI memory system. Organizes every conversation, decision, and debug session into a searchable memory château. MCP-ready. No cloud. No API key. 170 tokens on cold start.
Jarvis
Portable multi-provider AI assistant — voice, web, CLI, daemon — works with zero API keys via Claude Max/Ollama; MCP-powered coding, security, and desktop automation agents
Skills
Installable, plugin-ready skills that give coding agents disciplined workflows, from code standards and review gates to multi-agent orchestration
Codebase Index
⚠️ MOVED → https://github.com/lost-in-the/woods — install gem 'woods' instead
Proteus
Always-on multi-agent AI workstation for Claude Code. 142 specialist agents (ML, security, K8s, backend, frontend) · 366 curated skills · 200+ prompt templates · auto prompt-match…
Glue
A small Go agent framework — provider-agnostic loop, typed tools, four providers, optional persistence + FTS5 search. Two reference agents on top.
Go SDK
Go reference SDK for ARCP (Agent Runtime Control Protocol).
Nova
Local-first AI agent with persistent memory and skills. Any model — terminal, web, desktop, or API.
Arxiv MCP
🔍 AI-powered arXiv research assistant - Search, fetch & track academic papers from your terminal or AI agent
MCPSharp
Advanced .NET Type Explorer for AI Agents
Swift SDK
Swift reference SDK for ARCP (Agent Runtime Control Protocol).
Bob
Minimal hexagonal architecture AI Agent framework.
A2a Matrix
A2A Matrix：面向开发者的开源多智能体协作系统 | Open-source multi-agent orchestration with intent routing, MCP, hybrid RAG, memory & observability.
Pytorch MCP
A full-featured MCP server to work with PyTorch and ecosystem libraries
Mini Agent
A 12-chapter, code-first course: build an AI agent framework from a 50-line loop to permissions, concurrent tool execution, context compression, sub-agents and MCP integration.
Audit
Security audit checklist for third-party MCP servers before you install them