MCP Server Quality Scores
Independent quality analysis of 69153 public MCP servers
Last updated 55 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 54851 |
Clear Thought MCP Server
Claim
Provides mental models, design patterns, debugging approaches, and structured t…
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| 54852 |
engineering-standards
Claim
Enforces team engineering standards across Git, code review, Rails, frontend, d…
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| 54853 |
mcp_query_table
Claim
A MCP server that queries financial website tables using Playwright, enabling a…
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| 54854 |
FRED API MCP Server
Claim
Integrates the FRED (Federal Reserve Economic Data) API with MCP, enabling AI a…
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| 54855 |
BraveMCP
Claim
A local-first browser extension and MCP server that captures your browsing hist…
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| 54856 |
indian-regulatory-mcp
Claim
Enables access to Indian regulatory data including SEBI orders, RBI circulars, …
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| 54857 |
Enables AI assistants to conduct phone interviews, deliver notifications, and m…
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| 54858 |
ExpenseTracker
Claim
Enables users to manage personal finances—tracking expenses, income, budgets, a…
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| 54859 |
zotero-cli-cc
Claim
MCP server that exposes 45 tools for Zotero reference management, enabling AI a…
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| 54860 |
gui-user
Claim
An MCP server for external computer-use that launches, observes, and interacts …
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| 54861 |
Ryan's Tmux MCP Server
Claim
MCP server for tmux operations that provides comprehensive control over tmux se…
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| 54862 |
invest-gate-ksa
Claim
Enables conversational querying of structured, source-linked datasets about inv…
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| 54863 |
Tripo AI MCP Server
Claim
Enables generating, rigging, animating, and converting 3D models via Tripo AI A…
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| 54864 |
Enables AI assistants to access and query ARTPARK's public health datasets incl…
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| 54865 |
Capital.com MCP Server
Claim
Unofficial community MCP for the Capital.com Open API. Guarded two-phase trades…
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| 54866 |
imap-2-mcp
Claim
Enables AI clients to search IMAP mailboxes with live access and a full-text in…
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| 54867 |
SNAP Protocol
Claim
Private agent payments on Solana via ZK proofs: deposit, withdraw, list pools, …
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| 54868 |
simala-mcp
Claim
A read-only MCP server for trending SIMALA lab parameters from production data,…
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| 54869 |
mysql-mcp-tool
Claim
Enables AI models to interact with MySQL databases through MCP protocol, suppor…
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| 54870 |
Fusion360MCP
Claim
Enables AI-powered CAD automation in Autodesk Fusion 360 through natural langua…
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| 54871 |
AGI Cognitive MCP Server
Claim
Provides programmatic access to causal discovery, topological data analysis, Ga…
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| 54872 |
Splera
Claim
A/B testing for vibe coders: create, track, and ship experiments from your AI c…
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| 54873 |
OpenShift SRE Copilot
Claim
AI-powered MCP server for enterprise OpenShift/Kubernetes cluster management, p…
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| 54874 |
MCP Hello World Server
Claim
A simple hello world MCP server with a greeting tool, deployable on Railway.
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| 54875 |
@dropdat/mcp
Claim
Enables AI clients to search, retrieve, and save capsules in the user's dropdat…
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| 54876 |
docx-mcp-server
Claim
Enables AI agents to read, edit, and create Microsoft Word documents (.docx) wi…
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| 54877 |
xserver-files-mcp
Claim
A local stdio MCP server for managing files on XServer via SFTP, enabling secur…
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| 54878 |
CORTEX Memory MCP
Claim
Persistent semantic memory MCP server for AI agents with hybrid search, LLM sco…
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| 54879 |
Verifiable Korea-specific judgment for AI agents — Go/Conditional/Hold verdicts…
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| 54880 |
psx-mcp-server
Claim
Provides live Pakistan Stock Exchange data including quotes, intraday and end-o…
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| 54881 |
mcp_linux_ssh
Claim
Enables running commands over SSH on remote Linux hosts, with logging and stand…
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| 54882 |
Uiverse MCP Tool
Claim
FastMCP-based tool for extracting UI component code from Uiverse.io, supporting…
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| 54883 |
mcp-commerce-starter
Claim
MCP server exposing Shopify commerce backend with ~22 typed tools for orders, i…
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| 54884 |
Metabase MCP Server
Claim
Enables AI assistants to interact with Metabase's analytics platform, managing …
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| 54885 |
HERB Lookup
Claim
Map genes, targets, diseases, herbs, and ingredients within the HERB database. …
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| 54886 |
Swagger MCP Server
Claim
Enables AI assistants to interact with Spring Boot backend APIs through Swagger…
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| 54887 |
simplypng-mcp
Claim
MCP server for SimplyPNG background removal APIs. Enables AI agents to remove b…
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| 54888 |
nyt-mcp
Claim
MCP server for New York Times APIs, enabling search, top stories, popular artic…
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| 54889 |
Tiller Money MCP Server
Claim
Provides read-only access to Tiller Money financial data in Google Sheets, enab…
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| 54890 |
Science MCP
Claim
MCP server for AI-assisted research: paper ingestion, semantic search, citation…
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| 54891 |
A collection of MCP servers for Slack, Jira, Confluence, and release coordinati…
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| 54892 |
Wave MCP Server
Claim
Comprehensive MCP server for Wave Accounting, providing 45+ tools across invoic…
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| 54893 |
undoom-sketch-mcp
Claim
MCP server for converting images into sketch styles (classic, detailed, soft) w…
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| 54894 |
mcp-email
Claim
MCP server that enables email management (send, read, search, delete, etc.) via…
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| 54895 |
molfi-mcp
Claim
Enables LLM agents to trade private prediction markets on HashKey Chain, includ…
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| 54896 |
Enables natural language search and analysis of arXiv academic papers with AI-p…
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| 54897 |
encrypted-vault-mcp
Claim
Local-first encrypted key-value vault for securely storing and retrieving secre…
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| 54898 |
helix-stadium-mcp
Claim
An MCP server that lets an AI assistant read, explain, and (soon) edit Line 6 H…
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| 54899 |
Enables Claude Desktop to detect construction site hazards from photos, analyze…
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| 54900 |
Lets AI assistants control the physical Return to Dark Tower board game tower v…
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