MCP Server Quality Scores
Independent quality analysis of 33449 public MCP servers
Last updated 52 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 31701 |
simple_mcp
Claim
MCP server for analyzing Perl code with Perl::Critic, enabling code quality che…
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| 31702 |
cortex-plugin
Claim
Persistent, self-evolving memory plugin for Claude Code. Background miner extra…
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| 31703 |
inbed
Claim
AI agent dating — personality matching, compatibility scoring, and real convers…
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| 31704 |
lmtd
Claim
Compute log mean temperature difference for heat exchanger analysis. Choose Cel…
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| 31705 |
NewzAI MCP Server
Claim
News MCP: real-time headlines & custom news search across 7 regions. Free, just…
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| 31706 |
ai-persona
Claim
An MCP protocol server that supports multi-AI personality summoning and collabo…
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| 31707 |
TVControl
Claim
MCP server that lets AI agents directly control and interact with the TradingVi…
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| 31708 |
SilbercueSwift
Claim
High-performance MCP server for iOS development and test automation. Gives AI c…
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| 31709 |
geolocation-mcp
Claim
Geolocation tools (reverse geocoding, ip lookup, etc) using Jeleo Geolocation A…
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| 31710 |
anon.li
Claim
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| 31711 |
Dalal Street MCP
Claim
Dalal Street MCP server connects to Indian stock market data, delivering live N…
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| 31712 |
jeda-ai
Claim
Visual AI for strategic thinking — SWOT, flowcharts, mindmaps, Gantt diagrams a…
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| 31713 |
note_mcp
Claim
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| 31714 |
mcp
Claim
Tickstem developer tools — manage cron jobs and verify emails from your AI codi…
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| 31715 |
dokploy-mcp
Claim
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| 31716 |
echo3s-mcp
Claim
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| 31717 | — | |||||||||
| 31718 |
Automates research workflows by collecting, summarizing, and categorizing AI te…
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| 31719 |
Syndicate Links MCP
Claim
Attribution and commission infrastructure for AI agents. Track conversions, ver…
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| 31720 |
Kali MCP Server
Claim
Enables AI assistants to execute penetration testing commands and security tool…
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| 31721 |
x-crm
Claim
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| 31722 |
URL shortening API for AI agents. Convert long URLs into compact short links wi…
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| 31723 |
glp1search
Claim
GLP-1 provider directory, peptide database, and medication comparison tools.
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| 31724 |
hyperliquid-mcp
Claim
Hyperliquid - 2 tools for perpetuals, options, and position data
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| 31725 |
Enables deployment of MCP servers on Cloudflare Workers with OAuth authenticati…
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| 31726 |
goodtoknow
Claim
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| 31727 |
test123
Claim
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| 31728 |
obscuraai-mcp-server
Claim
Generate visual AI automation workflows from any MCP client. No API key require…
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| 31729 |
Gergy AI MCP
Claim
An intelligent assistant built on Model Context Protocol architecture that prov…
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| 31730 |
mastra-course
Claim
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| 31731 |
QiQ Social
Claim
AI-powered multi-platform content publishing. 25 tools to create posts, run aut…
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— | ||||||||
| 31732 |
TypeScript MCP Server
Claim
A simple Model Context Protocol server implemented in TypeScript that enables c…
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| 31733 |
pydantic-mcp
Claim
An MCP server for inspecting and interacting with Pydantic models and Python ty…
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| 31734 |
MCPFinanceiro
Claim
A server for managing financial accounting entries that provides utilities for …
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| 31735 |
repo-graph
Claim
Structural graph map of any codebase so LLMs navigate by structure, not guesswo…
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| 31736 |
GitLab MCP Server
Claim
Connects AI assistants to GitLab projects, enabling natural language queries to…
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| 31737 |
Chemical safety and industrial regulatory intelligence MCP server. Check substa…
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| 31738 |
mcp
Claim
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| 31739 |
skybridge
Claim
Skybridge is a Full-Stack TypeScript framework for MCP Apps and ChatGPT Apps. T…
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| 31740 |
JSON validation API for AI agents. Validate JSON syntax, check against JSON Sch…
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| 31741 |
An MCP Server for Android running on the phone, optmized for token usage, suppo…
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| 31742 |
firewalla-mcp-server
Claim
A read-only MCP server that enables Claude to audit Firewalla network security …
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| 31743 |
A Model Context Protocol server that enables Claude to help developers implemen…
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| 31744 |
esiomai
Claim
|
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| 31745 |
Enables University of Toronto students to access academic data from ACORN and Q…
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| 31746 |
AgentTasker MCP Server
Claim
Minimal stdio MCP server for parallel task execution by AI agents.
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— | ||||||||
| 31747 |
Spark History MCP Server
Claim
Exposes Spark History Server metrics and metadata as tools for LLM-based analys…
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| 31748 |
intervals.mcp
Claim
Enables AI assistants to access and analyze intervals.icu training data includi…
|
— | ||||||||
| 31749 |
Provides Claude with SQL access to Hevy workout history and personal training c…
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| 31750 |
ZGTS Derma Roller
Claim
Expert MCP server for derma roller (microneedling) guidance. 4 tools: needle si…
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