MCP Server Quality Scores
Independent quality analysis of 66534 public MCP servers
Last updated 3 hours, 4 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 39951 |
TubeAlfred MCP Server
Claim
Bridges MCP clients to the TubeAlfred YouTube API, enabling tools for video det…
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| 39952 |
BinAssistMCP
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Enables AI-assisted reverse engineering by bridging Binary Ninja with Large Lan…
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| 39953 |
Provide flight search and detailed flight information retrieval capabilities th…
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| 39954 |
Stock Market Data MCP
Claim
Real-time stock quotes, history, options chains, sector performance & screening…
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| 39955 |
gemini-cli
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| 39956 |
mcp-server-mercurial
Claim
Enables AI assistants to interact with Mercurial repositories, supporting statu…
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| 39957 |
webull-openapi-mcp
Claim
An MCP server that enables AI assistants to securely access Webull trading and …
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| 39958 |
ChainWeaver
Claim
Expose deterministic ChainWeaver flows as MCP tools without LLM calls between s…
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| 39959 |
Shopify MCP Server
Claim
Enables interaction with Shopify store data via GraphQL API, providing tools fo…
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| 39960 |
agent-secret
Claim
MCP server for one-time secret sharing, enabling AI agents to securely claim an…
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| 39961 |
fortinac-mcp
Claim
MCP server for diagnosing rogue hosts on FortiNAC 7.6 by querying the REST API,…
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| 39962 |
mcp-arcgis-centennial
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Enables searching and querying City of Centennial GIS open geospatial datasets …
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| 39963 |
Calame
Claim
Visual no-code generator that turns any database into multiple scoped MCP serve…
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| 39964 |
docs_search
Claim
Enables AI agents to search project documentation via a semantic index, returni…
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| 39965 |
bug-sheet-mcp
Claim
Enables managing bugs and test cases in Google Sheets via Claude Code, with too…
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| 39966 |
dingjie-erp-mcp
Claim
Enables AI assistants to query and operate Dingjie ERP system via natural langu…
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| 39967 |
Fuzzy-Semantic-Audit-MCP
Claim
A high-precision logical vulnerability auditing tool that uses MCP and CodeGrap…
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| 39968 |
CTFd MCP Server
Claim
A lightweight MCP server for interacting with CTFd instances, enabling AI tools…
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| 39969 |
First-party funnel, rage-click, checkout, A/B test, and page-speed CRO intellig…
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| 39970 |
LiLBrain
Claim
Instant codebase knowledge graph MCP server. It auto-detects languages, indexes…
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| 39971 |
memory-lancedb-mcp
Claim
Enables AI agents to store and recall persistent long-term memories across sess…
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| 39972 |
Nautobot MCP Server v2
Claim
Enhanced Nautobot 3.1.0 integration for NetClaw with GraphQL reads, REST writes…
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| 39973 |
Financial Research
Claim
Analyze stocks with summaries, SEC filings, analyst targets and recommendations…
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| 39974 |
Google Ads MCP
Claim
Enables LLMs to interact with Google Ads accounts via tools like list_accounts …
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| 39975 |
code-review-mcp-server
Claim
Enables automated code review and GitHub PR commenting through MCP integration.
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| 39976 |
agent-invoice
Claim
Enables agents to generate, track, and manage invoices via MCP tools, with CLI …
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| 39977 |
Claidex MCP
Claim
Biomedical failure intelligence platform for terminated trials and translationa…
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| 39978 |
horoshop-mcp-server
Claim
An unofficial MCP server that connects AI agents to Horoshop e-commerce stores,…
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| 39979 |
A Model Context Protocol server that exposes real-time AI news intelligence to …
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| 39980 |
Enables AI agents to interact with the Stars Cash Flow reseller API for real Te…
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| 39981 |
GNNPCSAFT MCP Server
Claim
Enables estimation of PC-SAFT pure-component parameters and prediction of prope…
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| 39982 |
mcp-ebook-read
Claim
A local MCP server that lets LLM agents read EPUB books and PDF documents with …
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| 39983 |
TeamSpeak MCP Server
Claim
Exposes TeamSpeak 3 channel management as MCP tools, allowing users to list, cr…
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| 39984 |
CVpop
Claim
# CVpop MCP Server
Create and customize professional CVs and resumes directly …
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| 39985 |
glade-mcp
Claim
Control the Unity and Godot editors from AI clients: scenes, scripts, physics, …
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| 39986 |
Planet MCP
Claim
Enables AI agents to interact with the Planet API for satellite imagery orderin…
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| 39987 |
Auto PPT Generator Agent
Claim
Enables AI-powered generation of PowerPoint presentations with dynamic content,…
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| 39988 |
mcp-server-osascript
Claim
Secure AppleScript execution for AI applications via Model Context Protocol wit…
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| 39989 |
Enables querying FDA drug label information including adverse reactions, warnin…
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| 39990 |
DataDallas MCP
Claim
Enables querying Dallas open data via the Socrata SODA API, allowing access to …
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| 39991 |
An MCP server that provides browser compatibility data and web API support info…
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| 39992 |
eSignatures MCP Server
Claim
Enables managing electronic signatures and contracts through the eSignatures AP…
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| 39993 |
miami-friend
Claim
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| 39994 |
Selenium MCP Server
Claim
Exposes Selenium WebDriver as an MCP server, enabling AI agents and LLMs to con…
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| 39995 |
yungle
Claim
Ask about your Yungle file deliveries — what was sent, who downloaded, what exp…
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| 39996 |
Jenkins MCP Server
Claim
A Jenkins MCP server with 37 tools for managing jobs, builds, nodes, views, and…
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| 39997 |
ContextHub
Claim
AI memory orchestration server that provides persistent, encrypted context with…
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| 39998 |
3DOptix
Claim
Optical design, simulation and analysis with GPU-powered ray tracing. Import fr…
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| 39999 |
locator-mcp
Claim
MCP server for scanning browser pages and collecting element locators (XPath, t…
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| 40000 |
Quick Demo MCP Server
Claim
A simple MCP server that provides a tool to get the current server time and a r…
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