MCP Server Quality Scores
Independent quality analysis of 43430 public MCP servers
Last updated 29 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 38651 |
siteone-mcp-server
Claim
Enables SEO auditing and site analysis by crawling websites, identifying issues…
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| 38652 |
Enables WordPress content management (posts, metadata, taxonomies, Gutenberg bl…
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| 38653 |
biliscribe
Claim
Extracts and formats Bilibili video content into structured text, optimized for…
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| 38654 |
A decoupled, stateful MCP server and HTTP REST Gateway styled as a Banking Cred…
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| 38655 |
pilot-shell
Claim
How real engineers run Claude Code: spec-driven planning, enforced TDD, persist…
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| 38656 |
embedded-gdb-mcp
Claim
Enables GDB debugging for embedded development workflows, allowing users to sta…
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| 38657 |
Accordo
Claim
A YAML-driven workflow guidance MCP server that enables AI coding agents to fol…
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| 38658 |
remoet
Claim
Remoet turns job search into a curated agent workflow. Connect Claude, Cursor, …
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| 38659 |
noapi-google-search-mcp
Claim
An MCP server that gives local LLMs access to Google search, live feeds, YouTub…
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| 38660 |
llamacpp-mcp
Claim
An MCP server for running local LLMs using llama-cpp-python, with built-in tool…
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| 38661 |
ClickHouse MCP Agent
Claim
Enables querying ClickHouse databases using natural language with AI models, su…
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| 38662 |
researchSync
Claim
Enables retrieval of arXiv paper metadata and storage in a Notion database, all…
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| 38663 |
citation-finder-ai-mcp
Claim
citation-finder-ai-mcp MCP server by MEOK AI Labs
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| 38664 |
build_club_mcp
Claim
MCP server with example tools for arithmetic and greeting, designed for deploym…
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| 38665 |
A governed MCP server for Saudi open data sources (SAMA, stats.gov.sa, Ministry…
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| 38666 |
tokensStudioMCP
Claim
MCP server that reads Tokens Studio design tokens from Figma and makes them ava…
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| 38667 |
MCP Scheduler
Claim
A robust task scheduler server for scheduling and managing various types of aut…
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| 38668 |
mcp-context-cache
Claim
Efficiently loads, caches, and delivers project file context for AI agents usin…
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| 38669 |
MCP-AI-Gateway
Claim
Unified local MCP AI Gateway that routes across Groq, OpenRouter, Mistral, and …
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| 38670 |
mcp-feedback-collector
Claim
A MCP server that enables AI assistants to collect interactive user feedback wi…
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| 38671 |
Enables searching AWS Amplify documentation using natural language queries with…
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| 38672 |
Coinbase MCP Server
Claim
Provides tools for interacting with the Coinbase Advanced Trading API, enabling…
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| 38673 |
MCP SSH Server
Claim
Enables AI assistants to execute commands and transfer files on remote servers …
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| 38674 |
Provides a standardized interface for interacting with Retell's tools and servi…
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| 38675 |
Groww MCP Server
Claim
An MCP server for the Groww trading platform. This enables LLM applications to …
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| 38676 |
MCP-Serveur
Claim
A modular and extensible MCP server for managing synchronous and asynchronous t…
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| 38677 |
Wikipedia MCP Server
Claim
Provides structured access to Wikipedia content including search, summaries, im…
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| 38678 |
Sketch Engine MCP Server
Claim
Connects Claude to Sketch Engine for corpus linguistics and text analysis, enab…
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| 38679 |
wechat-reader-mcp
Claim
MCP server for reading WeChat public account articles by reusing authenticated …
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| 38680 |
ldap-mcp-server
Claim
An MCP server that exposes LDAP directory operations to AI agents, supporting f…
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| 38681 |
MCP FirestoreDB
Claim
A comprehensive MCP server for Google Cloud Firestore database operations, prov…
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| 38682 |
Spotify MCP Server
Claim
Enables control of Spotify playback, track search, and user profile retrieval v…
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| 38683 |
trw-mcp
Claim
MCP server providing persistent engineering memory and spec-driven development …
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| 38684 |
8DX MCP Server
Claim
Exposes 8DX DEX aggregator REST endpoints as tools for AI agents, enabling toke…
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| 38685 |
Enables route search and PDF generation using Japan's Ekispert API through a re…
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| 38686 |
vikunja-mcp
Claim
Lightweight MCP server for Vikunja task management, providing tools to manage p…
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| 38687 |
freegamestore-mcp
Claim
Enables building, publishing, and improving PWA games from your editor by scaff…
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| 38688 |
COMSOL MCP Server
Claim
MCP Server for COMSOL Multiphysics simulation automation via AI agents.
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| 38689 |
GolfBox MCP
Claim
A local MCP server for GolfBox tee-time workflows that lets agent clients authe…
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| 38690 |
lexicon-mcp
Claim
Enables querying and updating a Lexicon DJ library via its Local API, supportin…
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| 38691 |
MCP Google Drive Server
Claim
Enables AI assistants to interact with Google Drive, supporting file operations…
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| 38692 |
WordPress MCP Server
Claim
Enables AI to manage WordPress sites with 190+ tools for complete control over …
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| 38693 |
youtube-mcp-server
Claim
A local stdio MCP server that gives Claude (or any MCP client) full programmati…
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| 38694 |
Publora MVP MCP Server
Claim
Enables AI agents to create, schedule, and manage social media posts across 10 …
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| 38695 |
kyoto-assistant-mcp
Claim
A Kyoto travel planning assistant that uses Wikivoyage API and LangChain/LangGr…
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| 38696 |
cell-mem
Claim
An MCP server that provides AI agents with persistent, multi-layered memory ins…
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| 38697 |
MCP Brain Service
Claim
Enables character management and semantic search for the Auto-Movie application…
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| 38698 |
google-health-mcp-server
Claim
MCP server to read daily activity, sleep, heart rate, and body metrics from Goo…
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| 38699 |
Codex MCP Abaqus
Claim
Enables to interact with Abaqus FEA software through an MCP bridge, supporting …
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| 38700 |
media-downloader
Claim
A multimedia downloading and conversion MCP server supporting YouTube, HLS stre…
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