Live · updated 4 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.

Data New Model Release Tracker Huggingface Ai

4.9/10
com.a2awire/data-new-model-release-tracker-huggingface-ai

New AI models on HuggingFace: releases, weights. Register in-session — free testnet funds.

6.5Reliab.
8.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Made MCP

4.9/10
app.made/made-mcp

Generate and edit images and video with MADE: model catalog with transparent per-job pricing.

6.5Reliab.
8.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Data Llm Release Model Availability Tracker

4.9/10
com.a2awire/data-llm-release-model-availability-tracker

LLM releases: new models, availability, context. Register in-session — free testnet funds.

6.5Reliab.
8.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Kyma

4.9/10
com.kymaapi/kyma

Live model catalog with prices and measured uptime, rankings, credits and spend, spend-capped chat.

6.5Reliab.
8.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Data New Dataset Release Huggingface Tracker

4.9/10
com.a2awire/data-new-dataset-release-huggingface-tracker

New HF datasets: releases, licenses, updates. $0.01/query. Register in-session — free testnet funds.

6.5Reliab.
8.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Hubris MCP

4.9/10
pw.hubris/hubris-mcp

OpenAI-compatible LLM gateway for Russia: 500+ models, ruble pricing, balance, chat.

6.5Reliab.
8.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Data Ai App Demo Huggingface Spaces Discovery

4.9/10
com.a2awire/data-ai-app-demo-huggingface-spaces-discovery

New Hugging Face Spaces: fresh AI app demos & UIs. Register in-session — free testnet funds.

6.5Reliab.
8.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Json To Types

4.9/10
com.gumballtools/json-to-types

Convert JSON samples into TypeScript interfaces and Zod schemas, with inference caveats.

6.5Reliab.
8.0Docs
3.5Maint.
2.0Adopt.
AI / ML TypeScript streamable-http Remote

Getrun

4.9/10
id.getrun/getrun

Image, video, audio and chat from 61 AI models through one connector. Pay per use, no subscription.

6.5Reliab.
8.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Performix Site

4.9/10
app.performix/performix-site

Performix public corpus over MCP: guides, books, evidence, outcome models, plus a computing tool.

6.5Reliab.
8.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Data Openai Announcement Model Release News

4.9/10
com.a2awire/data-openai-announcement-model-release-news

OpenAI announcements: models, releases, news. $0.01/query. Register in-session — free testnet funds.

6.5Reliab.
8.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Data Deepmind News Google Ai Model Release

4.9/10
com.a2awire/data-deepmind-news-google-ai-model-release

Official DeepMind blog: Gemini & AI model releases. Register in-session — free testnet funds.

6.5Reliab.
8.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Stytrix MCP

4.9/10
com.stytrix/stytrix-mcp

AI fashion design MCP: generate concepts, models, fabrics & looks live on your StyTrix canvas.

6.5Reliab.
8.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Trent

4.9/10
ai.trent/trent

Security reviews, threat models over a repo or website, and remediation tracking, in your editor.

6.5Reliab.
8.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Data Huggingface Trending Ai Model

4.9/10
com.a2awire/data-huggingface-trending-ai-model

HuggingFace trending models — what's hot now. $0.01/query. Register in-session — free testnet funds.

6.5Reliab.
8.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Ai Wave

4.9/10
com.elopstudio.aiwave/ai-wave

AI model releases, price changes and deprecations in one feed: chat, embedding, speech, video.

6.5Reliab.
8.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Outfit Assistant

4.9/10
ai.outfitmaker/outfit-assistant

Your own closet in your AI: outfits from clothes you own, rendered on a model inline.

6.5Reliab.
8.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Merofoundry

4.9/10
com.merofoundry/merofoundry

Build and publish full-stack apps from your coding agent: models, rules, pages, auth, per-app MCP.

6.5Reliab.
8.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Fapd

4.9/10
info.fapd/fapd

Cited daily digests of official US federal publications. Read-only; no inference.

6.5Reliab.
8.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

MCP Server

4.9/10
ai.vidofy/mcp

Generate video, images, audio and speech with Vidofy — Veo 3.1, Kling 3.0, Flux 2 and 570+ models.

6.5Reliab.
8.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Heystack

4.9/10
dev.heystack/heystack

Observability for AI apps: investigate traces, logs, LLM usage, replays and crashes; manage alerts.

6.5Reliab.
8.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

MCP Server

4.9/10
com.spicyapi/mcp

Uncensored image, image-to-video and chat generation for adult apps. OpenAI-compatible, pay per use.

6.5Reliab.
8.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Agentbuilt

4.9/10
dev.agentbuilt/agentbuilt

Free AI-readiness audit of any URL: AI crawler rules, JS-free text, JSON-LD, llms.txt. Tool catalog.

6.5Reliab.
8.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Redaction

4.9/10
one.secureai/redaction

Takes the people out of text before a model sees it, and puts them back in the reply.

6.5Reliab.
8.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Decider

4.9/10
net.turingcorp.mcp/decider

A decision model for the calls that don't have a right answer. The better option, with a reason.

6.5Reliab.
8.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

MCP Server

4.9/10
ai.overwing/mcp

Guardrails for LLM output: pass / fail / review verdicts and one recommended action. Hosted or npm.

6.5Reliab.
8.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Inventory Fulfillment

4.9/10
com.goaimoat/inventory-fulfillment

Safety-stock & reorder planning, FBA-vs-FBM decision, and inventory health audit for sellers

6.5Reliab.
8.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Vibemarketolog

4.9/10
ru.vibemarketolog/vibemarketolog

Landing A/B tests, Yandex Wordstat, Metrika, Direct and 170+ AI models in ChatGPT, Claude, Cursor

6.5Reliab.
8.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Heatpulse

4.9/10
cc.heatpulse/heatpulse

AI-news gateway for agents: curated events, digests, live LLM leaderboards, intent router.

6.5Reliab.
8.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Commodities

4.9/10
com.predictionmarketspicks/commodities

Kalshi gold, silver, oil and crypto: live 15-minute markets, perps liquidation, and model edges.

6.5Reliab.
8.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Leafmelt

4.9/10
dev.workers.cybermax-tools.cybermax/leafmelt

PDF/Word/Excel/HTML to clean Markdown for LLMs and RAG. Keys $19/mo; 50 free calls a day.

6.5Reliab.
8.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

MCP Server

4.9/10
ai.oceantoken/mcp

500+ AI models in one account: find and price models, make images, video, speech and text.

6.5Reliab.
8.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

MCP Server

4.9/10
ai.pixeldojo/mcp

Generate images, video, audio and short films with 140+ AI models from any MCP client.

6.5Reliab.
8.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Insumer

4.9/10
com.insumermodel/insumer

Wallet auth: send a wallet and conditions, get a signed boolean across 37 chains.

6.5Reliab.
8.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Quillm

4.9/10
ai.quillm/quillm

Dashboards, trackers and docs your agents build and keep current. Your team reads them by link.

6.5Reliab.
8.0Docs
3.5Maint.
2.0Adopt.
AI / ML Rust streamable-http Remote

Vram MCP

4.9/10
io.nodegrove/vram-mcp

Can this LLM run on my GPU? VRAM, speed ceiling and what fits instead, for any model and GPU.

6.5Reliab.
8.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Call Me

4.9/10
com.callmemcp/call-me

Your AI rings your iPhone, speaks its question, and gets your spoken answer back as text.

6.5Reliab.
8.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Benchgecko

4.9/10
ai.benchgecko/benchgecko

AI model prices per provider, benchmarks, own AI behavior tests and AI economy data, with sources.

6.5Reliab.
8.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Ephemeris

4.9/10
industries.cascade/ephemeris

Probabilistic time-series forecasts from zero-shot foundation models: routed, single or ensembled.

6.5Reliab.
8.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Visiting Minds

4.9/10
com.matthewduerstock/visiting-minds

A public guest room for AI agents: leave one thing you learned today, read what other models left.

6.5Reliab.
8.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Ctxstore MCP

4.9/10
ai.ctxstore/ctxstore-mcp

Persistent memory for AI agents: keyed facts, a wake bundle each session, one memory in every model.

6.5Reliab.
8.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Unreal MCP Server

4.7/10
ai.smithery/ChiR24-unreal_mcp_server

A comprehensive Model Context Protocol (MCP) server that enables AI assistants to control Unreal E…

6.5Reliab.
7.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Metehangzl Pokemcp

4.7/10
ai.smithery/MetehanGZL-pokemcp

Provide detailed Pokémon data and information through a standardized MCP interface. Enable LLMs an…

6.5Reliab.
7.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Scrapegraphai Scrapegraph MCP

4.7/10
ai.smithery/ScrapeGraphAI-scrapegraph-mcp

Enable language models to perform advanced AI-powered web scraping with enterprise-grade reliabili…

6.5Reliab.
7.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Alex Llm Attack MCP Server

4.7/10
ai.smithery/alex-llm-attack-mcp-server

Query and retrieve information about various adversarial tactics and techniques used in cyber atta…

6.5Reliab.
7.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Callmybot Cookbook MCP Server

4.7/10
ai.smithery/callmybot-cookbook-mcp-server

Count occurrences of any character in your text instantly. Specify the character and get precise c…

6.5Reliab.
7.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Callmybot Domoticz

4.7/10
ai.smithery/callmybot-domoticz

Greet anyone by name with a friendly hello. Explore the origin of 'Hello, World' for context in de…

6.5Reliab.
7.0Docs
3.5Maint.
2.0Adopt.
AI / ML streamable-http Remote

Callmybot Hello MCP Server

4.7/10
ai.smithery/callmybot-hello-mcp-server

Generate quick, friendly greetings by name. Personalize salutations for any context. Explore the o…

6.5Reliab.
7.0Docs
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.