MCP Server Quality Scores
Independent quality analysis of 68784 public MCP servers
Last updated 1 hour, 4 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 68601 |
PowerGPT
Claim
A remote MCP server deployed on Cloudflare Workers that provides deterministic …
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| 68602 |
A Model Context Protocol (MCP) server that provides browser automation capabili…
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| 68603 |
CodePeel MCP Server
Claim
Enables AI agents to review code diffs for bugs, security issues, and bad patte…
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| 68604 |
servo-mcp
Claim
Enables AI agents to see and control your desktop with tools for screenshots, c…
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| 68605 |
kobox
Claim
Enables controlling a Teenage Engineering EP-133 K.O. II via natural language, …
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| 68606 |
echo
Claim
A simple MCP server that echoes back any input message. Useful for testing MCP …
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| 68607 |
Weather MCP Server
Claim
Provides current weather conditions and forecasts for any location using the Op…
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| 68608 |
Incident Triage MCP
Claim
Incident Triage MCP is a Model Context Protocol (MCP) server for incident triag…
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| 68609 |
AgentDelta
Claim
Agent trace diff and prompt regression detection — compares two agent runs to f…
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| 68610 |
Stratosphere MCP Zotero
Claim
Enables natural language interaction with Zotero libraries, allowing users to s…
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| 68611 |
gemini-grounding
Claim
An MCP server that provides real-time information access using Google Gemini's …
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| 68612 |
A Model Context Protocol server that enables Claude and other AI assistants to …
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| 68613 |
Enables searching products, browsing categories, checking gold rates, tracking …
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| 68614 |
InvoiceXML
Claim
Create, validate, convert & extract compliant e-invoices (UBL, Factur-X, ZUGFeR…
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| 68615 |
Lens MCP
Claim
Provides browser-grade web access by rendering pages to markdown, taking screen…
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| 68616 |
spoonacular-mcp
Claim
Enables AI assistants to search for recipes, get nutritional information, find …
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| 68617 |
Enables AI agents to create, compare, and track purchases with structured buyin…
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| 68618 |
mcp-knowledgebase
Claim
Enables AI agents to explore MySQL database schemas and execute read-only queri…
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| 68619 |
Provides a document database with search, retrieval, and creation tools, and a …
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| 68620 |
Polaroid
Claim
Visual memory for computer-use agents — stores UI screenshots as semantic scene…
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| 68621 |
Enables search and lookup of SolidWorks API documentation, including methods, i…
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| 68622 |
vtkapi-mcp
Claim
An MCP server that validates VTK Python code by checking class and method exist…
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| 68623 |
pd-mcp
Claim
Enables agentic interaction with vanilla Pure Data by providing tools for live …
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| 68624 |
Crescender MCP Server
Claim
Read-only MCP server that connects AI clients to Crescender's school asset, loa…
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| 68625 |
OSU MCP Server
Claim
Provides over 50 tools across 14 categories for accessing Ohio State University…
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| 68626 |
Tracking MCP
Claim
A generic MCP server for tracking any entity type (e.g., weight, workouts, book…
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| 68627 |
Local-first MCP-style code memory for research repositories: enables file searc…
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| 68628 |
Coppermind CMO
Claim
AI memory layer for fractional CMOs managing multiple clients. Each client gets…
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| 68629 |
mcp-local-files
Claim
Enables ChatGPT/Codex to read, search, and edit files in a single allowed folde…
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| 68630 |
CERN ROOT MCP Server
Claim
An MCP server and CLI tool that allow LLMs to interact with CERN ROOT files.
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| 68631 |
office-addin-mcp
Claim
MCP server for Office add-ins via WebView2/CDP. Provides excel.*, page.*, and a…
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| 68632 |
ubuntu-insights
Claim
Provides Ubuntu system information (CPU, memory, disk, network, services, proce…
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| 68633 |
MCP-JIRA-Python Server
Claim
A Python-based server allowing seamless integration with JIRA for managing and …
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| 68634 |
MCP server for fetching web pages without robots.txt restrictions, supporting a…
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| 68635 |
mcp-archive
Claim
Provides tools to archive URLs, retrieve clean readable text from Wayback Machi…
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| 68636 |
agent-rate-limiter-mcp
Claim
Fleet-wide shared rate limiter for A2A + multi-MCP deployments. Most MCP server…
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| 68637 |
supost-mcp
Claim
Search listings, message posters, and create drafts on SUpost, the marketplace …
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| 68638 |
Zoho Books MCP Server
Claim
Enables AI assistants to manage Zoho Books accounting tasks such as invoices, c…
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| 68639 |
Steam MCP Server
Claim
A local MCP server that lets Claude fetch data from your Steam game library via…
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| 68640 |
MCP server for foldkit, exposing 7-prime spine, κ-bands, and fold operations as…
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| 68641 |
Velt Analytics Server
Claim
Provide AI assistants and MCP clients with detailed analytics data about organi…
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| 68642 |
@gpriday/techlead-mcp
Claim
A read-only MCP server providing structured code planning and review tools (tec…
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| 68643 |
atlas
Claim
The world railway atlas as MCP tools: 744+ legendary train routes, night trains…
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| 68644 |
Linkr KVM MCP Server
Claim
Linkr KVM MCP Server exposes Radxa Linkr KVM controls through the Model Context…
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| 68645 |
NotebookLM MCP
Claim
Enables AI agents to interact with Google NotebookLM through browser automation…
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| 68646 |
hashnode-mcp-server
Claim
MCP server for Hashnode GraphQL API to create drafts, publish posts, and manage…
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| 68647 |
DynamicAgent2UI
Claim
Enables AI agents to render native-looking floating dialogs and forms on the us…
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| 68648 |
NASA SciX MCP Server
Claim
Enables LLMs to search astronomical literature, retrieve paper metadata, analyz…
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| 68649 |
MSSQL MCP Server
Claim
Enables read-only exploration and querying of Microsoft SQL Server databases th…
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| 68650 |
axonn-mcp
Claim
MCP server for Axonn, enabling access to US energy regulatory filings, real-tim…
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