MCP Server Quality Scores
Independent quality analysis of 59042 public MCP servers
Last updated 2 hours, 16 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 59001 |
accessibility-ai-mcp
Claim
accessibility-ai-mcp MCP server by MEOK AI Labs
|
— | ||||||||
| 59002 |
algorithmaide-mcp
Claim
An MCP server for real-device Android reversing workflows, wrapping AlgorithmAi…
|
— | ||||||||
| 59003 |
X API FastMCP Server
Claim
A local MCP server that exposes the X API (formerly Twitter API) as tools, enab…
|
— | ||||||||
| 59004 |
ai-readme-manager
Claim
A smart documentation system that helps AI assistants understand and follow you…
|
— | ||||||||
| 59005 |
mcp-gera-persona
Claim
GeraPersona MCP — voice/personality skin marketplace for robots and AI agents (…
|
— | ||||||||
| 59006 |
fabric-lakehouse-mcp
Claim
A Model Context Protocol server for Microsoft Fabric that enables AI agents to …
|
— | ||||||||
| 59007 |
slackxmcp
Claim
Enables MCP-compatible clients to interact with Slack through Web API tools and…
|
— | ||||||||
| 59008 |
novada-mcp
Claim
One MCP server. All web data. Search, scrape, crawl, proxy, and AI research — i…
|
— | ||||||||
| 59009 |
diamond
Claim
Enables AI assistants to search and read offline documentation from synced libr…
|
— | ||||||||
| 59010 |
ContextKeeper MCP Server
Claim
MCP server for ContextKeeper that enables AI assistants to read and modify cont…
|
— | ||||||||
| 59011 |
Chrome Course MCP
Claim
Enables browsing and collecting course materials from Brightspace through Chrom…
|
— | ||||||||
| 59012 |
Docker MCP
Claim
Enables remote Docker management over SSH via a local MCP server, providing too…
|
— | ||||||||
| 59013 |
codeindex
Claim
Repo dependency analyzer with **blast-radius impact scoring** for AI-assisted d…
|
— | ||||||||
| 59014 |
cli-executor-mcp
Claim
Enables LLMs to execute CLI commands and scripts for system deployment and mana…
|
— | ||||||||
| 59015 |
brief-mcp
Claim
MCP server for BRIEF.md that captures decisions, constraints, and questions dur…
|
— | ||||||||
| 59016 |
Plugin Hub
Claim
Single MCP server providing over 500 developer tools for Claude Code, covering …
|
— | ||||||||
| 59017 |
FrancoLabs
Claim
UX research platform: manage studies, browse templates, read responses and anal…
|
— | ||||||||
| 59018 |
PandaDoc MCP Server
Claim
PandaDoc MCP server for creating, sending, signing, and tracking PandaDoc docum…
|
— | ||||||||
| 59019 |
ShaBaas Pay MCP Server
Claim
ShaBaas Pay MCP lets AI agents securely create PayTo agreements, initiate payme…
|
— | ||||||||
| 59020 |
wheelfor-mcp
Claim
Create, spin, and manage shareable decision wheels on wheelfor.com. Supports cr…
|
— | ||||||||
| 59021 |
mcp-fractera
Claim
Zero-Ops deploy of a private AI coding workspace to your own VPS, straight from…
|
— | ||||||||
| 59022 |
csoai-governance-crosswalk-mcp MCP server by MEOK AI Labs
|
— | ||||||||
| 59023 |
pdfplumber MCP Server
Claim
Extract tables, text, and metadata from PDFs using pdfplumber, enabling structu…
|
— | ||||||||
| 59024 |
secfinapi-mcp
Claim
Standardized SEC EDGAR financial data — income statements, balance sheets, cash…
|
— | ||||||||
| 59025 |
MCP Products Server
Claim
Enables product management (add, fetch) through natural language using Claude D…
|
— | ||||||||
| 59026 |
Wix Bookings MCP Server
Claim
Enables managing Wix Bookings courses and searching participants through the Wi…
|
— | ||||||||
| 59027 |
obsidian-mcp
Claim
A self-hosted MCP server with a management UI for reading, searching, editing, …
|
— | ||||||||
| 59028 |
Butterbase
Claim
Full-stack backend platform MCP — provision apps, manage databases, deploy func…
|
— | ||||||||
| 59029 |
Anava MCP Server
Claim
A bridge between AI assistants like Claude and Anava-enabled Axis cameras, enab…
|
— | ||||||||
| 59030 |
Tracking MCP
Claim
A generic MCP server for tracking any entity type (e.g., weight, workouts, book…
|
— | ||||||||
| 59031 |
lean-mcp
Claim
Enables verification of Lean 4 mathematical proofs via MCP tools, allowing AI c…
|
— | ||||||||
| 59032 |
adaddaadaaa
Claim
|
— | ||||||||
| 59033 |
gmail-mcp
Claim
MCP server for Gmail that enables searching, reading, archiving, and managing e…
|
— | ||||||||
| 59034 |
faceton-mcp-server
Claim
FaceTron is a high-performance face embedding server with ONNX Runtime, dynamic…
|
— | ||||||||
| 59035 |
siftingio-mcp
Claim
Exposes the SiftingIO market-data SDK to AI assistants, enabling live prices, f…
|
— | ||||||||
| 59036 |
TokenBel Financial Data
Claim
Read-only MCP server for Belarusian securities: tokens, shares, bonds, companie…
|
— | ||||||||
| 59037 |
hoton-mcp
Claim
Enables AI agents to purchase Telegram Stars, Premium, and TON top-ups by build…
|
— | ||||||||
| 59038 |
bazi-mcp
Claim
Deterministic Bazi / Four Pillars MCP server with True Solar Time, lunar/solar …
|
— | ||||||||
| 59039 |
Gamma MCP Server
Claim
Enables generating AI-powered presentations via the Gamma API directly from MCP…
|
— | ||||||||
| 59040 |
Deploy an MCP server on Cloudflare Workers without authentication, enabling rem…
|
— | ||||||||
| 59041 |
viam-community-mcp
Claim
An unofficial MCP server for inspecting and diagnosing Viam robotics fleets. It…
|
— | ||||||||
| 59042 |
gl-mcp-feedback
Claim
A feedback-oriented MCP server with a Web UI for AI development workflows, enab…
|
— | ||||||||