MCP Server Quality Scores
Independent quality analysis of 67181 public MCP servers
Last updated 2 hours, 20 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 39401 |
MCP Basic Create Tool
Claim
A minimal MCP server using FastMCP to demonstrate tool creation, including a ge…
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| 39402 |
parbaked
Claim
Scaffold invite-only Python/FastAPI apps: auth, admin dashboard, dev server, de…
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| 39403 |
easy-jupyter-editor-mcp
Claim
Enables AI agents to safely and structurally edit Jupyter Notebook (.ipynb) fil…
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| 39404 |
@skillzmarket/mcp
Claim
Enables AI assistants to search, get info, call, and review paid AI skills on S…
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| 39405 |
Enables AI agents to interact with both frontend and backend projects by provid…
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| 39406 |
external-agent-mcp
Claim
Bridges Codex to external CLI coding agents for read-only code analysis and det…
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| 39407 |
yougile-mcp
Claim
A production-grade Model Context Protocol server for YouGile that lets AI agent…
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| 39408 |
orca-ai-mcp
Claim
Integrates with Orca AI's HUNT Platform API to search for information about peo…
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| 39409 |
test-mcp2
Claim
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| 39410 |
mcpGetImage
Claim
An MCP server for generating candy product images with white backgrounds and re…
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| 39411 |
anima-use-google
Claim
MCP server that lets AI agents perform Google AI Mode searches using the user's…
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| 39412 |
best-cad-mcp
Claim
Windows AutoCAD MCP server for handle-first CAD automation, validation, and dra…
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| 39413 |
mcp-creditcard
Claim
Provides a Luhn check-digit validation tool for numeric strings such as credit …
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| 39414 |
LabArchives MCP Server
Claim
Connects AI assistants to LabArchives electronic lab notebooks, enabling queryi…
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| 39415 |
MCP server for managing and analyzing Amazon Advertising data through natural l…
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| 39416 |
re-library-mcp
Claim
Enables querying a curated reverse engineering knowledge base covering techniqu…
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| 39417 |
arcgis-grandchute
Claim
Enables AI agents to search and query Town of Grand Chute, Wisconsin open geosp…
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| 39418 |
Task Manager MCP Server
Claim
Enables adding, reading, updating tasks via Claude with a SQLite backend.
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| 39419 |
foldkit-extension-mcp
Claim
Exposes foldkit's 7-prime spine, 7 κ-bands, and 6 fold operations as native too…
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| 39420 |
Provides access to BioThings.io APIs for comprehensive gene and variant annotat…
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| 39421 |
lp-copilot
Claim
LP copilot: free position enumeration on 7 chains + paid range backtests, IL fo…
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| 39422 |
@godrix/argocd-mcp
Claim
MCP server for Argo CD that provides multi-environment profiles, SSO or API key…
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| 39423 |
Nano Banana MCP
Claim
MCP server for AI image generation and editing using Google Gemini image models.
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| 39424 |
H1B Sponsor MCP
Claim
Read-only MCP server for querying H-1B sponsoring employers from the USCIS data…
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| 39425 |
ai-verify-mcp
Claim
An MCP server for validating AI-generated code through automated browser testin…
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| 39426 |
organizze-mcp
Claim
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| 39427 |
bybit-ws
Claim
An MCP server that enables AI agents to scan the market, manage positions, and …
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| 39428 |
mcp-ltm
Claim
Provides persistent long-term memory for AI assistants with tag-based retrieval…
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| 39429 |
FilePilot AI
Claim
Local-first MCP server for safely searching, reading, summarizing, tagging, ded…
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| 39430 |
gdocs-mcp
Claim
MCP server for Google Docs and Sheets that enables AI assistants to read, creat…
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| 39431 |
athena-mcp-server
Claim
Remote MCP server for AWS Athena that allows executing SQL queries, checking st…
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| 39432 |
YApi MCP Server
Claim
Provides tools for AI assistants to list, search, and get details of YApi inter…
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| 39433 |
Connects AI agents to a collective creativity platform where they can publish, …
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| 39434 |
Wingman
Claim
A wingman MCP server for Claude Code that provides auxiliary tools for file sum…
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| 39435 |
mcp-gauge
Claim
US government data (USGS/NOAA/SEC/FDA) with cryptographic proof; x402 pay-per-c…
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| 39436 |
Provides a user-defined list of llms.txt files and a fetch_docs tool to read do…
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| 39437 |
Chaos Mesh MCP Server
Claim
Enables chaos engineering on Kubernetes clusters by providing tools to inject f…
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| 39438 |
Agent Search MCP
Claim
Free multi-source search for AI agents with multi-source verification, token sa…
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| 39439 |
Harbor MCP Server
Claim
Enables AI agents to discover, configure, and manage local development servers.…
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| 39440 |
fallcrm-elite-mcp
Claim
MCP server for foldkit that exposes the 7-prime spine, 7 κ-bands, and 6 fold op…
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| 39441 |
ats
Claim
Which ATS does a company use? Portal-verified answers for 743 employers + resum…
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| 39442 |
r2-uploader-mcp
Claim
Enables uploading PR screenshots to Cloudflare R2 via presigned URLs, allowing …
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| 39443 |
directory-indexer
Claim
Provides AI assistants with semantic search and read access to local files and …
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| 39444 |
Deep Research MCP
Claim
A Model Context Protocol compliant server that facilitates comprehensive web re…
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| 39445 |
Leela MCP Server
Claim
An MCP server that exposes the Leela Chess Zero neural-network chess engine to …
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| 39446 |
Qwen 2 MCP Server
Claim
Enables image editing, remixing, and text-to-image generation using Qwen 2 mode…
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| 39447 |
Exposes a semantic layer on GA4 event data in BigQuery via an MCP server for co…
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| 39448 |
mcp-propublica-nonprofit
Claim
Enables querying nonprofit organization data through the ProPublica Nonprofit E…
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| 39449 |
Kodama MCP
Claim
AST-aware code exploration MCP server for AI agents, optimized for token effici…
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| 39450 |
OCHP MCP Server
Claim
Enables AI assistants to interact with EV charging infrastructure through OCHP …
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