MCP Server Quality Scores
Independent quality analysis of 67197 public MCP servers
Last updated 1 hour, 33 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 32351 |
Enables AI assistants to manage Check Point CloudGuard WAF configuration throug…
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| 32352 |
codebase-memory-mcp
Claim
Local-first repository memory for AI coding agents that indexes codebases into …
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| 32353 |
easy-mysql-admin-mcp
Claim
High-privilege MySQL admin MCP server for database and user/grant management.
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| 32354 |
MCP GeoData Placefinder: search places, reverse geocode, and find nearby locati…
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| 32355 |
TransBench
Claim
TransBench is a translational research agent that takes free-text clinical obse…
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| 32356 |
flux-mcp
Claim
Provides agentic MCP tools for the Flux Framework, enabling job submission, man…
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| 32357 |
nwtools-mcp
Claim
Provides accurate IPv4 subnet and address tools for LLMs using Python's ipaddre…
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| 32358 |
Mapify MCP Server
Claim
Enables AI assistants to generate interactive mind maps from text, YouTube vide…
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| 32359 |
Ghost Browser MCP
Claim
Undetectable browser automation server for MCP-compatible AI agents, offering 2…
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| 32360 |
This MCP server provides tools for OCR and keyword extraction, enabling AI work…
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| 32361 |
MCP-WEDECODEMCP
Claim
A WeChat Mini Program decompilation MCP server that enables scanning, decompili…
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| 32362 |
Local File Organizer
Claim
A file organization MCP server that safely categorizes and manages files in all…
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| 32363 |
Deploys a remote MCP server on Cloudflare Workers without authentication, enabl…
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| 32364 |
approval-mcpapp
Claim
An MCP server that implements a multi-stage employee access request and approva…
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| 32365 |
Search live food safety data from FDA, FSIS, CDC, and city health departments (…
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| 32366 |
Agile MCP Server
Claim
Turn your LLM into an agile project management assistant for user story creatio…
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| 32367 |
An MCP server exposing 53 tools covering the Hyblock Capital API for orderflow,…
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| 32368 |
soundgrep
Claim
Enables semantic search of local audio samples by describing sounds, MIDI gener…
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| 32369 |
An MCP server for converting images to WebP or AVIF formats using the sharp lib…
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| 32370 |
PolyRank MCP
Claim
Provides AI agents with direct access to Polyrank's skill analytics for Polymar…
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| 32371 |
koko-call-mcp
Claim
Read-only MCP server for searching Japanese government procurement bid notices …
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| 32372 |
Connects AI assistants and agentic frameworks to the Graphor API, enabling grap…
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| 32373 |
mcp-discord-bridge
Claim
Discord MCP server with 46 tools for channels, messages, forums, webhooks, memb…
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| 32374 |
SWAPI MCP Server
Claim
Enables LLMs and clients to search for Star Wars characters, planets, and films…
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| 32375 |
notion-mcp-server
Claim
Enables natural language interaction with Notion workspace, including search, p…
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| 32376 |
Enables AI agents to investigate Splunk exports or live queries using determini…
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| 32377 |
Vista API MCP Server
Claim
Provides secure access to VA's VistA electronic health record system, enabling …
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| 32378 |
fal-mcp
Claim
Image generation for Claude using every model on fal.ai, inline in conversation…
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| 32379 |
MCP Apps Todo
Claim
A Todo app leveraging MCP Apps to provide interactive UI within conversations, …
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| 32380 |
memopaper-mcp
Claim
MCP server for memopaper.dev that gives AI agents direct access to a memo buffe…
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| 32381 |
matter-mcp-server
Claim
Enables AI assistants to directly interact with Matter devices and protocol ope…
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| 32382 |
1688 Scraper MCP
Claim
Enables AI-powered 1688 wholesale sourcing with intelligent product search, pri…
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| 32383 |
jwt-doctor-mcp
Claim
Enables AI agents to audit JSON Web Tokens (JWTs) and other token formats for s…
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| 32384 |
Lawmesh MCP Server
Claim
Enables AI agents to query U.S. legislative data, including jurisdictions, legi…
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| 32385 |
Tall MCP Server
Claim
Provides AI assistants with local access to Filament, Laravel, Livewire, and Pe…
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| 32386 |
cpp-debug-mcp
Claim
Provides GDB and clangd-based tools for debugging C++ programs, enabling step e…
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| 32387 |
Exposes read-only Aruba Fatturazione Elettronica API operations for managing el…
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| 32388 |
emma-transactions-mcp
Claim
A generic MCP server for querying Emma-app transaction exports stored in Google…
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| 32389 |
@fliq/mcp
Claim
Lets AI agents schedule and manage HTTP jobs, cron schedules, rate-limited buff…
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| 32390 |
MCP Server Starter
Claim
A minimal MCP server with calculator and memory store tools, ready to use with …
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| 32391 |
After Effects MCP Server
Claim
Enables AI agents to control Adobe After Effects for project inspection, compos…
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| 32392 |
mulchd
Claim
Self-hosted MCP server for storing and serving structured team knowledge, enabl…
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| 32393 |
signallabs-mcp
Claim
Competitive Intelligence MCP: generate AI battlecards, track competitors, monit…
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| 32394 |
youtube-mcp
Claim
MCP server for YouTube that provides tools to fetch video metadata and transcri…
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| 32395 |
Mattermost MCP Server
Claim
Enables Claude to fetch RSS feeds and post messages to a self-hosted Mattermost…
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| 32396 |
mcp-file-servers
Claim
Enables file operations (PDF, Office, images, archives, media) through natural …
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| 32397 |
Excel MCP Cleyrop
Claim
Generates formatted Excel (.xlsx) files from user requests and deposits them in…
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| 32398 |
Unbrowse
Claim
Connect to any website's backend directly by indexing it with our chrome extens…
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| 32399 |
npm registry MCP server — package intelligence, security audits, dependency ana…
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| 32400 |
QAcito
Claim
Autonomous QA platform powered by Claude + Playwright that allows AI to write, …
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