MCP Server Quality Scores
Independent quality analysis of 58579 public MCP servers
Last updated 48 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 58501 |
X API FastMCP Server
Claim
A local MCP server that exposes the X API (formerly Twitter API) as tools, enab…
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| 58502 |
ai-readme-manager
Claim
A smart documentation system that helps AI assistants understand and follow you…
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| 58503 |
mcp-gera-persona
Claim
GeraPersona MCP — voice/personality skin marketplace for robots and AI agents (…
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| 58504 |
fabric-lakehouse-mcp
Claim
A Model Context Protocol server for Microsoft Fabric that enables AI agents to …
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| 58505 |
slackxmcp
Claim
Enables MCP-compatible clients to interact with Slack through Web API tools and…
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| 58506 |
novada-mcp
Claim
One MCP server. All web data. Search, scrape, crawl, proxy, and AI research — i…
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| 58507 |
diamond
Claim
Enables AI assistants to search and read offline documentation from synced libr…
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| 58508 |
ContextKeeper MCP Server
Claim
MCP server for ContextKeeper that enables AI assistants to read and modify cont…
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| 58509 |
Chrome Course MCP
Claim
Enables browsing and collecting course materials from Brightspace through Chrom…
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| 58510 |
Docker MCP
Claim
Enables remote Docker management over SSH via a local MCP server, providing too…
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| 58511 |
codeindex
Claim
Repo dependency analyzer with **blast-radius impact scoring** for AI-assisted d…
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| 58512 |
cli-executor-mcp
Claim
Enables LLMs to execute CLI commands and scripts for system deployment and mana…
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| 58513 |
brief-mcp
Claim
MCP server for BRIEF.md that captures decisions, constraints, and questions dur…
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| 58514 |
Plugin Hub
Claim
Single MCP server providing over 500 developer tools for Claude Code, covering …
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| 58515 |
FrancoLabs
Claim
UX research platform: manage studies, browse templates, read responses and anal…
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| 58516 |
PandaDoc MCP Server
Claim
PandaDoc MCP server for creating, sending, signing, and tracking PandaDoc docum…
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| 58517 |
ShaBaas Pay MCP Server
Claim
ShaBaas Pay MCP lets AI agents securely create PayTo agreements, initiate payme…
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| 58518 |
wheelfor-mcp
Claim
Create, spin, and manage shareable decision wheels on wheelfor.com. Supports cr…
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| 58519 |
mcp-fractera
Claim
Zero-Ops deploy of a private AI coding workspace to your own VPS, straight from…
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| 58520 |
csoai-governance-crosswalk-mcp MCP server by MEOK AI Labs
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| 58521 |
pdfplumber MCP Server
Claim
Extract tables, text, and metadata from PDFs using pdfplumber, enabling structu…
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| 58522 |
secfinapi-mcp
Claim
Standardized SEC EDGAR financial data — income statements, balance sheets, cash…
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| 58523 |
MCP Products Server
Claim
Enables product management (add, fetch) through natural language using Claude D…
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| 58524 |
Wix Bookings MCP Server
Claim
Enables managing Wix Bookings courses and searching participants through the Wi…
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| 58525 |
obsidian-mcp
Claim
A self-hosted MCP server with a management UI for reading, searching, editing, …
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| 58526 |
Butterbase
Claim
Full-stack backend platform MCP — provision apps, manage databases, deploy func…
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| 58527 |
Anava MCP Server
Claim
A bridge between AI assistants like Claude and Anava-enabled Axis cameras, enab…
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| 58528 |
Tracking MCP
Claim
A generic MCP server for tracking any entity type (e.g., weight, workouts, book…
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| 58529 |
lean-mcp
Claim
Enables verification of Lean 4 mathematical proofs via MCP tools, allowing AI c…
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| 58530 |
adaddaadaaa
Claim
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| 58531 |
gmail-mcp
Claim
MCP server for Gmail that enables searching, reading, archiving, and managing e…
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| 58532 |
faceton-mcp-server
Claim
FaceTron is a high-performance face embedding server with ONNX Runtime, dynamic…
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| 58533 |
siftingio-mcp
Claim
Exposes the SiftingIO market-data SDK to AI assistants, enabling live prices, f…
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| 58534 |
TokenBel Financial Data
Claim
Read-only MCP server for Belarusian securities: tokens, shares, bonds, companie…
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| 58535 |
hoton-mcp
Claim
Enables AI agents to purchase Telegram Stars, Premium, and TON top-ups by build…
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| 58536 |
bazi-mcp
Claim
Deterministic Bazi / Four Pillars MCP server with True Solar Time, lunar/solar …
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| 58537 |
Gamma MCP Server
Claim
Enables generating AI-powered presentations via the Gamma API directly from MCP…
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| 58538 |
Deploy an MCP server on Cloudflare Workers without authentication, enabling rem…
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| 58539 |
viam-community-mcp
Claim
An unofficial MCP server for inspecting and diagnosing Viam robotics fleets. It…
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| 58540 |
gl-mcp-feedback
Claim
A feedback-oriented MCP server with a Web UI for AI development workflows, enab…
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| 58541 |
Twitter/X scraping API for AI agents. Scrape public profiles (bio, stats, verif…
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| 58542 |
Stoa
Claim
Persistent shared memory for AI coding agents that turns a folder of markdown f…
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| 58543 |
A Python FastMCP server that re-exposes Kindora's public funder and grant tools…
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| 58544 |
mcp-ai-detection
Claim
Enables multi-tier AI-detection screening on academic papers by extracting text…
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| 58545 |
PostgreSQL MCP Server
Claim
Full-featured MCP server that exposes 36 tools for interacting with PostgreSQL …
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| 58546 |
Copilot MCP
Claim
MCP server exposing 14 real-time financial data tools to Microsoft Copilot Stud…
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| 58547 |
mame-mcp
Claim
Enables MAME reverse engineering tasks including memory access tracing, input i…
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| 58548 |
An MCP server with six tools including web search, URL fetching, math calculati…
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| 58549 |
mcp-knowledge-base
Claim
A personal knowledge base MCP server that allows AI assistants to manage notes,…
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| 58550 |
youtube-transcriber-mcp
Claim
Enables intelligent transcription of YouTube videos with automatic optimization…
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