MCP Server Quality Scores
Independent quality analysis of 67197 public MCP servers
Last updated 2 hours, 41 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 43401 |
postgres-mcp-server
Claim
Enables inspecting database schemas and executing read-only SQL queries on a Po…
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| 43402 |
sniff
Claim
QA + a11y scanner: walks your running app's real user flows and reports what's …
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| 43403 |
Meetup Coordinator MCP
Claim
Analyzes KakaoTalk group chat texts to extract availability, rank options, draf…
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| 43404 |
velora-mcp-copilote
Claim
Enables AI agents to assist sales advisors of the fictional e-commerce Velora b…
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| 43405 |
auralis-google
Claim
MCP server for integrating Claude AI with Google Workspace, enabling access to …
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| 43406 |
jt-mcp-server
Claim
MCP server that equips AI agents with dev workflow tools including GitHub proje…
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| 43407 |
@vskstudio/takt-mcp
Claim
MCP server for querying privacy-friendly website analytics from a self-hosted T…
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| 43408 |
SuperMemory
Claim
MCP-first agent learning: capture failures, validate lessons, retrieve context,…
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| 43409 |
tiny-loki-mcp
Claim
Enables read-only querying of Grafana Loki logs through tools like label discov…
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| 43410 |
Enables AI assistants to interact with the Solana blockchain, manage accounts a…
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| 43411 |
excel-mcp-server
Claim
Enables game designers to manipulate Excel files using natural language or SQL,…
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| 43412 |
ai_agent_test
Claim
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| 43413 |
mcp-ccnu-lib
Claim
封装华中师范大学图书馆空间预约系统(包括登录、查座位、预约、取消、暂离等操作)为一组MCP工具,供LLM调用执行。
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| 43414 |
BigQuery Readonly MCP
Claim
Enables reading BigQuery data from ChatGPT using read-only SQL queries, with OA…
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| 43415 |
Read-only canonical igoyal.ai Markdown resources, including MPP-paid city guide…
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| 43416 |
MCP FirestoreDB
Claim
A comprehensive MCP server for Google Cloud Firestore database operations, prov…
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| 43417 |
Argorant
Claim
Verified B2B contact data: size a market free, reveal or export when the segmen…
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| 43418 |
figma-slides-mcp
Claim
Enables AI agents to create and edit Figma Slides in real-time, with built-in r…
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| 43419 |
jaeger-mcp
Claim
Read-only MCP server for querying Jaeger environments from Codex, returning com…
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| 43420 |
Arcane Docker MCP Server
Claim
Enables managing Docker environments through Arcane via natural language, provi…
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| 43421 |
DevLab MCP Suite
Claim
Modular testing and automation MCP servers for Android devices, desktop browser…
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| 43422 |
mcp-cookbook
Claim
Enables browsing recipes, searching by category, and viewing detailed recipe in…
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| 43423 |
Generates structured Chinese Markdown briefs on mining topics by orchestrating …
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| 43424 |
SRA Simple MCP Server
Claim
MCP server to control StarRailAssistant (SRA) on Windows. Enables listing task …
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| 43425 |
EduPilot
Claim
A multi-agent AI tutor that delivers personalized lessons, resolves doubts with…
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| 43426 |
mcp-infra
Claim
An MCP server that provides tools for filesystem, database, web, system, and sh…
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| 43427 |
Dad Joke Visualizer
Claim
Generates clean, PG-13 dad jokes using AI and creates visual illustrations to a…
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| 43428 |
symbiopulse
Claim
SymbioPulse is an MCP-first context layer for AI coding agents that builds pers…
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| 43429 |
SecOps MCP
Claim
Provides access to 13+ penetration testing and security audit tools through a u…
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| 43430 |
Eidola MCP Server
Claim
Middleware that gives AI personas a visible, reactive presence inside editors l…
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| 43431 |
Converts PNG, JPG, and JPEG images to WebP format with configurable quality and…
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| 43432 |
hush
Claim
A secret store for AI agents: the agent never sees the plaintext.
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| 43433 |
Freeplay MCP Server
Claim
Enables AI agents to browse, accept, and complete paid offers from a marketplac…
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| 43434 |
CortexGraph
Claim
A Model Context Protocol (MCP) server providing human-like memory dynamics for …
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| 43435 |
claude-sessions-mcp
Claim
Browse, search, rename, split, and clean up Claude Code sessions via MCP, Web U…
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| 43436 |
virtuous-mcp
Claim
An MCP server that enables AI assistants to interact with Virtuous CRM+ through…
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| 43437 |
proxmox-lab-mcp
Claim
Proxmox home lab management MCP server that enables Claude Code to manage Proxm…
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| 43438 |
AI-powered e-commerce product search, affiliate links, and price negotiation
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| 43439 |
abc
Claim
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| 43440 |
search-docs
Claim
Enables AI agents to search local Markdown documents using natural language, wi…
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| 43441 |
github-extended-mcp
Claim
Extends Claude's GitHub integration with tools for gists, starring, profile man…
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| 43442 |
playwright-browser-skill
Claim
Provides 101 browser automation operations via Playwright, including navigation…
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| 43443 |
RouterBase MCP
Claim
Enables AI agents to discover models, pricing, and chat completions through Rou…
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| 43444 |
vexo-mcp
Claim
Unofficial MCP server for Vexo analytics. Enables querying event names, counts,…
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| 43445 |
aurekai-mcp
Claim
Aurekai MCP server for akai doctor, manifests, artifacts, feature queries, and …
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| 43446 |
TypeWriter MCP
Claim
Enables AI assistants to read and edit storylines for the Typewriter Minecraft …
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| 43447 |
agent-knowledge
Claim
Long-term memory for AI agents. Compiles conversations into a structured knowle…
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| 43448 |
NIST MCP Server
Claim
Provides comprehensive access to NIST cybersecurity frameworks and controls, en…
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| 43449 |
KotorMCP
Claim
MCP server for interacting with Knights of the Old Republic game installations,…
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| 43450 |
census-mcp-server
Claim
A production-grade MCP server for querying U.S. Census Bureau data (ACS 5-Year …
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