MCP Server Quality Scores
Independent quality analysis of 69448 public MCP servers
Last updated 3 hours, 59 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 35501 |
example-mcp-server-stdio
Claim
example-mcp-server-stdio
|
— | ||||||||
| 35502 |
junto-memory
Claim
A shared memory and coordination server for multiple AI coding agents, built on…
|
— | ||||||||
| 35503 |
FortiGate MCP Server
Claim
A production-ready MCP server for managing FortiGate firewalls, enabling AI ass…
|
— | ||||||||
| 35504 |
OpenAPI MCP Server
Claim
Dynamically exposes any OpenAPI/Swagger API as tools for AI assistants, automat…
|
— | ||||||||
| 35505 |
Provides access to Victoria, Australia's public holidays and important dates vi…
|
— | ||||||||
| 35506 |
Yandex Wordstat MCP
Claim
Enables querying Yandex Wordstat search statistics, including frequency, relate…
|
— | ||||||||
| 35507 |
Data Analysis MCP Server
Claim
A simple Model Context Protocol (MCP) server that allows LLMs to create and man…
|
— | ||||||||
| 35508 |
searchloinc
Claim
Enables LLMs to search LOINC terms with free-text, relevance-ranked, and facete…
|
— | ||||||||
| 35509 |
Network Ops MCP
Claim
Aggregates network operations tools such as retrieving local network configurat…
|
— | ||||||||
| 35510 |
CoordMCP
Claim
A coordination server that enables multiple AI coding agents to work together o…
|
— | ||||||||
| 35511 |
mcp-coinmarketcap
Claim
Enables AI agents to query cryptocurrency data including prices, market cap, ra…
|
— | ||||||||
| 35512 |
ardhi-mcp
Claim
MCP server for Kenya land administration — title search, land rates, subdivisio…
|
— | ||||||||
| 35513 |
divination-chart-mcp
Claim
An MCP server for generating Chinese divination charts (Six-line and Bazi) base…
|
— | ||||||||
| 35514 |
whoop-mcp-server
Claim
WHOOP recovery, sleep, strain, and workouts with server-side analysis: trends, …
|
— | ||||||||
| 35515 |
Fact-Checker MCP Server
Claim
This MCP server enables AI agents to extract, verify, and cache factual claims …
|
— | ||||||||
| 35516 |
guru-pk-mcp
Claim
An MCP server that enables multi-round AI expert debates with dynamic expert ge…
|
— | ||||||||
| 35517 |
Chess MCP Server
Claim
Enables AI assistants to explore player profiles, ratings, game archives, leade…
|
— | ||||||||
| 35518 |
Supabase MCP Server
Claim
A production-ready MCP server providing AI assistants with intelligent Supabase…
|
— | ||||||||
| 35519 |
Provides PDF analysis, data extraction, form filling, and comparison capabiliti…
|
— | ||||||||
| 35520 |
MCP Codex Worker
Claim
Enables Codex to delegate bulk code reading, patching, and testing to an async …
|
— | ||||||||
| 35521 |
Deriva MCP Server
Claim
Enables AI assistants to manage Deriva catalogs and execute ML workflows, inclu…
|
— | ||||||||
| 35522 |
fetch-server-pawan
Claim
|
— | ||||||||
| 35523 |
cryosparc-docs-mcp
Claim
Enables AI coding agents to search and retrieve official CryoSPARC documentatio…
|
— | ||||||||
| 35524 |
PhantomHand
Claim
A minimalist browser control engine that allows LLM agents to visually perceive…
|
— | ||||||||
| 35525 |
VirtualSMS MCP Server
Claim
Enables AI assistants to purchase virtual phone numbers, retrieve SMS verificat…
|
— | ||||||||
| 35526 |
Documents MCP Server
Claim
A production-ready Model Context Protocol server that bridges local document ma…
|
— | ||||||||
| 35527 |
XrayDB MCP Server
Claim
Prototype of a Model Context Protocol (MCP) server that provides access to X-ra…
|
— | ||||||||
| 35528 |
personal-health-mcp
Claim
Self-hosted MCP server that aggregates personal health data from Google Health,…
|
— | ||||||||
| 35529 |
mcp_socket_server
Claim
An MCP server that bridges LLM platforms with multiple socket_server targets, e…
|
— | ||||||||
| 35530 |
MCP Weather Server
Claim
Enables AI agents like GitHub Copilot to retrieve real-time weather data for an…
|
— | ||||||||
| 35531 |
lazy-calculator
Claim
A deliberately broken calculator MCP server that always returns double the corr…
|
— | ||||||||
| 35532 |
confluence-mcp
Claim
Provides read access to Confluence Server/Data Center pages, sections, tables, …
|
— | ||||||||
| 35533 |
videoscan-mcp
Claim
An MCP server for comprehensive video analysis — AI-powered transcription, visu…
|
— | ||||||||
| 35534 |
servicetitan-mcp
Claim
A remote MCP server that exposes the ServiceTitan API as tools, enabling Claude…
|
— | ||||||||
| 35535 |
mdymcp
Claim
Unified MCP server for Mingdao platform, providing 98 tools for collaboration A…
|
— | ||||||||
| 35536 |
suplagentics-mcp-server
Claim
Enables importing Claude Code and opencode session history into a searchable me…
|
— | ||||||||
| 35537 |
Jira Enterprise MCP
Claim
Small MCP server for connecting to enterprise Jira using a personal access toke…
|
— | ||||||||
| 35538 |
consciousness MCP server
Claim
A pluggable vector memory server for semantic search and long-term memory, with…
|
— | ||||||||
| 35539 |
mcp-data-kingcounty
Claim
Enables querying and searching King County Open Data datasets via Socrata SoQL,…
|
— | ||||||||
| 35540 |
Instagram MCP Server
Claim
Enables AI assistants to interact with Instagram by scraping profiles, posts, r…
|
— | ||||||||
| 35541 |
Agentic MCP Server
Claim
Enables AI-driven orchestration of GitHub development workflows including autom…
|
— | ||||||||
| 35542 |
yasuda-figma-mcp
Claim
A read-only Figma MCP server for GitHub Copilot that renders screenshots locall…
|
— | ||||||||
| 35543 |
Enables AI assistants to interact with Jira and Confluence via natural language…
|
— | ||||||||
| 35544 |
archlang-mcp
Claim
Compile, describe, lint, validate, score and repair multi-storey and curved Arc…
|
— | ||||||||
| 35545 |
Meilisearch API Server
Claim
Provide AI models with seamless access to Meilisearch's powerful search and ind…
|
— | ||||||||
| 35546 |
tts-mcp
Claim
Profile-driven MCP server for Google Cloud Text-to-Speech that exposes tools to…
|
— | ||||||||
| 35547 |
outline-mcp
Claim
MCP server for Outline that gives Claude the ability to search and read documen…
|
— | ||||||||
| 35548 |
llm-fallback-mcp
Claim
MCP server that completes prompts with automatic provider fallback across OpenA…
|
— | ||||||||
| 35549 |
Enables searching and analyzing Facebook's public ads library to see what compa…
|
— | ||||||||
| 35550 |
Proxmox MCP Server
Claim
An enterprise-grade management tool that enables Claude Code to securely intera…
|
— | ||||||||