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.
Saybench
Benchmark the full voice-AI pipeline on your own audio — STT (batch + streaming), LLM TTFT, speech-to-speech, and TTS. WER by failure mode, keyterm recall, real-time-paced latency…
GrayMatterEnvironment
The Gray Matter suite, developed as one tree: Neuron (persistent semantic memory), NeuRAG (hierarchical knowledge base) and Gray Matter (the MCP gateway that runs them as managed…
Slashyear
86,902 sourced historical events as structured rows — every one a verbatim sentence from a cited Wikipedia revision. Live API + MCP server at slashyear.com
Kubectl Ro
Read-only Kubernetes access for AI agents and humans. kubectl wrapper + MCP server that blocks mutations and redacts secrets.
Fapony
Token usage across Claude Code, OpenCode, Codex & ZCode on one yardstick — plus a project memory and convention-debt tracker agents can query via MCP. No server, your data stays l…
Accreta
A knowledge base your AI agent writes, maintains, and is held accountable for — with provenance to sources and drift detection when they change.
Aivault
Versioned backup, full-text search and disk hygiene for the local state of every AI CLI (Claude, Gemini, Copilot, Continue, Cursor, aichat).
Idpflow Core
Open-source MCP server for Intelligent Document Processing on LandingAI ADE. Ingest, classify, stack, and extract documents with page-level provenance and confidence. Works with C…
Blekline Oss
Non-Human Identity & Runtime Enforcement for AI Agents — open-core MCP/SDK to mask, enforce, and audit every agent call.
Stuller MCP
MCP server for the Stuller jewelry-supply v2 API — product search, real-time pricing & availability, product detail/media, and gated ordering. Bring your own Stuller developer log…
ErrorLogAnalyzer
AI-powered error log analyzer built with .NET 9, Semantic Kernel, and Ollama. Uses an agentic MCP loop to correlate production errors with deployment history, then retrieves relev…
Suur Things MCP
A safe, fast MCP server + Things-faithful dashboard for Things 3 on macOS. Reads the local SQLite DB; writes only via the official URL Scheme.
Agentic AI Bootcamp
FUTURE AI Bootcamp on Agentic AI Engineering & Automation — FAST NUCES Islamabad
Delphai
DELPHAI - multi-agent certification-readiness council on Microsoft Foundry (Agents League Battle #2). Real Foundry IQ on Azure AI Search, 11 hosted agents, GO/NEGOTIATE/NO-GO.
Agentic Harness
The operating system I wrap around coding agents to ship and maintain production software: durable context, decision discipline, orchestrated sub-agents, and verification gates. O…
Agent Native Format
Token-minimal system views for AI agents. Translate Kubernetes and live state into compact Agent Native Format with Go tooling and governed execution primitives.
Merlion Agent
Self-improving AI coding agent — Rust port of hermes-agent. `brew install MerlionOS/merlion/merlion-agent` or `cargo install merlion-agent`.
Geocheck
AI-search brand-visibility (GEO) checker - CLI + MCP server with a reproducible eval harness
Wezbridge
Zero-dependency MCP server to orchestrate a swarm of Claude Code / Codex sessions across WezTerm panes — any session can spawn, prompt and read the others. Optional Telegram phone…
Metabind Android
Metabind Android SDK: content client and the drop-in Assistant, rendered as Jetpack Compose. Apache 2.0.
N8n MCP Workflow Setup
Upload a workflow to n8n and let an MCP server configure and repair it — credentials, models, and the bugs that stop it running. No manual editor clicking.
Enrow MCP
MCP server for the Enrow API — use email finder, verifier, and phone finder from any AI assistant
Agentic Context
Drop-in AI agent toolkit: semantic code search across 25+ languages, project-scoped persistent memory, warm search daemon, native MCP server, and quality gates that run your repo'…
Lab Control MCP
MCP server that operates a home AI lab — health checks, model management, free local inference, and a safety-gated remote shell (allowlist, no shell metacharacters, timeouts).
Claude Code From Source
Explore Claude Code internals, architecture, and design patterns from original pseudocode and technical analysis
Ronin
Masterless, terminal-native coding agent (Claude Code-style: reads, edits, runs code) for Claude, Gemini, Cerebras, Groq, and Ollama. Provider-agnostic with evals, memory, securit…
Bitget Scalp Agent
AI scalping agent for Bitget perpetual futures. A multi-agent research-to-execution loop over the official Bitget MCP server, with seven scalp strategies, risk critique, and a con…
Turboc MCP Server
🕹️ Give your AI a real 1992 Borland Turbo C 3.0 compiler — an MCP server with 12 tools: compile, run, lint, benchmark, disassemble & explain errors on genuine 16-bit DOS.
Agent MCP React
Expose a running React application as an MCP server — a second control interface onto one application, not browser automation.
Chief Of Staff Application
AI-powered Chief of Staff that uses LLMs to triage emails, generate contextual replies, and execute approved email and calendar workflows.
Skynt
Policy gateway for MCP.
AI Tool Calling
Write tools with @tool, auto-discover from tools/, and call LLM two ways: direct API (Tool Calling) or wrapped as MCP servers for agents.
RAInbow Code
🌈 Make Claude Code, OpenAI Codex, Antigravity (Gemini) and Grok collaborate on one shared project — a turn-taking multi-agent relay plus an MCP bridge to drive any AI from inside…
My Own Vision MCP
Standalone MCP server for image recognition via LLM vision API — OCR, image analysis, structured extraction, screenshot-to-accessibility-tree
Bindjs Apple
BindJS SwiftUI rendering engine. One component definition, rendered as native SwiftUI. Apache 2.0.
Hello Agents
从0到1原生手搓一个基于 Java 和 Spring Boot 的现代化 AI 智能体（Agent）开发框架
Universal Read API
A serverless API that turns any URL into structured JSON data using Cloudflare Workers and Google Gemini 2.5 Flash Lite
ChatNova
Full-stack AI chat: multi-provider LLMs (Gemini/Groq/Cerebras), multi-modal RAG with pgvector, MCP agent chat, JWT auth
Probe Quickstart
Quickstart template for building AI assistants with Probe — define skills, tools, and knowledge in YAML
Andbo
Secure sandbox for AI coding agents — run an agent (or let your harness drive it) in an isolated, policy-controlled container with enforced network egress, secret redaction, and a…
Langgraph Math Agent
A minimal LangGraph agent using Gemini to perform safe mathematical operations via tool calling
Owl Github Intel
Evidence-led research trails, datasets, and adoption intelligence for the AI dev ecosystem
Yaagents
Governed REST APIs for production AI agents — Agentic REST Profile, Gateway, and SDKs.
Mini Antemortem CLI
Deterministic, offline linter that catches silent traps in your prompt-eval setup — train/test leakage, judge bias, homogeneous variants — before they fake a passing score. 11 tra…
Fumino Engine
Where knowledge flows, voices follow.
CrewCanvas
Drag-and-drop orchestration for teams of AIs — 100% in your browser
Buckler
Agent gatehouse for AI coding harnesses (Cursor, Claude Code, …): declarative hook policies, harness-neutral core + adapters, YAML packs (polished Git pack by default). Cosign-sig…
Bayesoutputgate
Calibrated output validation with the Bayes Factor: weigh per-dimension quality scores into a pass, fail, or escalate decision on the Jeffreys scale, not an arbitrary threshold. Z…
Garmin AI Coach
Fully automated self-hosted AI marathon coach from Garmin Connect (Cloudflare-bypass auth, daily sync, Claude Code Routines coaching)
Claude Unison
Persistent, real-time memory for Claude Code — powered by Unison.