MCP Server Quality Scores
Independent quality analysis of 67226 public MCP servers
Last updated 2 hours, 43 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 52001 |
cargoshipper-mcp
Claim
A comprehensive MCP server that provides Claude with direct access to Docker, D…
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| 52002 |
tokenmizer
Claim
Graph-backed session memory for LLMs: checkpoint, resume, file analysis, token-…
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| 52003 |
A fashion vertical MCP server providing tools for product SEO audits and trend …
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| 52004 |
ranger-mcp-server
Claim
Enables management of Apache Ranger access policies, masking, tag-based policie…
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| 52005 |
Enables running multiple isolated browser sessions simultaneously and importing…
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| 52006 |
Monitors electricity outage schedules in Ukraine's Dnipropetrovsk region, enabl…
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| 52007 |
An OpenAPI-driven MCP server for Proxmox VE that provides 2 generic tools to ex…
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| 52008 |
stackchan-relay
Claim
MCP server that enables controlling a StackChan robot via tools like speak, emo…
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| 52009 |
mnemex
Claim
Temporal memory for AI with decay and reinforcement. Two-layer storage (JSONL +…
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| 52010 |
jira-mcp
Claim
MCP server for Jira Cloud enabling issue tracking, comments, transitions, and a…
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| 52011 |
cli-market-world
Claim
Commerce for AI agents. 24 MCP tools. 68 retailers (38 verified), 8 countries, …
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| 52012 |
eip-mcp
Claim
Gives AI assistants access to the Exploit Intelligence Platform for vulnerabili…
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| 52013 |
MCP API Tool Demo
Claim
Demo MCP server that exposes order and customer data as read-only tools for AI …
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| 52014 |
github-mcp-server
Claim
A minimal MCP server for GitHub that enables browsing repos, reading code, sear…
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| 52015 |
transcript-magic
Claim
Generate transcripts from YouTube, TikTok, Instagram, and Facebook videos.
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| 52016 |
Nocodb MCP Server
Claim
Provides CRUD operations (Create, Read, Update, Delete) for Nocodb tables throu…
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| 52017 |
MuJoCo MCP Server
Claim
Exposes MuJoCo physics simulation to AI assistants via 65 MCP tools, enabling n…
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| 52018 |
MCP Python Executor
Claim
Executes Python code with safety constraints and manages Python packages throug…
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| 52019 |
lethe
Claim
Context GC for LLM agents: offload large tool outputs and recall them to save t…
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| 52020 |
Integrates GitHub Copilot Agent with Azure DevOps to fetch, analyze, and report…
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| 52021 |
mcp-server
Claim
Live AI agent contest platform on Solana mainnet. Compete in skill tournaments …
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| 52022 |
eleata-verify-mcp
Claim
MCP server for verifying claims against evidence using natural language inferen…
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| 52023 |
engineering-standards
Claim
Enforces team engineering standards across Git, code review, Rails, frontend, d…
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| 52024 |
mcp-server
Claim
Cross-border debt collection: submit and track cases handled by local partners …
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| 52025 |
livedatalink
Claim
182 real-time data tools across 36 domains: sanctions, SEC, courts, finance, cy…
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| 52026 |
Free — no API key required. Enrich by domain or name. Country, contacts, social…
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| 52027 |
apc-mcp
Claim
apc-mcp is a Model Context Protocol server that brings audio plugin development…
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| 52028 |
mcp-rag-local
Claim
Enables storing and retrieving text passages based on semantic meaning using lo…
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| 52029 |
@askaudience/mcp-server
Claim
Ask 10,000+ synthetic European personas grounded in real survey data (ESS & WVS…
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| 52030 |
mcp-sphinx-docs
Claim
Converts Sphinx documentation (RST) to Markdown optimized for LLMs, enabling ea…
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| 52031 |
nordic-data
Claim
Global B2B intelligence for AI agents: 35M+ companies, 1.6M sanctions, KYB pack…
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| 52032 |
drawio-mcp
Claim
Enables AI assistants to generate professional UML diagrams (class, use case, a…
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| 52033 |
lerobot-mcp
Claim
Typed MCP server for Hugging Face LeRobot workflows. Provides a structured, aud…
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| 52034 |
mcpharden
Claim
Scans MCP servers for security hardening issues including capability declaratio…
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| 52035 |
MCP server providing access to US patent data (2000-2024) via Rememberizer's kn…
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| 52036 |
aspro-mcp
Claim
Enables LLMs to interact with the Aspro.Cloud REST API through self-describing …
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| 52037 |
bridgistic
Claim
Connect Claude to WordPress safely: signed requests, scoped keys, approvals, lo…
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| 52038 |
Opengraph
Claim
Extract OpenGraph metadata, scrape website content, and take automated screensh…
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| 52039 |
Gmail MCP Server
Claim
Enables reading the last 10 emails from your Gmail inbox via an MCP tool.
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| 52040 |
guarded-whatsapp-mcp
Claim
Governs and automates WhatsApp messaging for AI agents with security controls l…
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| 52041 |
Revit Converter MCP
Claim
Convert Revit files to XKT, IFC, or DWG and query BIM data via natural language.
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| 52042 |
mousecat
Claim
An MCP server for AI coding hosts that provides structured operator interaction…
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| 52043 |
agentladle/mcp-sec
Claim
It enables AI assistants (Claude, Cursor, etc.) to access SEC EDGAR data throug…
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| 52044 |
sgis-mcp
Claim
Enables users to query Korean demographic statistics (population, households, h…
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| 52045 |
Mnemo MCP
Claim
Persistent AI memory server with hybrid search and embedded sync. Enables AI ag…
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| 52046 |
textview-mcp
Claim
Connects AI assistants to TextView for persistent memory, enabling saving, sear…
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| 52047 |
changeflow
Claim
AI-powered web monitoring. Track any website, get structured change intelligenc…
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| 52048 |
Remote MCP Server
Claim
Enables running an MCP server remotely on Cloudflare Workers with OAuth authent…
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| 52049 |
flipper-ble-mcp
Claim
Drive a Flipper Zero wirelessly over Bluetooth LE from Claude.
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| 52050 |
horizon-mcp-demo
Claim
Exposes a governed semantic layer built on dbt Core and DuckDB, enabling AI age…
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