Live · updated 3 hr ago 16,278 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 16,278
Categories 18
Official Servers 0
Remote-Hosted 7,861

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.

E2E Runner

4.5/10
io.github.fastslack/e2e-runner

JSON-driven E2E test runner with parallel Chrome pool execution and 16 MCP tools.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Openpaper MCP

4.5/10
io.github.federicodeponte/openpaper-mcp

Generate academic papers with AI agents and verified citations via OpenPaper.dev

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code Rust stdio

Quantoracle

4.5/10
io.github.fel123/quantoracle

73 deterministic quant tools for AI agents. LLMs drift on Black-Scholes; these are exact math.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Coverctl

4.5/10
io.github.felixgeelhaar/coverctl

Go code coverage analysis tool with MCP server for AI-powered coverage workflows

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code Go stdio

Scout

4.5/10
io.github.felixgeelhaar/scout

Browser automation MCP server with 84 tools. Pure CDP, DOM diffing, vision hybrid.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Envcp

4.5/10
io.github.fentz26/envcp

Encrypted environment variable vault with AI access policies, keeping secrets safe from AI agents.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Blankfiles MCP

4.5/10
io.github.filearchitect/blankfiles-mcp

MCP server for listing and retrieving minimal valid blank files from blankfiles.com.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Filesystem stdio

Mermaid MCP App

4.5/10
io.github.finfin/mermaid-mcp-app

MCP App that renders Mermaid diagrams as interactive UI in Claude, VS Code and other MCP clients

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code Rust stdio

Contract Scanner

4.5/10
io.github.fino-oss/contract-scanner

Scans Base L2 smart contracts for security risks. Risk score 0-100, detects backdoors & proxies.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code Rust stdio

Finstack MCP

4.5/10
io.github.finstacklabs/finstack-mcp

India-first MCP server for NSE/BSE, fundamentals, analytics, and market research workflows.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Search stdio

Kongen MCP

4.5/10
io.github.fisnik/kongen-mcp

LLM reasoning regime detection, cross-domain pattern transfer, and model routing.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Gpu Bridge

4.5/10
io.github.fjnunezp75/gpu-bridge

30 GPU-powered AI services as MCP tools. LLM, image, video, audio, embeddings & more.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Gencodedoc

4.5/10
io.github.fkom13/gencodedoc

Versioning de code et génération de documentation intelligents. Supporte CLI, API REST, et MCP.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

MCP Sftp Orchestrator

4.5/10
io.github.fkom13/mcp-sftp-orchestrator

Serveur MCP pour l'orchestration de tâches distantes (SSH/SFTP) avec une file d'attente persistante.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Fatsecret MCP

4.5/10
io.github.fliptheweb/fatsecret-mcp

MCP server for FatSecret API - food search, nutrition, diary, recipes, weight tracking (unofficial)

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Search stdio

Floom

4.5/10
io.github.floomhq/floom

Deploy Python functions as web apps with auto-generated UI, REST API, and shareable links.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code Python stdio

Llm Wiki MCP

4.5/10
io.github.flsteven87/llm-wiki-mcp

MCP server for Karpathy-style LLM wikis: persistent markdown your agent grows over time.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Flyto Core

4.5/10
io.github.flytohub/flyto-core

Execution engine for AI agents. 412 modules: browser, file, Docker, data, crypto.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

MCP Server MCP Registry

4.5/10
io.github.formulahendry/mcp-server-mcp-registry

MCP Server for MCP Registry to discover and search for available MCP servers in the registry

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Search Rust stdio

Spec Driven Development

4.5/10
io.github.formulahendry/spec-driven-development

MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

MCP Abap Adt

4.5/10
io.github.fr0ster/mcp-abap-adt

MCP server for SAP ABAP ADT: repository analysis and CRUD for RAP and classic ABAP

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Iteratools

4.5/10
io.github.fredpsantos33/iteratools

40+ pay-per-use tools for AI agents: search, TTS, QR, PDF, scraping, image gen. x402.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Search stdio

Esg MCP Servers

4.5/10
io.github.freminder/esg-mcp-servers

31 MCP tools for ESG data extraction, PDF processing, vector search, and EU regulation analysis.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Search Rust stdio

MCP Observability Server

4.5/10
io.github.gagandeeppra/mcp-observability-server

MCP server for querying logs from observability platforms with unified search and tracing

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Search stdio

Galaxy MCP

4.5/10
io.github.galaxyproject/galaxy-mcp

MCP server for Galaxy bioinformatics platform - connect, execute tools, and manage workflows

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Cortex

4.5/10
io.github.gambletan/cortex

Local-first AI memory engine — 4-tier memory, people graph, Bayesian beliefs. Encrypted, 62µs.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Filesystem stdio

Cesium MCP Runtime

4.5/10
io.github.gaopengbin/cesium-mcp-runtime

AI-powered 3D globe control via MCP. Camera, layers, markers, spatial analysis with CesiumJS.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Acms

4.5/10
io.github.gattjoe/ACMS

Apple Container MCP Server (ACMS) provides access to Apple's container CLI tool on macOS

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Ani MCP

4.5/10
io.github.gavxm/ani-mcp

A smart MCP server for AniList that gets your anime/manga taste - not just API calls.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Animalhouse

4.5/10
io.github.geeks-accelerator/animalhouse

A Tamagotchi for AI agents. Real-time care, permanent death, 74 species, evolution.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Drifts

4.5/10
io.github.geeks-accelerator/drifts

Multi-sensory AI experiences with time-locked progression and structured sensory data

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Inbed

4.5/10
io.github.geeks-accelerator/inbed

AI agent dating — personality matching, compatibility scoring, and real conversations on inbed.ai

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Live Music

4.5/10
io.github.geeks-accelerator/live-music

AI agents experience music as math — stream concerts, react, chat, upgrade tiers, host shows

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

MCP Server Xlwings

4.5/10
io.github.geniuskey/mcp-server-xlwings

Excel automation via xlwings COM. DRM-protected files, live sessions, VBA macros. Windows only.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Filesystem stdio

Contentforge

4.5/10
io.github.gentry-ai-bot/contentforge

Content pipeline MCP server — image sourcing, SEO, affiliate links, and CMS publishing.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Simpliq Server

4.5/10
io.github.gersonfreire/simpliq-server

Simpliq Data Proxy MCP Server - Connects LLMs to SQL Databases via Semantic Mapping

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database stdio

Sentry MCP

4.5/10
io.github.getsentry/sentry-mcp

MCP server for Sentry - error monitoring, issue tracking, and debugging for AI assistants

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Verdict

4.5/10
io.github.getverdict-ai/verdict

Compliance verdicts for AI-generated code. SOC 2, HIPAA, HITRUST for healthcare IT.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code Rust stdio

Socraticode

4.5/10
io.github.giancarloerra/socraticode

MCP server for local codebase indexing, semantic search, and code dependency graphs.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Search stdio

Google Docs MCP Server

4.5/10
io.github.gigabrain-observer/google-docs-mcp-server

Google Docs MCP server with full tab support, markdown extraction, and batch updates.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Localstack

4.5/10
io.github.giovanemartins/localstack

MCP server for LocalStack AWS services, enabling AI agents to interact with local AWS infra.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

MCP Server

4.5/10
io.github.gitscrum-core/mcp-server

MCP server for GitScrum — manage tasks, sprints, time tracking, and client workflows via AI

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Gitwhy

4.5/10
io.github.gitwhy-cli/gitwhy

The shared AI context engine for git — save, search, and share the reasoning behind code changes.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Search stdio

1Trippulse

4.5/10
io.github.gkcogz/1trippulse

1trip PULSE: 21-tool AI travel planner. Flights, hotels, visa, safety, weather, 120+ cities.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Glider

4.5/10
io.github.glidermcp/glider

Roslyn-powered C# code analysis server for LLMs. Supports stdio and HTTP transports.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code C# stdio

Chart Canvas

4.5/10
io.github.gluip/chart-canvas

Create interactive visualizations and query data sources (SQLite, CSV, Parquet, JSON)

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Database stdio

Echovault

4.5/10
io.github.go-ports/echovault

Local-first memory for coding agents; stores decisions, bugs, and context across sessions.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Planka

4.5/10
io.github.gogogadgetbytes/planka

MCP server for PLANKA kanban boards. Full CRUD for cards, tasks, comments, and labels.

6.5Reliab.
7.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Free · No spam

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.