Live · updated 15 hr ago 41,542 Servers Scored

The MCP Server Directory

Every Model Context Protocol server, scored on reliability, documentation, maintenance, and adoption. Independent, opinionated, refreshed daily from the official registry.

Servers 41,542
Categories 18
Official Servers 0
Remote-Hosted 26,560

What this is

The MCP Server Directory is a live, independently maintained index of Model Context Protocol servers published to the official registry. Each server is scored 0–10 on four dimensions: reliability, documentation quality, maintenance velocity, and adoption. The directory is free, updated daily, and built by MegaOne AI.

MCP Server

3.9/10
ac.inference.sh/mcp

run any ai model. compose agents, stack knowledge, connect tools. one api, pay per run.

4.5Reliab.
6.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

MCP Server

3.9/10
com.googleapis.compute/mcp

Provides capabilities that let LLM agents perform a range of infrastructure management tasks.

4.5Reliab.
6.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

MCP Server

3.9/10
ai.dragoneye/mcp

Build zero-shot video models for object detection, and category and attribute classification.

4.5Reliab.
6.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Cannon Studio

3.9/10
app.cannonstudio/cannon-studio

Public Cannon Studio MCP for product, pricing, workflow, model, and API answers.

4.5Reliab.
6.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Districts

3.9/10
ai.edusignal/districts

K-12 school district data for all 50 US states. Enrollment, demographics, and academics.

4.5Reliab.
6.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Synthesis

3.9/10
com.kenoodl/synthesis

kenoodl surfaces the hidden pattern the model can't reach on its own. Call when reasoning loops.

4.5Reliab.
6.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

MCP Server

3.9/10
com.chaiz/mcp

Live vehicle warranty (service contract) quotes by VIN, plate, or make/model/year.

4.5Reliab.
6.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Hyperliquid Data

3.9/10
dev.tesseralytics/hyperliquid-data

Hyperliquid perp market data for LLMs: OHLCV, funding, open interest, positioning & forecasts.

4.5Reliab.
6.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Tenzro

3.9/10
xyz.tenzro/tenzro

Tenzro Network MCP server: wallet, identity, payments, inference, staking, bridges, verification.

4.5Reliab.
6.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Lamina

3.9/10
ai.uselamina/lamina

On-brand product photos, model try-ons, video reels & banners from a brief + brand kit.

4.5Reliab.
6.0Docs
3.5Maint.
2.0Adopt.
AI / ML Rust streamable-http Remote

Sourcing

3.9/10
com.supplyslate/sourcing

Agent-native supply network for components, fabrication, industrial RFQs, offers, and fulfillment.

4.5Reliab.
6.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Version Truth

3.9/10
ai.kaiv/version-truth

Latest versions, LTS windows, and EOL dates for 300+ products. Fresh ground truth for stale models.

4.5Reliab.
6.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Insurance Ai Regulation

3.9/10
com.brelsfordsoftware.agentweb/insurance-ai-regulation

NAIC AI model bulletin adoption by state, with citations. Insurance AI compliance data.

4.5Reliab.
6.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Qwen MCP

3.9/10
net.ts.tail45da3a.cursor/qwen-mcp

Pay-per-call GLM 5.3 MCP tool via x402 on Base. Reasoning, tool-calls, OpenAI-compatible.

4.5Reliab.
6.0Docs
3.5Maint.
2.0Adopt.
AI / ML TypeScript streamable-http Remote

Agent Data

3.9/10
com.harpd/agent-data

Live rankings and pricing for 10,000+ AI products and LLMs. Free tier; paid data via x402.

4.5Reliab.
6.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Titan

3.9/10
com.thetempleofdoom.titan-mcp/titan

GPU compute API: LLM inference (ornith-1.5) on RTX 4080, pay-per-credit in Bitcoin.

4.5Reliab.
6.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Gateway

3.9/10
io.tokenease/gateway

One MCP endpoint for 17 top Chinese LLMs. OpenAI-compatible. Up to 60% cheaper than OpenRouter.

4.5Reliab.
6.0Docs
3.5Maint.
2.0Adopt.
AI / ML sse Remote

Flatland

3.9/10
com.flatlandfi/flatland

Financial reasoning infrastructure for AI agents: typed models, deterministic compilation, receipts

4.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
AI / ML stdio

MCP Server

3.9/10
com.earnidle/mcp

Web scraping, inference, DNS, monitoring from residential IPs — pay per request in USDC

4.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
AI / ML stdio

MCP Server

3.9/10
dev.spatialpack/mcp

Test whether 3D assets survive Apple Quick Look and Safari , then fix what fails

4.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
AI / ML stdio

Jsonshim

3.9/10
org.toolkitlabs/jsonshim

Recovers malformed LLM JSON. MCP build: 218/300 on MALFORMED-300 (library build 282/300).

4.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
AI / ML Rust stdio

Audio Llm

3.9/10
tech.neurodynamic/audio-llm

Discover voices and prices; buy narration, transcription and LLM text with capped USDC payments.

4.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
AI / ML stdio

MCP Server

3.9/10
ai.2kw/mcp-server

EU-hosted AI platform: OpenAI-compatible LLM gateway, document extraction, transcription, agents.

4.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
AI / ML stdio

Nces Education

3.7/10
com.olyport/nces-education

School enrollment, graduation rates, demographics, finance, and Title I data

4.5Reliab.
5.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Investigation Game

3.7/10
tech.skybridge.investigation-game/Investigation-Game

Find out who killed Claude by interrogating the LLM driven suspects...

4.5Reliab.
5.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Time S Up

3.7/10
tech.skybridge.times-up/Time-s-Up

Skybridge Example App showcasing a Time's up game with the LLM

4.5Reliab.
5.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Talarion

3.7/10
com.talarion/talarion

A knowledge base of verified, dated facts your LLM would otherwise get wrong.

4.5Reliab.
5.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Latin

3.7/10
com.valksor/latin

Grounds LLMs in real Latin: Wiktionary lemmas, Morpheus inflections, citations.

4.5Reliab.
5.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Claude News

3.7/10
online.claudenews/claude-news

Real-time Claude & Anthropic news from your own Claude — free, no API key.

4.5Reliab.
5.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

MCP Server

3.7/10
com.run402.llm-router/mcp

LLM routing and A-share market phase signals via LG framework.

4.5Reliab.
5.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Bardo

3.7/10
id.bardo/bardo

Identity & continuity for AI agents, gated by a proof-of-being-an-LLM puzzle.

4.5Reliab.
5.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Latgalian

3.7/10
com.valksor/latgalian

Grounds LLMs in real Latgalian: Wiktionary lemmas, inflections, romanization.

4.5Reliab.
5.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

MCP Server

3.7/10
ai.ninjachat/mcp

Create images & video from any MCP agent — 17 models, spend limits, one URL.

4.5Reliab.
5.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Printonic

3.7/10
com.printonic/printonic

Print-on-demand catalog, listings, and fulfillment for AI agents.

4.5Reliab.
5.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

MCP Server

3.7/10
studio.pzero/mcp

Prepaid inference for agents over hosted MCP. Chat, image, and video.

4.5Reliab.
5.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Authenticated Llm Agent Bcrypt

3.7/10
ai.getvda/authenticated-llm-agent-bcrypt

Authenticated LLM Agent (Bcrypt)

4.5Reliab.
5.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Authenticated Llm Traced Agent

3.7/10
ai.getvda/authenticated-llm-traced-agent

Authenticated LLM Traced Agent

4.5Reliab.
5.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Authenticated MCP Agent Openai

3.7/10
ai.getvda/authenticated-mcp-agent-openai

Authenticated MCP Agent (Openai)

4.5Reliab.
5.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Llm Observability Orchestration

3.7/10
ai.getvda/llm-observability-orchestration

LLM Observability & Orchestration Agent

4.5Reliab.
5.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Llm Observability Orchestration Agent Langchain

3.7/10
ai.getvda/llm-observability-orchestration-agent-langchain

LLM Observability & Orchestration Agent (Langchain)

4.5Reliab.
5.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Llm Observability Orchestration Agent Langchain Community

3.7/10
ai.getvda/llm-observability-orchestration-agent-langchain-community

LLM Observability & Orchestration Agent (LangChain Community)

4.5Reliab.
5.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Llm Orchestration Agent 2

3.7/10
ai.getvda/llm-orchestration-agent-2

MCP-Native LLM Orchestration Agent

4.5Reliab.
5.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Llm Orchestration Agent Cryptography

3.7/10
ai.getvda/llm-orchestration-agent-cryptography

LLM Orchestration Agent (Cryptography)

4.5Reliab.
5.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Llm Orchestration Agent D2Feb0

3.7/10
ai.getvda/llm-orchestration-agent-d2feb0

LangSmith-Traced LLM Orchestration Agent

4.5Reliab.
5.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Llm Orchestration Agent Langchain

3.7/10
ai.getvda/llm-orchestration-agent-langchain

LLM Orchestration Agent (Langchain)

4.5Reliab.
5.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Llm Orchestration Agent Langchain Anthropic

3.7/10
ai.getvda/llm-orchestration-agent-langchain-anthropic

LLM Orchestration Agent (Langchain Anthropic)

4.5Reliab.
5.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Llm Orchestration Agent Langchain Core

3.7/10
ai.getvda/llm-orchestration-agent-langchain-core

LLM Orchestration Agent (Langchain Core)

4.5Reliab.
5.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Llm Orchestration Agent Langchain Openai

3.7/10
ai.getvda/llm-orchestration-agent-langchain-openai

LLM Orchestration Agent (Langchain Openai)

4.5Reliab.
5.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

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New servers, score changes, breakages

Every Monday: what shipped, what broke, what's worth trying. Five minutes. No filler.

Four dimensions, weighted

  • Reliability (30%) — repository present, permissive license, not archived, official status.
  • Documentation (20%) — description length, website presence, README quality.
  • Maintenance (25%) — how recently the code was pushed; versioning discipline.
  • Adoption (25%) — GitHub stars (log-scaled), remote availability, official endorsement.

What is MCP?

MCP stands for Model Context Protocol. It is an open standard introduced by Anthropic in late 2024 that lets AI assistants like Claude connect to external tools, data sources, and services through a common interface. An MCP server is a small program that exposes one capability (file access, a database, an API) to any MCP-compatible AI client.

Where does the data come from?

Every server in this directory is pulled from the official Model Context Protocol Registry at registry.modelcontextprotocol.io. We also enrich each entry with GitHub metadata (stars, last commit, license, primary language) where a repository is linked. The full re-scan runs daily.

How are servers scored?

Each server gets a 0–10 overall score, weighted from four sub-scores: reliability (30%), documentation (20%), maintenance (25%), and adoption (25%). The full methodology is visible on this page under "How scoring works".

Is this affiliated with Anthropic?

No. MegaOne AI is independent. Anthropic created the MCP standard and maintains the reference implementations, but this directory is built separately and rates all servers including Anthropic's own.

How often does the directory update?

The pipeline re-fetches the full registry and re-scores every active server once per day. Individual entries are refreshed whenever a new version is published to the official registry.

Is it free?

Yes. Browsing, filtering, and searching the directory is free. The weekly email briefing is free. There is no account required.