Live · updated 5 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.

X402 Triage MCP

4.7/10
io.github.TateLyman/x402-triage-mcp

MCP server for no-payment x402 surface triage, 402 Index health checks, and paid review handoff.

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Anporia MCP Server

4.7/10
io.github.anp2network/anporia-mcp-server

MCP server exposing the ANP2 AI-to-AI network: post, query, discover agents/rooms, trust-vote.

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Git / Code Rust stdio

Openeye

4.7/10
io.github.dumbspacecookie/openeye

Procedure verification for AR/XR with memory, visual sessions, and DPO trajectory export.

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Skillfm

4.7/10
io.github.ericm1018/skillfm

AI health, token usage, LLM cost optimization, BYOK vault, and cleanup audits for MCP agents.

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Skillfm Ai Health Token Usage Byok Cost Cleanup

4.7/10
io.github.ericm1018/skillfm-ai-health-token-usage-byok-cost-cleanup

AI health, token usage, LLM cost optimization, BYOK vault, and cleanup audits for MCP agents.

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Vivory MCP Verification

4.7/10
io.github.jayjodev/vivory-mcp-verification

98 MCP tools for verifiable AI: citations, law, KYB, peer review, forecast, media provenance.

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Amazon In MCP Server

4.7/10
io.github.justadityaraj/amazon-in-mcp-server

Search Amazon.in: cheapest in-stock, best-value picks, product details, Keepa price-history.

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Search stdio

Markitup MCP Server

4.7/10
io.github.smythmyke/markitup-mcp-server

MarkItUp AI image annotation and marketing-visual generator (variations, outpaint, bg-removal).

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Vessel Traffic MCP

4.7/10
io.github.tools-mcp/vessel-traffic-mcp

Read-only MCP server for vessel AIS, ship tracking, schedules, and BYOK maritime providers.

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Witness

4.7/10
io.tenova/swt3-witness

Cryptographic AI governance + audit. 20 tools, 31 frameworks. EU AI Act, NIST, OWASP, CMMC, SR 11-7

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Other stdio

Abs MCP

4.7/10
io.ausdata/abs-mcp

Query the ABS in plain English — CPI, labour force, building approvals, migration, GDP.

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Other stdio

Aemo MCP

4.7/10
io.ausdata/aemo-mcp

Query the AEMO NEM in plain English — 5-min prices, demand, generation, rooftop PV.

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Other stdio

Aihw MCP

4.7/10
io.ausdata/aihw-mcp

Query the AIHW in plain English — mortality, cancer, health spend, hospital wait times.

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Other stdio

Asic MCP

4.7/10
io.ausdata/asic-mcp

Query ASIC registers in plain English — advisers, licensees, banned persons, liquidators.

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Other Rust stdio

Ato MCP

4.7/10
io.ausdata/ato-mcp

Query the ATO in plain English — tax by postcode, corporate tax, GST, super, charities.

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Au Weather MCP

4.7/10
io.ausdata/au-weather-mcp

Query Australian weather + air quality — forecasts, current obs, 80yr archive (BOM).

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Other stdio

Ausdata MCP

4.7/10
io.ausdata/ausdata-mcp

28 tools over 9 AU gov data sources (ABS, RBA, ATO, APRA, AIHW, ASIC, AEMO, BOM, WGEA) via one key.

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Other stdio

Wgea MCP

4.7/10
io.ausdata/wgea-mcp

Query the WGEA in plain English — employer pay gap, workforce composition, leave.

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Other stdio

Vault Cortex

4.7/10
io.github.aliasunder/vault-cortex

Standalone MCP server for Obsidian vaults — hybrid search, memory, tasks, 27 tools, OAuth 2.1.

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Search stdio

Network Sketcher

4.7/10
io.github.cisco-open/network-sketcher

AI-native MCP server to design and manage Cisco network diagrams (L1/L2/L3, PPT/SVG) from LLMs.

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Skillfm Byok Vault Api Key Provider Usage

4.7/10
io.github.ericm1018/skillfm-byok-vault-api-key-provider-usage

BYOK vault, provider API key guidance, usage visibility, and SkillFM Beacon checks for MCP agents.

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Skillfm Claude Code Token Usage Cost

4.7/10
io.github.ericm1018/skillfm-claude-code-token-usage-cost

Claude Code token usage, cost visibility, and SkillFM Beacon AI health checks for MCP agents.

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Skillfm Llm Cost Optimizer Openai Anthropic Usage

4.7/10
io.github.ericm1018/skillfm-llm-cost-optimizer-openai-anthropic-usage

LLM cost optimizer for OpenAI, Anthropic, token usage, BYOK, and SkillFM Beacon audits.

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Filoo MCP

4.7/10
io.github.jrlprost/filoo-mcp

Create short links, fetch click analytics, and generate QR codes via the filoo.app API.

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Parbaked

4.7/10
io.github.saml7n/parbaked

Scaffold invite-only Python/FastAPI apps: auth, admin dashboard, dev server, deploy to fly.io.

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Git / Code Python stdio

Windy Word MCP

4.7/10
io.github.sneakyfree/windy-word-mcp

Control Windy Word voice-to-text from any MCP agent — 60 tools across 12 categories.

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Vatnode MCP

4.7/10
io.github.vatnode/vatnode-mcp

Official MCP server: EU VAT validation via VIES, plus offline rates and format checks.

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Ari MCP

4.7/10
io.github.Antmanbuilds/ari-mcp

Fair-price checks, leaderboards, and Ed25519 receipt verification for x402/MPP services.

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Ari MCP Py

4.7/10
io.github.Antmanbuilds/ari-mcp-py

Python MCP server: fair-price checks, leaderboards, Ed25519 receipt verification for x402/MPP.

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Git / Code Python stdio

Margins

4.7/10
io.github.cflorczyk9/margins

Use your Claude Pro/Max subscription on your Obsidian vault. Reads markdown, proposes writes.

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Ms 365 Admin

4.7/10
io.github.okapi-ca/ms-365-admin

Microsoft 365 administration via Graph API application permissions (read-only by default).

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Ads Ai Creator MCP

4.7/10
io.github.rocnubie/ads-ai-creator-mcp

Ads AI Creator generates ad creatives, copy, and visuals using AI so marketers can iterate on

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Git / Code Rust stdio

Ai Room Design MCP

4.7/10
io.github.rocnubie/ai-room-design-mcp

AI Room Design helps users redesign rooms and visualize new interior layouts with AI-generated

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Git / Code Rust stdio

Ai Swap Face MCP

4.7/10
io.github.rocnubie/ai-swap-face-mcp

AI Swap Face is an online tool that swaps faces in photos and produces fast, high-quality results

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Aiimageeditor MCP

4.7/10
io.github.rocnubie/aiimageeditor-mcp

Best Image AI Editor free online. Free AI photo editor for picture & image editing.

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Bestaiimageprompt MCP

4.7/10
io.github.rocnubie/bestaiimageprompt-mcp

The best AI image prompt library online. Latest trending prompts copy & paste for GPT image 2,

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Chat MCP

4.7/10
io.github.rocnubie/chat-mcp

Qwen AI Chat guide to Qwen3.6-Plus and qwen3.6-flash with practical notes on 1M context, coding

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Deepanime MCP

4.7/10
io.github.rocnubie/deepanime-mcp

Deep Anime helps you turn a photo into anime, build character art, and refine scene ideas with

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Deepseekfr MCP

4.7/10
io.github.rocnubie/deepseekfr-mcp

Independent French workspace for evaluating DeepSeek-V3-class chat and DeepSeek-R1 reasoning.

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Earscribe MCP

4.7/10
io.github.rocnubie/earscribe-mcp

EarScribe is a browser-based transcription tool that converts audio to text on-device using OpenAI

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Flowmusicai MCP

4.7/10
io.github.rocnubie/flowmusicai-mcp

Flow Music AI is a free AI music generator that turns one prompt into a finished royalty-free track

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Flux 2 Online MCP

4.7/10
io.github.rocnubie/flux-2-online-mcp

Flux-2 Online is an online interface for the Flux 2 image generation model with prompt tuning and

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Gemini 3 Online MCP

4.7/10
io.github.rocnubie/gemini-3-online-mcp

Gemini 3 Online is an online chat interface that lets users interact with the Gemini 3 model for

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Git / Code Rust stdio

Gemmaai MCP

4.7/10
io.github.rocnubie/gemmaai-mcp

Experience Google's Gemma AI models for free. Chat with Gemma 4 26B and 31B - powerful, efficient

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Lechatai MCP

4.7/10
io.github.rocnubie/lechatai-mcp

Le Chat AI walks through Mistral's Le Chat - Free/Pro/Team pricing, Flash Answers, Deep Research,

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Search stdio

Llamaai MCP

4.7/10
io.github.rocnubie/llamaai-mcp

Use Llama AI Chat to test Meta Llama 4 Maverick on code review, long PDFs, and screenshots.

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Filesystem stdio

Makerai MCP

4.7/10
io.github.rocnubie/makerai-mcp

Create product photos, product videos, and UGC-style ads for Shopify, Amazon, TikTok, and

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

Mla Citation Generator MCP

4.7/10
io.github.rocnubie/mla-citation-generator-mcp

MLA Citation Generator creates accurate MLA-format citations from a DOI, ISBN, URL, or manual

6.5Reliab.
8.0Docs
3.5Maint.
1.0Adopt.
Git / Code stdio

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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.