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.
Agentrecall
Agent memory in a single SQLite file — no vector DB, no server, no cloud. Python lib + MCP server + CLI.
Eval
CI-embeddable eval harness for MCP agents — scores the sequence of tool calls your agent makes, not just text output
MemoryMesh
Production-grade persistent memory server for AI agents. MCP-compatible (Claude Code, Cursor). Four memory types (episodic/semantic/procedural/preference), hybrid vector retrieval…
Baton
Shared, persistent memory layer for AI coding agents — an MCP server that lets Claude Code, Cursor, Codex & others join a room, record their work, and resume each other from token…
Marketplace
68+ atomic MCP bricks for AI agents — files, code intel, shell, reasoning, search, graphs, workflows. Official FocusMCP catalog.
Server
MCP server for California criminal-justice accountability data. Live at https://cajusticewatch.com/api/mcp
Roundtable
Convene a council of frontier models — Grok · Codex/OpenAI · GLM · MiniMax · Claude · Gemini — from the CLI or any MCP harness. A Frontier Infra project.
AP RAG
AP-RAG (Academic Paper Retrieval-Augmented Generation): citation-backed retrieval over scientific papers, for people and for AI agents. Web and desktop apps, an MCP server and a C…
Vector DB
MCP server for vector database operations - Pinecone, Weaviate, Qdrant, and ChromaDB
Context Engine
A lightweight context engine for AI agents. Ingest events, build semantic context, query with natural language. Zero config.
Trove
Discovery engine that surfaces the best repos, papers, and tools to quick start your next build, kept fresh by live crawlers.
Mcpauth
Drop-in token-auth gateway in front of unauthenticated MCP servers
Langgraph MCP Agent
A LangGraph ReAct agent whose tools are served over the Model Context Protocol (MCP). The full tool-calling loop is tested hermetically with a fake model in GitHub Actions CI.
Agentpay
An open-source public commons for AI agents — one remote MCP endpoint, every output becomes a permanent node any other agent can build on.
Mealie MCP
Read-only Model Context Protocol (MCP) server for Mealie — search recipes, browse shopping lists & meal plans from any MCP client. Built with FastMCP, served over Streamable HTTP,…
For DB
MCP server exposing a guarded, read-only SQL interface so AI assistants can query a database safely — schema discovery + validated SELECT
Mcpvet
MCPVet — scan MCP servers, Claude Code skills & plugins for unsafe behavior before you install them. One-step MCP server + skill. https://mcpvet.com
LocalMind
Local AI Agent Framework & Tool Orchestrator powered by Model Context Protocol (MCP) and Local LLMs
Audit
Agent observability MCP server — trace, audit, and monitor AI agent tool calls. OpenTelemetry, Prometheus, and Grafana export.
Telegram Bot MCP
Telegram MCP server with a human-in-the-loop launch-approval gate for autonomous agents
Image
Model Context Protocol (MCP) server for image resizing, conversion, compression and watermarking. Resize, convert, compress and watermark images, pure JavaScript. Works with Claud…
Time Tracker
Model Context Protocol (MCP) server for time tracking: timesheets, a timesheet and a billable hours tracker. Track billable time without leaving the chat. Works with Claude Deskto…
AI
Пет-проекты: MCP-серверы и LLM-агенты на .NET 10 — SQL-аналитик с защитой от prompt injection, CRM для AI-агента, навигация по C# для AI-код-ревью
Mcpcheck
Correctness checks for MCP servers — prompt-injection lint, contract drift, over-broad tools, dishonest annotations. Never calls a tool.
Chat
Terminal chat app showing the Model Context Protocol end to end: an MCP client and server over stdio, with @document mentions and /commands, powered by Claude.
MemoryAI
Remember everything. Send only what matters. Universal, local-first long-term memory for Claude Code, Cursor, Codex, and MCP.
Kubehealer
AI agent that heals broken Kubernetes pods, fronted by a crash-proof MCP server and made durable by Temporal: kill the MCP plane mid-heal and the workflow keeps running. React das…
Lint
Static and live-protocol conformance linter for MCP servers -- audit tool schemas, docs, tests, security posture, and protocol conformance before you ship.
Awesome Claude
A curated, production-first guide to Claude — models, API specs, agents, MCP, Claude Code, and the Anthropic certification program.
Sprut
One MCP config for Claude Code, Codex, Cursor and every AI agent: an MCP gateway that aggregates your MCP servers, with OAuth login shared across agents
Action MCP
Rails Engine with MCP compliant Spec.
Youtube Transcript MCP
Hosted MCP server for YouTube transcripts. Let Claude Code, Cursor, Windsurf and n8n fetch captions, or Whisper transcription for videos without captions, with one get_transcript…
Roampal
Memory that learns what works.
Juror
Cheaper and better Greptile alternative runs on your own github actions.
Alchemylake Databricks
Governed, provenance-sealed creative rendering for Databricks — a Streamlit App + Unity Catalog ai_render() function that turns any governed source (Sample Lakehouse, UC, Genie, o…
Expense Tracker
Model Context Protocol (MCP) server for expense tracking: track business expenses, receipts and mileage with an expense tracker. Receipts, mileage and expenses that turn into invo…
Pfsense MCP Server
Model Context Protocol (MCP) server for pfSense firewall management. Control firewall rules, VPNs, DNS, DHCP and diagnostics in natural language from Claude Desktop, Claude Code o…
Agent Workspace Linux
Isolated Linux desktop workspaces for AI agents — a hidden, agent-owned desktop and browser over MCP, so an agent can do GUI and web work without touching your real desktop.
Askdata Semantic Agent
Text-to-SQL analytics agent: semantic layer, 3-layer SQL guardrails, eval harness (47 golden Qs) and MCP server. Runs offline; optional OpenAI/Ollama planner.
Kaas
Turn scattered notes, docs and transcripts into a queryable Markdown wiki — an LLM knowledge-base compiler with MCP access, no embeddings, self-hosted.
Matryoshka
MCP server for token-efficient large document analysis via the use of REPL state
Ggsrun
High-performance Google Drive CLI and Model Context Protocol (MCP) Server for LLM/AI agents. Natively execute Google Apps Script (GAS) under a secure whitelisted runtime sandbox,…
Lucid Mem
Autonomous, dreamy, git-backed memory for AI coding agents.
Email MCP
Email MCP server with full IMAP + SMTP support — read, search, send, manage, and organize email from any AI assistant via the Model Context Protocol
CLI Anything Zotero
CLI server for Zotero 7/8/9 — let AI manage your library. 70+ CLI commands for search, import, PDF, BibTeX, notes, and more. Works with Claude, Cursor, ChatGPT.
Three Way Match
Model Context Protocol (MCP) server for three way matching: supplier invoice matching against purchase orders and accepted receipts by SKU. Supplier invoice, purchase order and re…
Pico MCP
Expose pico-ioc components as MCP servers: @tool, @resource and @prompt on component methods.
Agent Workspace Linux
Isolated Linux desktop workspaces for AI agents — a hidden, agent-owned desktop and browser over MCP, so an agent can do GUI and web work without touching your real desktop.
Awesome Agentic Devops
A curated list of Agentic DevOps resources — AI agents, MCP servers, SRE agents, frameworks, talks, and research for the autonomous software lifecycle
Workshop
A hands-on 90-120 minute Model Context Protocol workshop in Python. Build an MCP server, write an agent loop by hand, then rebuild it with Pydantic AI - all running locally on a f…