MCP Server Quality Scores
Independent quality analysis of 69236 public MCP servers
Last updated 2 hours, 7 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 47051 |
plaud-mcp
Claim
Enables querying Plaud AI recordings, transcripts, and summaries through the Pl…
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| 47052 |
youtube-live-mcp
Claim
Enables AI assistants to control YouTube Live Streaming, including creating bro…
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| 47053 |
Semantic Memory MCP
Claim
Enables AI agents to store, search, and recall semantic memories with three mem…
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| 47054 |
microsoft-office-mcp
Claim
Enables creating PowerPoint presentations with ERD diagrams from text prompts b…
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| 47055 |
ClickUp MCP Server
Claim
Audit ClickUp workspaces: spaces, folders, lists, custom fields, tasks, and vie…
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| 47056 |
luigi-ucp-server
Claim
Implements Universal Commerce Protocol (UCP) primitives backed by HubSpot CRM, …
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| 47057 |
rhino-mcp
Claim
Enables Claude to drive Rhino 8 and Grasshopper for geometry creation, manipula…
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| 47058 |
chatsave
Claim
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| 47059 |
OdooSurface MCP
Claim
Enables AI agents to interact with Odoo ERP as the authenticated user, with too…
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| 47060 |
Synlake MCP Server
Claim
Enables AI agents to discover, evaluate, and provision cloud infrastructure acr…
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| 47061 |
bilibili-info-mcp
Claim
MCP server for fetching Bilibili video metadata and subtitles. Supports running…
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| 47062 |
bulkrender-mcp
Claim
Generate DOCX and PDF documents from reusable templates at scale. Upload a DOCX…
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| 47063 |
Dash Robot MCP Server
Claim
Enables controlling Wonder Workshop's Dash robot through Claude, supporting mov…
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| 47064 |
Serves as a universal interface between AI Agents and AnalyticDB PostgreSQL dat…
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| 47065 |
An MCP server that enables signing, verifying, and managing APK files and keyst…
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| 47066 |
ifs-mcp-server-local
Claim
Connect Claude to your IFS Cloud instance and interact with your ERP through na…
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| 47067 |
mcp-serper
Claim
Enables Google Search, News, and Places queries via the Serper API, integrated …
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| 47068 |
LiveWall Event Server
Claim
Analyze web links to create and manage event data efficiently. Extract event de…
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| 47069 |
Gmail MCP Server
Claim
Multi-account Gmail integration for AI agents, enabling read, write, archive, l…
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| 47070 |
memini
Claim
Local-first project memory for AI coding agents. Records failed attempts, fragi…
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| 47071 |
Spec Kit Memory Hub
Claim
Repository-native, Git-reviewable memory extension for AI coding assistants to …
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| 47072 |
Math MCP Learning
Claim
Educational MCP server with math operations, statistics, visualizations, and pe…
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| 47073 |
Hermes Atlas MCP Server
Claim
Enables AI agents to search, browse, and recommend tools from the Hermes Agent …
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| 47074 |
UK AI Regulation Compliance MCP. Automates audits against the UK AI White Paper…
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| 47075 |
regulatory
Claim
Live US federal and state regulatory changes and grant programs, every result c…
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| 47076 |
macOS Shell MCP Server
Claim
Enables shell command execution on macOS with session management, background pr…
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| 47077 |
wireshark-mcp
Claim
Exposes Wireshark CLI tools to AI agents through MCP interfaces for network ana…
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| 47078 |
mkopo-mcp
Claim
MCP server for alternative credit scoring in Kenya — builds a 300–850 score fro…
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| 47079 |
BDNS MCP Server
Claim
Enables searching and querying Spanish public subsidies and aids using the BDNS…
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| 47080 |
mem-graph
Claim
Graph-relational memory MCP server for persistent LLM memory, featuring wikilin…
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| 47081 |
expo-docs
Claim
Enables fast, offline search and retrieval of Expo documentation from local .md…
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| 47082 |
contextgit
Claim
A deterministic, local-first memory engine for AI assistants that provides vers…
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| 47083 |
calorie-tracking
Claim
Log meals and instantly find calorie information for foods. Get a clear daily s…
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| 47084 |
design-review
Claim
This MCP server renders UI design artifacts headlessly, runs deterministic lint…
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| 47085 |
Provides persistent, local-first memory with knowledge graph and hybrid search …
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| 47086 |
mcp-data-grandparissud
Claim
Enables searching and querying Grand Paris Sud open data (urban services, mobil…
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| 47087 |
recall
Claim
A zero-dependency MCP server for cross-session memory recall in Claude Code. Pr…
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| 47088 |
Godot MCP
Claim
An MCP server that gives AI assistants full control over the Godot game engine,…
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| 47089 |
Photonics Simulation MCP
Claim
Knowledge-based MCP server for photonics simulation engineering, providing rule…
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| 47090 |
mcp-carrefour
Claim
MCP server that connects Carrefour Drive to Claude and other MCP clients, enabl…
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| 47091 |
dental-calendar-mcp
Claim
Enables ElevenLabs AI agents to manage dental clinic appointments through Googl…
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| 47092 |
mcp-dreamlaunchers-in
Claim
DREAM LAUNCHERS INTERIORS PRIVATE LIMITED
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| 47093 |
comfyui-mcp-secure
Claim
A secure MCP server for ComfyUI that enables AI assistants to generate images, …
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| 47094 |
arcgis-tallahassee
Claim
Enables searching and querying open geospatial datasets from Tallahassee-Leon C…
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| 47095 |
BananaCrystal MCP Server
Claim
Provides AI agents with a wallet and autonomous payment capabilities using stab…
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| 47096 |
A read-only MCP server that exposes Estonian eesti.ai events (workshops and mee…
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| 47097 |
ask_her
Claim
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| 47098 |
Fuzzy-Semantic-Audit-MCP
Claim
A high-precision logical vulnerability auditing tool that uses MCP and CodeGrap…
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| 47099 |
MCP DataFrame QA
Claim
A research-informed MCP server that enables natural language question answering…
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| 47100 |
A production-grade coordination hub that enables AI agents and human teams to w…
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