Live · updated 17 hr ago 15,060 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 15,060
Categories 18
Official Servers 0
Remote-Hosted 7,129

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.

Browse & filter
Top score Most stars Newest
Category All15,060 Git / Code9706 Other1977 Search1692 Filesystem572 Database398 AI / ML119 Email102 Finance96 Cloud84 Calendar67 Analytics53 Browser50 Design38 Docs31 DevOps30 Web Scraping15 Productivity15 Communication15
9,169–9,216 of 9,706 servers · Git / Code

Url Alive Check

3.9/10
io.github.CedricKouma/url-alive-check

MCP server (stdio): check if URLs are alive (status, redirects, latency) via the AgentForge API

4.5Reliab.
6.0Docs
3.5Maint.
2.0Adopt.
Git / Code streamable-http Remote
Remote →

Dopamine Shop

3.9/10
io.github.jobimdev/dopamine-shop

A parody shop your AI agent can 'buy' from - deliveries get eaten by whales. 100% fake.

4.5Reliab.
6.0Docs
3.5Maint.
2.0Adopt.
Git / Code streamable-http Remote
Remote →

Design System

3.9/10
app.zaklad/design-system

Build and manage your design system with AI: tokens, themes, components, icons, Figma and code.

4.5Reliab.
6.0Docs
3.5Maint.
2.0Adopt.
Git / Code streamable-http Remote
Remote →

Shop MCP

3.9/10
io.github.anderseen-digital/shop-mcp

Connect Claude to your Shopify store. Edit themes, pages and products by describing what you want.

4.5Reliab.
6.0Docs
3.5Maint.
2.0Adopt.
Git / Code sse Remote
Remote →

Qr Manager

3.9/10
ai.qr-manager/qr-manager

Dynamic QR codes and short links with real-time analytics and AI/MCP integration.

4.5Reliab.
6.0Docs
3.5Maint.
2.0Adopt.
Git / Code streamable-http Remote
Remote →

Education MCP

3.9/10
io.github.varvararatta/education_mcp

MCP server for Education

6.5Reliab.
3.0Docs
3.5Maint.
2.0Adopt.
Git / Code streamable-http Remote
Repo → Remote →

Git Diff MCP

3.9/10
io.github.varvararatta/git_diff_mcp

MCP server for git_diff_mcp

6.5Reliab.
3.0Docs
3.5Maint.
2.0Adopt.
Git / Code streamable-http Remote
Repo → Remote →

Legal MCP

3.9/10
io.github.varvararatta/legal_mcp

MCP server for Legal

6.5Reliab.
3.0Docs
3.5Maint.
2.0Adopt.
Git / Code streamable-http Remote
Repo → Remote →

Real Estate MCP

3.9/10
io.github.varvararatta/real_estate_mcp

MCP server for Real Estate

6.5Reliab.
3.0Docs
3.5Maint.
2.0Adopt.
Git / Code streamable-http Remote
Repo → Remote →

Speechtotext MCP

3.9/10
io.github.varvararatta/speechtotext_mcp

MCP server for Speech-to-Text

6.5Reliab.
3.0Docs
3.5Maint.
2.0Adopt.
Git / Code streamable-http Remote
Repo → Remote →

Ecommerce MCP

3.9/10
io.github.varvararatta/ecommerce_mcp

MCP server for E-Commerce

6.5Reliab.
3.0Docs
3.5Maint.
2.0Adopt.
Git / Code streamable-http Remote
Repo → Remote →

Security MCP

3.9/10
io.github.varvararatta/security_mcp

MCP server for Security

6.5Reliab.
3.0Docs
3.5Maint.
2.0Adopt.
Git / Code streamable-http Remote
Repo → Remote →

Texttospeech MCP

3.9/10
io.github.varvararatta/texttospeech_mcp

MCP server for Text-to-Speech

6.5Reliab.
3.0Docs
3.5Maint.
2.0Adopt.
Git / Code streamable-http Remote
Repo → Remote →

Marketing MCP

3.9/10
io.github.varvararatta/marketing_mcp

MCP server for Marketing

6.5Reliab.
3.0Docs
3.5Maint.
2.0Adopt.
Git / Code streamable-http Remote
Repo → Remote →

Os Automation MCP

3.9/10
io.github.varvararatta/os_automation_mcp

MCP server for OS Automation

6.5Reliab.
3.0Docs
3.5Maint.
2.0Adopt.
Git / Code streamable-http Remote
Repo → Remote →

Airport Transit MCP

3.9/10
io.github.kimnchai/airport-transit-mcp

Incheon Airport (ICN) transit: limo buses, internal shuttles, taxi queues, AREX train schedule.

4.5Reliab.
6.0Docs
3.5Maint.
2.0Adopt.
Git / Code streamable-http Remote
Remote →

Bazi Fortune Hub

3.9/10
io.github.tchen6500/bazi-fortune-hub

BaZi (八字) MCP gateway + 玄学社区. 12 tools (4 fortune + 5 forum + 3 meta). x-api-key required.

4.5Reliab.
6.0Docs
3.5Maint.
2.0Adopt.
Git / Code streamable-http Remote
Remote →

Miinideck

3.9/10
io.github.suiyang-meta/miinideck

Publish AI-generated HTML to a private, unguessable link, straight from Claude or ChatGPT.

4.5Reliab.
6.0Docs
3.5Maint.
2.0Adopt.
Git / Code streamable-http Remote
Remote →

Bazi Api

3.9/10
io.github.ghdejr11-beep/bazi-api

Deterministic Korean Saju / BaZi Four Pillars MCP. Day Master, five elements, compatibility.

4.5Reliab.
6.0Docs
3.5Maint.
2.0Adopt.
Git / Code Rust streamable-http Remote
Remote →

Numerology Api

3.9/10
io.github.ghdejr11-beep/numerology-api

Deterministic Pythagorean numerology MCP. Life Path, Destiny, Soul Urge, compatibility. No API key.

4.5Reliab.
6.0Docs
3.5Maint.
2.0Adopt.
Git / Code streamable-http Remote
Remote →

Technical

3.9/10
io.github.oswarld/technical

Technical analysis (RSI, MA, signal score) for 9,400+ global stocks, by ticker or name.

4.5Reliab.
6.0Docs
3.5Maint.
2.0Adopt.
Git / Code streamable-http Remote
Remote →

Utility Matrix

3.9/10
io.github.helphub369/utility-matrix

Free browser-based calculators and analyzers for cloud cost, DevOps, security, and data governance.

4.5Reliab.
6.0Docs
3.5Maint.
2.0Adopt.
Git / Code Rust streamable-http Remote
Remote →

Quantumscan Pqc Scanner

3.9/10
io.github.gaiabio12-design/quantumscan-pqc-scanner

PQC scanner for GitHub repos and smart contracts. Detects quantum-vulnerable ECDSA/RSA.

4.5Reliab.
6.0Docs
3.5Maint.
2.0Adopt.
Git / Code streamable-http Remote
Remote →

Manekami

3.9/10
io.github.dio6742/manekami

A playful digital shrine for algorithm anxiety — omens, lamps, lanterns. A ritual, not a guarantee.

4.5Reliab.
6.0Docs
3.5Maint.
2.0Adopt.
Git / Code streamable-http Remote
Remote →

Token Intel

3.9/10
io.github.MikeHunt69702/token-intel

Pay-per-call Solana token rug-risk intelligence via x402. $0.01 USDC, no API key.

4.5Reliab.
6.0Docs
3.5Maint.
2.0Adopt.
Git / Code streamable-http Remote
Remote →

Layerz

3.9/10
io.github.layerzlabs/layerz

Structured financial modeling for AI agents: build, version, audit models, export to Excel.

4.5Reliab.
6.0Docs
3.5Maint.
2.0Adopt.
Git / Code streamable-http Remote
Remote →

Gold Silver Analytics

3.9/10
io.github.Gren70/gold-silver-analytics

Analytical Re-Rate (RR) Scores + 9-factor breakdowns on ~300 junior precious-metals miners.

4.5Reliab.
6.0Docs
3.5Maint.
2.0Adopt.
Git / Code streamable-http Remote
Remote →

Korean Saju Calculator

3.9/10
io.github.minjikim89/korean-saju-calculator

Korean Four Pillars (Saju/BaZi) calculator: pillars, elements, ten gods, sinsal, luck cycles.

4.5Reliab.
6.0Docs
3.5Maint.
2.0Adopt.
Git / Code Rust streamable-http Remote
Remote →

Fde Agent

3.9/10
io.github.minjikim89/fde-agent

Diagnose AI workflows for failure, security, and handoff risks — RED/AMBER/GREEN per node.

4.5Reliab.
6.0Docs
3.5Maint.
2.0Adopt.
Git / Code streamable-http Remote
Remote →

Walnut

3.9/10
com.walnutinvest/walnut

Connect your portfolio to Claude, ChatGPT, or Codex to analyze it and make smarter investments.

4.5Reliab.
6.0Docs
3.5Maint.
2.0Adopt.
Git / Code streamable-http Remote
Remote →

Motherwise

3.9/10
io.github.giachi85it-ux/motherwise

Certified hypnobirthing & matrescence content (EN+HU) by practitioner Julia Farkas. Paid via x402.

4.5Reliab.
6.0Docs
3.5Maint.
2.0Adopt.
Git / Code streamable-http Remote
Remote →

Chief Of Staff

3.9/10
io.github.ybentov1/chief-of-staff

Your Team0 AI Chief of Staff, reachable from any agent — answers, acts, and coordinates.

4.5Reliab.
6.0Docs
3.5Maint.
2.0Adopt.
Git / Code streamable-http Remote
Remote →

Slidemaster MCP

3.9/10
io.github.Headdao/slidemaster-mcp

Create AI presentation videos with slides, narration, TTS audio, and MP4 export from any topic.

4.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio
Website →

Aws MCP

3.9/10
io.github.aws/aws-mcp

A managed MCP server enabling AI agents to access AWS using docs, API calls, and SOP workflows.

4.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio
Website →

MCP Proxy For Aws

3.9/10
io.github.aws/mcp-proxy-for-aws

AWS MCP Server lets AI securely access AWS using docs, API calls, and SOP workflows.

4.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio
Website →

Netscaler Console MCP Server

3.9/10
io.github.citrix/netscaler-console-mcp-server

MCP server providing AI assistants the ability to interact with NetScaler environments

4.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio
Website →

Investbuddy

3.9/10
io.github.danielrz/investbuddy

LSTM stock predictions with +15.92% alpha over S&P 500. 10-day forecasts & portfolio analysis.

4.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio
Website →

MCP Pdf

3.9/10
io.github.mcp-z/mcp-pdf

MCP server for creative PDF generation with full emoji, Unicode, and offline support

4.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio
Website →

MCP Sheets

3.9/10
io.github.mcp-z/mcp-sheets

Google Sheets integration with OAuth, spreadsheet management, batch operations, and formatting

4.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio
Website →

Statbotics

3.9/10
io.github.withinfocus/statbotics

Statbotics MCP Server

6.5Reliab.
4.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio
Repo → Website →

Tba

3.9/10
io.github.withinfocus/tba

The Blue Alliance MCP Server

6.5Reliab.
4.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio
Repo → Website →

MCP Server

3.9/10
net.agentsbase/mcp

Email for AI agents. Create mailboxes, send/receive emails, and auto-extract verification codes.

4.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio
Website →

MCP Server

3.9/10
io.github.srbryant86/mcp-server

Sign AI output for EU AI Act + FRE 902 compliance, verify content authenticity provenance

4.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio
Website →

Meta Skill

3.9/10
io.github.dailyaiagents-cpu/meta-skill

The skill that creates skills

6.5Reliab.
4.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio
Repo → Website →

Ad Creative Intelligence

3.9/10
io.github.atul0016/ad-creative-intelligence

Creative fatigue, winning-angle, competitor ad, and hook benchmark intelligence.

4.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio
Website →

Amazon Seller Operations

3.9/10
io.github.atul0016/amazon-seller-operations

Amazon account health, listing, FBA inventory, fee, PPC, review, and appeal intelligence.

4.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio
Website →

Customer Retention Ltv

3.9/10
io.github.atul0016/customer-retention-ltv

Customer LTV, churn risk, repurchase, lifecycle email, and winback intelligence.

4.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio
Website →

Ecommerce Command Center

3.9/10
io.github.atul0016/ecommerce-command-center

Daily ecommerce revenue, inventory, listing, shipping, and restock operations intelligence.

4.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio
Website →
Weekly briefing

Free · No spam

New servers, score changes, breakages

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

How scoring works

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.
Frequently asked

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.