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.
API Bridge Lite
Free REST API to MCP bridge. Let AI agents call any API. Works with Claude Desktop, Cline, and any MCP client.
Agentic Legal Document Analyzer
AI-assisted contract review — Next.js + a Python MCP server calling Claude, with Postgres.
Ctx Budget
See what's eating your LLM context window — analyze prompts and MCP tool manifests for token cost, per-tool breakdown, and what to lazy-load. Zero dependencies.
Cost Meter
Live cost meter for MCP / LLM tool-calling sessions — track token spend per model in real time. Zero runtime dependencies.
Use Latest Version MCP
Package versions MCP for Claude Code & Grok — 39 registries, 15 tools, safe upgrade pipeline.
Lymerorium Local LLM Debate
Self-hosted heterogeneous LLM debate engine - Gemma on Jetson edge + Qwen + Llama argue in parallel, confidence-weighted voting. +40pp MMLU vs single-model baseline.
Orbit Agent
Orbit — a closed-loop campaign agent for lean marketing teams. Cross-MCP orchestration (Loomi read + custom Bloomreach write-MCP) in a goal→plan→execute→monitor→iterate loop with…
Redshift MCP
通用 Amazon Redshift MCP Server(Streamable HTTP)+ 插件框架:内置只读查询三件套(list_tables/describe_table/run_sql),支持 entry_points 插件与声明式 SQL 工具扩展
Flashback
Dynamic episodic memory for LLMs. Self-hosted Rust microservice. Vector index + temporal graph + tiered retrieval + REST/MCP.
Cube Memory SDK
Persistent AI memory with crossover — your AI at home shares the same memory as your AI at work. What one LLM learns, all your AIs know. Memory + PKM for Claude, GPT, Gemini & loc…
Graph X
Local knowledge graph for any project: zero-dependency indexer + 7-tool MCP server for Claude Code + live neumorphic graph UI. Cuts Claude token usage 8-10x.
Avelero Pipeline
Autonomous multi-channel B2B outreach pipeline — a stateless Claude Code routine that runs one bounded sales sweep per run over email, WhatsApp, contact-form, and LinkedIn
InternetSearchMCP
MCP server for live web search: smart_search (consolidated, source-attributed answers) and xprema_code (code-only solutions). .NET 10 + DuckDuckGo, no API key. Arabic & English.
Terrabase
LLM-assisted, safety-gated Postgres migrations exposed as an MCP server. The LLM proposes, the rules decide.
Observable Agent
A local AI agent that turns self hosted SigNoz into a sensor: it detects an SLO breach through the SigNoz MCP server, applies a policy gated fix, verifies it, and rolls back if it…
Mocking Agents MCP A2a
How to mock agents, MCP servers and A2A peers for production-grade agent development. Protocol surfaces verified against MCP 2026-07-28 and A2A v1.0 (August 2026).
Safe MCP Suite
Two hardened MCP servers - a terminal executor and a file organizer - on one shared deny-by-default safety core, with a fail-closed audit trail and undoable file moves.
Grimoire Vscode
VS Code marketplace UI for grim — the OCI package manager for AI artifacts (skills, rules, agents, MCP servers, bundles).
Alcuin
Intelligence, composed — an extensible platform for building and operating AI agents.
Jira Fetch
Fetch Jira Cloud issues into Markdown with YAML frontmatter and attachments. A self-contained CLI and MCP server for AI agents, where a config file the agent cannot reach decides…
LLM Engineering Log
A 12-month, project-first curriculum that goes from applied agent engineering, through model-side engineering, into research depth
Androidbuilder MCP
MCP server for MIT App Inventor, AndroidBuilder, Niotron and Kodular — lets LLMs control the Designer and Blocks workspace via Chrome DevTools Protocol
AI Lab 02 MCP Server
Практикум для руководителей: MCP-сервер как интеграционный слой между корпоративными системами и LLM, включая риск инъекций в данных
Spotify LLM MCP
MCP server + Claude skill to control Spotify and build LLM-reasoned playlists via the spotify_player CLI (zero OAuth).
Tabulite MCP
Local MCP server that lets your AI assistant analyze large CSV files by importing them into SQLite and querying them with read-only SQL.
Cycles Claude Plugin
Hard budget enforcement for Claude Code tool calls — PreToolUse gating, AI-agent cost control, Cycles usage metering, and MCP budget tools.
FastAIMCP
🔌 High-performance Model Context Protocol (MCP) client and stdio tool bridge for Java.
Agentic AI Assistant With MCP Tools
Agentic AI assistant using LangGraph + MCP for dynamic tool orchestration (filesystem, web search), with a Streamlit UI.
Aiyoke
Deterministic AI harness templating kit for Claude Code, ChatGPT/Codex, Grok Build, OpenRouter, and Python/TypeScript/JavaScript/Rust/Go runtimes.
Nemotron 3 Ultra Claude
Your AI reviews its own code. That's the bug. An MCP server that routes code review to a different model.
Gdrive Write MCP
MCP server giving AI assistants real write access to Google Drive: in-place edits that preserve file IDs, revision history, comments, and sharing.
Kion Clickhouse Analytics
Conversational OTT/streaming analytics: KPI dashboards over 5.4M viewing events in ClickHouse Cloud, queried in natural language via LibreChat + Model Context Protocol (MCP), visu…
Aiorc
Control plane for a company's AI agents: multi-tenant registry with server-verified MCP orchestration, signed audit trails and deterministic evals. The server enforces the workflo…
Orkis
An agentic AI platform for .NET: run autonomous agents under graduated supervision — durable pause/resume runs, Firecracker-sandboxed execution, persistent workspaces with a super…
Note AI Assistant
An unofficial, local AI chat app for Obsidian — search and edit your notes by chatting. In-process RAG (embeddings + BM25 + RRF), powered by the Cerebras / Ollama Cloud APIs.
Awesome AI Toolkit
Curadoria opinativa de ferramentas de producao pra construir com IA: agentes, RAG, backend, chatbots, MCP e observabilidade.
Token4oss
Turn unused AI budget into safe, high-quality open-source maintenance.
Enki Memory
Enki — selective memory for AI agents: remembers what's current, forgets what's stale at write-time. Local, deterministic, ~half the storage. Live demo → try.enkilabs.co.uk
A MCP Runmeter
MCP server for LLM and agent run telemetry: cost, tokens, latency, and reliability observability
Diedinchat
Pin what an agent asserted to the files it was about. Tickets live in git, survive sessions and tool switches, and go stale when those files change.
Edit2docs
AI-agent-native document engine: generate & chat-edit DOCX, XLSX, PPTX — Python library / agent tools / MCP server / hosted service. Native editable OOXML incl. real charts. Engli…
Governed Rag MCP
Fail-closed hybrid RAG over MCP with ACL, grounding, and measurable retrieval.
RepoItDown
AST-aware codebase topology for LLM context windows
Contextlint
Audit what your AI coding assistant loads before you type: token cost, dead weight, and MCP security risk — across Claude Code, Codex, Cursor and Copilot.
Agentruntime
Business-neutral Go agent runtime built on the OpenAI Responses API
Tusks Vault
Local-first AI lore assistant for TTRPG campaigns — source-cited answers from your own documents, in Discord, Foundry VTT, or any MCP client.
Dedaluslabs
Dedalus Labs — independent third-party profile of a public API surface, by API Evangelist. Dedalus Labs builds infrastructure for AI agents. It runs two production APIs: the Dedal…
Cendor MCP
Read-only MCP docs server for Cendor — hands AI coding assistants correct call-shapes (npx @cendor/mcp / uvx cendor-mcp / mcp.cendor.ai). Built from sibling docs.
Kubernetes MCP Orders Playground
A reproducible Proof of Concept demonstrating a remote Model Context Protocol server written in Go, Cline as the MCP client, and PostgreSQL persistence for order-management tools…
Model Proxy
MCP server that proxies prompts to OpenAI, Google, and Anthropic CLI tools