MCP Server Quality Scores
Independent quality analysis of 66518 public MCP servers
Last updated 7 hours, 21 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 48751 |
Urban data for civic problem-solving: NYC subway, loneliness programs, violence…
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| 48752 |
ibkr-mcp
Claim
An MCP server that turns Interactive Brokers into a question-answering portfoli…
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| 48753 |
apple-photos-mcp
Claim
Enables AI assistants to query and export from the macOS Apple Photos library u…
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| 48754 |
Enables developers to generate structured software documentation including user…
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| 48755 |
postgres-mcp-server
Claim
Acts as a secure bridge connecting PostgreSQL databases to AI models, enabling …
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| 48756 |
budget-planner-ai-mcp
Claim
budget-planner-ai-mcp MCP server by MEOK AI Labs
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| 48757 |
MathMind MCP Server
Claim
Provides a audio/video creation toolbox via MCP protocol, enabling natural lang…
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| 48758 |
naver-search-mcp
Claim
설명
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| 48759 |
cardloom-mcp
Claim
Provides long-lived, cross-project technical memory for AI agents via markdown …
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| 48760 |
Enables AI agents to query commerce metrics data such as orders, carts, and ret…
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| 48761 |
ATLAS MCP Server
Claim
An integrated advisory system that transforms Claude into a personal career coa…
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| 48762 |
Enables full CRUD control of Ontology items in Microsoft Fabric, including enti…
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| 48763 |
Offers AI-powered tools for Joint Venture Accounting in Oil & Gas, including AF…
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| 48764 |
alphaassay/mcp
Claim
Most trading signals are noise. AlphaAssay puts them on trial — deflated Sharpe…
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| 48765 |
superset-mcp
Claim
A Model Context Protocol (MCP) server for managing Apache Superset datasets, me…
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| 48766 |
cf-mcp-orange
Claim
A complete, all-in-one MCP server for Codeforces, enabling AI assistants to acc…
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| 48767 |
epiis-mcp-server
Claim
An MCP server for academic management of the EPIIS program, enabling AI-powered…
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| 48768 |
mcp-tool-gateway
Claim
A secure tool-execution plane for agentic AI that enforces JWT authentication, …
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| 48769 |
vlp-mcp-agent
Claim
MCP server for automating VLP lab VM operations, exposing VM management tools t…
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| 48770 |
A Stockfish MCP server to allow an LLM to play chess against Stockfish
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| 48771 |
OpenWebGAL Assistant
Claim
MCP server that automates WebGAL game development tasks such as resource manage…
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| 48772 |
SonarQube MCP Server
Claim
Enables Cursor AI to query SonarQube for pull request metrics, issues, file iss…
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| 48773 |
mcp-ygoprodeck
Claim
Enables querying Yu-Gi-Oh! TCG card data, such as card information, sets, and p…
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| 48774 |
Calendar MCP Server
Claim
A Model Context Protocol (MCP) server for Google Calendar integration in Claude…
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| 48775 |
mcp-oraclefusion
Claim
Read-only access to Oracle Fusion Cloud ERP data via natural language queries, …
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| 48776 |
Wireshark MCP Server
Claim
A comprehensive MCP server that provides AI assistants with professional-grade …
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| 48777 |
cron-mcp
Claim
Enables AI agents to parse, validate, explain, and preview cron expressions, su…
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| 48778 |
pulse-mcp
Claim
Free MCP server for fetching social media metrics (views, likes, comments) from…
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| 48779 |
AI-OdooFinder
Claim
Enables LLMs to search Odoo modules in OCA repositories using hybrid search (se…
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| 48780 |
Just Domain
Claim
Search domain availability and pricing, straight from chat, then open a link to…
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| 48781 |
agentctx
Claim
Enables MCP-capable agents to retrieve live, task-scoped context from a curated…
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| 48782 |
tero-mcp-lite
Claim
A lightweight MCP server that enables querying a project's corpus (docs, decisi…
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| 48783 |
Google Flow Browser MCP
Claim
Enables AI agents to drive Google Flow through a real Chrome profile to generat…
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| 48784 |
Cortex
Claim
Cortex is a local-first MCP server that provides persistent, shared, semantical…
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| 48785 |
incident-io-mcp-server
Claim
Enables interaction with Incident.io to manage incidents, severities, and healt…
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| 48786 |
cosmik
Claim
Live space data for AI agents - rocket launches, ISS passes, launch news. Free,…
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| 48787 |
zk-circuit-auditor-mcp
Claim
An MCP server that audits zero-knowledge circuits (Circom, Noir, Halo2) for sou…
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| 48788 |
Gorgias MCP Server
Claim
An MCP server that exposes the full Gorgias helpdesk API to AI assistants, enab…
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| 48789 |
upwork-mcp
Claim
Connects AI agents to Upwork's GraphQL API, enabling job discovery, proposal ma…
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| 48790 |
Azure SQL MCP Server
Claim
Enables querying, exploring, and interacting with Azure SQL databases through M…
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| 48791 |
koreanpulse
Claim
English-first Korean equity intelligence — real-time DART filings, foreign-hold…
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| 48792 |
narajangteo-searcher
Claim
Enables users to search and analyze Korean public procurement IT bid announceme…
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| 48793 |
hermes-gpt
Claim
Enables MCP-based interaction with a local Hermes Agent installation, providing…
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| 48794 |
fakao-mcp
Claim
MCP server for Chinese bar exam (法考) preparation with 2,027 past questions, cha…
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| 48795 |
@kanopi/callrail-mcp
Claim
A Model Context Protocol (MCP) server for the CallRail API v3 that exposes call…
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| 48796 |
Enables AI agents to interact with a persistent knowledge graph backend using M…
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| 48797 |
mcp_zoomeye
Claim
hacked by pbuff
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| 48798 |
obyte-mcp
Claim
A local MCP server that enables AI tools to query Obyte blockchain data includi…
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| 48799 |
kannaka-quantum
Claim
Enables AI agents to execute quantum circuits, generate true quantum random bit…
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| 48800 |
context-vault
Claim
Persistent memory for AI agents enabling saving, searching, and managing knowle…
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