MCP Server Quality Scores
Independent quality analysis of 67197 public MCP servers
Last updated 34 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 44451 |
hevy-mcp-server
Claim
Enables AI assistants to access and analyze your Hevy workout data, including w…
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| 44452 |
paperclip-mcp
Claim
Enables AI assistants to manage Paperclip AI agents, issues, goals, approvals, …
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| 44453 |
A local, human-paced MCP server for sourcing products on Taobao/Tmall, extracti…
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| 44454 |
An MCP server that lints, validates, and renders your Obsidian vault markdown —…
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| 44455 |
mcp-lyrics-ovh
Claim
Provides keyless lyrics lookup for songs by artist and title, with a suggest to…
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| 44456 |
tdsql-mcp
Claim
An MCP server that turns Teradata Vantage into a full-stack analytics agent pla…
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| 44457 |
AWS Notebook Runner MCP
Claim
Enables running Jupyter notebooks on temporary AWS compute (EC2 + SSM) with cos…
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| 44458 |
Enables AI agents to safely decode and inspect JWT tokens and Base64 payloads i…
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| 44459 |
recollect
Claim
Local, cross-agent memory for AI coding agents using a single SQLite file, enab…
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| 44460 |
A modern MCP server that provides Claude Desktop with the ability to store and …
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| 44461 |
Cloud-powered analytics server for Baby Sensory World that tracks engagement pa…
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| 44462 |
Unreal Engine MCP Server
Claim
Enables AI assistants to interact with Unreal Engine via Remote Control API for…
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| 44463 |
mcp-arcgis-montana
Claim
Enables searching and querying Montana State GIS open geospatial datasets (parc…
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| 44464 |
Outpost
Claim
Social media API and MCP server for AI agents that enables publishing to X, Ins…
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| 44465 |
memora-mcp
Claim
Provides persistent, semantic, cross-session memory for coding agents, backed b…
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| 44466 |
musicbrainz-mcp-server
Claim
Search artists, releases, recordings, works, and labels; traverse relationships…
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| 44467 |
mcp-server-dumplingai
Claim
Access data, web scraping, and document conversion APIs by [Dumpling AI](https:…
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| 44468 |
A-Stock MCP Server
Claim
Provides free Chinese A-share stock data including real-time quotes, historical…
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| 44469 |
gbif-mcp
Claim
Enables AI assistants to query and retrieve biodiversity data from the Global B…
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| 44470 |
Enables AI assistants to control a browser through Playwright tools for web aut…
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| 44471 |
Shared AI + user PowerShell session on Windows - execute commands, run scripts,…
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| 44472 |
arcgis-pittsburgh
Claim
Enables searching and querying City of Pittsburgh GIS open geospatial data (par…
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| 44473 |
RapidInvoice MCP Server
Claim
Generates professional invoices from Claude Desktop using RapidInvoice and stor…
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| 44474 |
sales-intelligence
Claim
Enables research on prospects, pull call transcripts, and enrich leads using Go…
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| 44475 |
Vector Memory MCP Server
Claim
Adds persistent long-term memory to GitHub Copilot CLI via local semantic vecto…
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| 44476 |
sanitized-db-mcp
Claim
Enables SQL query sanitization by rewriting queries at the AST level to prevent…
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| 44477 |
ConnectMeGuru
Claim
An official MCP server for ConnectMeGuru to search active travel eSIM packages,…
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| 44478 |
freqtrade-mcp
Claim
MCP server that connects AI agents to Freqtrade crypto trading bot via REST API…
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| 44479 |
pinterest-vision-mcp
Claim
MCP server that gives AI agents visual intelligence — search Pinterest, analyze…
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| 44480 |
llamator-mcp-server
Claim
Enables automated LLM red teaming by submitting asynchronous test runs, retriev…
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| 44481 |
codeJung-mcp
Claim
MCP server that exposes the self-hosted codeJung code-review service as tools, …
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| 44482 |
growwmcp
Claim
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| 44483 |
context-aware-mcp
Claim
A configurable MCP server that intelligently routes natural language queries to…
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| 44484 |
NZXplorer MCP Server
Claim
An MCP server that gives AI assistants direct access to New Zealand stock marke…
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| 44485 |
ikuai-mcp
Claim
MCP server for interacting with iKuai routers, enabling Claude to query system …
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| 44486 |
mcp-for-programmer
Claim
A Model Context Protocol server that helps programmers understand code by provi…
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| 44487 |
Banking MCP Server
Claim
Demo MCP server for a banking use case that returns raw PII payloads to demonst…
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| 44488 |
wcprediction-mcp
Claim
MCP server for a World Cup 2026 prediction game assistant, providing tools for …
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| 44489 |
pg-health
Claim
Archived MCP server for PostgreSQL health monitoring; functionality merged into…
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| 44490 |
text-toolkit
Claim
Transform and format text quickly to keep content clean, consistent, and readab…
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| 44491 |
A-Eyes
Claim
MCP server enabling Claude Code to capture screenshots of Windows applications …
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| 44492 |
After Effects MCP Server
Claim
Enables AI assistants to control Adobe After Effects for composition, layer, ef…
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| 44493 |
A universal Model Context Protocol server in Java, enabling interaction with mu…
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| 44494 |
Screen Vision MCP Server
Claim
Enables screen capture, OCR text extraction, and automated clicking on macOS th…
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| 44495 |
VulScan-MCP
Claim
MCP server that scans project dependencies for security vulnerabilities (CVEs) …
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| 44496 |
RAG Obsidian MCP Server
Claim
Enables semantic search over an Obsidian vault using ChromaDB, allowing users t…
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| 44497 |
lending-MCP
Claim
An MCP server that allows starting an iwoca business finance application from w…
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| 44498 |
mcp-arcgis-eagan
Claim
Enables querying and exploring City of Eagan open geospatial data (parcels, zon…
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| 44499 |
Provides a standardized interface for interacting with Semanticscholar's tools …
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| 44500 |
MindMeister MCP Server
Claim
Connects Claude to the MindMeister API v2, enabling AI-powered mind map managem…
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