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.
Benchmark
Deterministic quantitative quality benchmark and linter for Model Context Protocol (MCP) tool definitions
Skynt
Policy gateway for MCP.
ShowYourWork
MCP server that keeps a signed, tamper-evident log of AI-assisted writing (46 tests)
Agentifyapi
Make your FastAPI services agent-ready with owner-approved MCP tools
Enterprise Agent Harness Project Template
Production-grade template for AI agent harnesses: ReAct loop, sandboxed tools, policy & human approval, memory, multi-agent, observability, evals. Agent = Model + Harness.
Cairnlock
Static analyzer and lockfile for AI-agent context files: AGENTS.md, CLAUDE.md, MCP configs, skill folders.
Google Sheets
MCP server for Google Sheets — read, write, and manage spreadsheets from Claude Desktop, Claude Code, and any Model Context Protocol client. TypeScript, OAuth 2.0.
Ignite Agent
🚀 The ultimate AI agent framework using the Model Context Protocol (MCP). Bridge Python and Node.js to instantly automate tasks, build custom bots, and connect your favorite AI mo…
Reskill
A very useful skill maker, now with MCP servers!
Cahut
The home for everything your AIs make. Documents, decks, dashboards and small apps, published over MCP to your own server and shared by link.
Agentic RFP
Answers RFPs from your own product docs with cited, quality-checked drafts. Go API, Python workers, pgvector, Redis Streams, MCP server, LLM eval harness.
AEO Audit
AEO Auditor — PageSpeed for AI Agents. Scan websites for AI readiness, MCP support, identity, pricing, and trust signals.
Personal Context
Local vault for personal context. One encrypted record on this device; each paired agent gets a single context contract. MCP, loopback only.
Daemora
Open-source AI agent - any LLM, any MCP server, any channel. Self-hosted, autonomous, multi-tenant.
ToolFlow
A runtime-first MCP tool system. No workflow, Python-native tools, dynamic composition, stateless execution with FastMCP.
Mcpfarm.ai
Open-source MCP server farm — deploy, auto-discover, and orchestrate multiple FastMCP tool servers behind a single gateway. Real-time dashboard, API key auth, Prometheus metrics,…
Go Tools
A Go-focused Model Context Protocol (MCP) server that provides idiomatic Go code generation, style guidelines, and best practices. This tool helps Language Models understand and g…
Sparql
Generic SPARQL 1.1 MCP server — connect any AI agent to any triplestore (Fuseki, GraphDB, Stardog, Virtuoso, Neptune, Blazegraph)
Sqllite MCP Server
🗄️ SQLite MCP Server
Deep Search
Runs a search across all major providers simultaneously
Node Red Contrib MCP
Connect Node-RED workflows with AI agents to automate tasks and integrate intelligence into your applications efficiently.
Context Vault
Persistent memory for AI agents — save and search knowledge across sessions via MCP. Local-first, markdown + SQLite + embeddings.
Get Youtube Video Transcript MCP
This is an MCP server which grabs transcripts/subtitles as well as the title from YouTube videos using yt-dlp.
Sabaki LLM
利用 KataGo 的专业围棋分析能力和 LLM 的自然语言理解与解释能力，为用户提供既专业又易于理解的围棋分析结果
Semantic Memory
Persistent memory with semantic search for Claude and MCP-compatible clients
Informix DB MCP
Informix MCP Server
Lokis MCP
Lokis MCP Server will trick your LLM
LlmsTxtKit
A C#/.NET MCP (Model Context Protocol) server and library that implements llms.txt-aware content retrieval, validation, and caching for AI agent systems.
Fastmcp Starter Kit
starter kit for fast mcp
Polyagent
Multi-provider AI agent bridge, an MCP server that lets Claude Desktop delegate tasks (security scans, code review, analysis) to Gemini, AWS Bedrock, and OpenAI-compatible models,…
ConvergioPlatform
AI orchestration platform — Rust daemon, local LLM kernel, MCP server, P2P mesh, 89 agents, Telegram bot. Free and source-available.
Cortex Claude
100% persistent memory system for Claude Code with auto-extraction, auto-recall, and compounding learnings (LADS)
SPL-BGU/PlanningCopilot
specific training.
timezone
Model Context Protocol (MCP) server for timezone conversion and meeting planning: schedule a meeting across time zones. Find meeting slots inside everyone's working hours. Works w…
archive
Curated rules, guides, and resources for AI coding agents — Claude Code, prompts, MCP, skills, and best practices
lorem
MCP (Model Context Protocol) Lorem Ipsum generator - Provides Lorem Ipsum text generation through the MCP protocol for AI assistants and language models
LlmApiLib
PHP library for interacting with multiple LLM providers (Google, Mistral, OpenAI, OVH and any OpenAI-compatible endpoint) with failover, retry, and tool calling support.
Reliefai
Multi-agent AI system for real-time disaster relief coordination. One command deploys 5 AI agents — volunteer scheduling, supply tracking, 6-language broadcasts & reports. Built w…
Sigmap
97% token reduction for AI coding sessions — zero deps, 21 languages, MCP server
Continuous Improvement
Install 7-law discipline + instinct-based learning (Mulahazah) into Claude Code — hooks observe every session, instincts strengthen or decay with confidence scoring
FastMCP Blueprint
Quickly bootstrap any FastMCP server with Python, Linting, Testing and helpful LLM Skills
Nexus Lab
Secure MCP server templates for Claude Code
VrtxOmega/omega-brain-mcp
Node Cortex validations.
Fastmcp Python Repl Server
🤖 A powerful Python REPL server built with FastMCP — run code via LLM tools | OpenAI & Claude compatible
Greenhouse
Open-source, self-hosted AI agent workbench. One tool layer powers your team's chat, your app's agent, and any MCP client — add a capability by writing one file.
Thezenmonster/agentmem
Governed memory for coding agents with trust lifecycle (hypothesis → active → validated → deprecated), conflict detection, staleness tracking, and health scoring. SQLite + FTS5, z…
Awesome MCP Servers 2026
Awesome MCP Servers 2026 — curated list of Model Context Protocol servers for AI agents
qsearch
Practical LLM-powered search engine and knowledge base framework with real-time search and agent support, built with SpringAI, RAG, DeepSeek, Dify, Ollama, and Xinference.
Graphstore
Memory infrastructure for AI agents!! store, recall by meaning or association, ingest documents, and track beliefs in one Python library.
kiro0x/five-mcp
choice questions about an AI's psychology. Drop the JSON into any LLM's system prompt to prevent persona drift; reduces inference cost from retries. 160,000 personality patterns;…