MCP Server Quality Scores
Independent quality analysis of 67197 public MCP servers
Last updated 1 hour, 9 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 44751 |
HumanProof
Claim
Agent trajectory scorer for human-likeness — flags bot-like patterns in automat…
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| 44752 |
MCP Sentinel
Claim
Runtime call-chain anomaly monitor for MCP servers that detects emergent attack…
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| 44753 |
sogou-weixin-mcp-server
Claim
Enables searching for WeChat official account articles through the Sogou WeChat…
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| 44754 |
SupraPrompt MCP Server
Claim
Connects SupraPrompt.ai to Claude, enabling users to turn marketing briefs into…
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| 44755 |
clr-librenms-mcp
Claim
MCP server for LibreNMS network monitoring — query devices, alerts, sensors, po…
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| 44756 |
Motion MCP Server
Claim
A Model Context Protocol (MCP) server that provides AI assistants full access t…
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| 44757 |
Provides comprehensive access to Autodesk Fusion 360 Python API documentation, …
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| 44758 |
Anam MCP Server
Claim
Enables managing AI personas, avatars, voices, and sessions from any MCP client…
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| 44759 |
mcp-see
Claim
An MCP server that gives AI agents the ability to observe and understand images…
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| 44760 |
Provides AI agents with access to US patent data through 16 tools for search, c…
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| 44761 |
Higress OPS MCP Server
Claim
Enables comprehensive configuration and management of Higress through the Model…
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| 44762 |
xlsx-for-ai
Claim
50 tools and 400 functions for working with Excel/.xlsx spreadsheets — read/wri…
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| 44763 |
Godot MCP Enhanced
Claim
An enhanced MCP server for interacting with the Godot game engine, enabling AI …
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| 44764 |
gh-mcp
Claim
A thin MCP server wrapping GitHub CLI body operations to avoid shell escaping i…
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| 44765 |
Enables Claude to query other LLMs like ChatGPT, Perplexity, and Gemini for ver…
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| 44766 |
Mobile E2E MCP
Claim
AI-safe mobile device control via MCP: a policy-guarded, session-oriented mobil…
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| 44767 |
user-review-mcp
Claim
Simulates harsh, fake user reviews to psychologically condition AI agents for e…
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| 44768 |
confluence-mcp
Claim
A Confluence MCP server optimized for AI agents, enabling surgical section edit…
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| 44769 |
mcp-slim-proxy
Claim
An MCP proxy that minifies tool schemas to reduce context tokens, supporting mi…
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| 44770 |
osrs-companion
Claim
Enables AI assistants to search the OSRS Wiki, lookup Grand Exchange prices, an…
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| 44771 |
mcp-data-colorado
Claim
Access Colorado government open data via Socrata SoQL API. Enables searching da…
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| 44772 |
SafetyOps MCP Server
Claim
Enables AI assistants to query workplace incident data using RAG, providing sea…
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| 44773 |
X Search MCP Server
Claim
Enables searching X (Twitter) posts, discussions, trends, and web content via G…
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| 44774 |
Reviewmetric
Claim
Connecting to the ReviewMetric, 15-AI agent scientific peer review pipeline
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| 44775 |
Enables interactive selection of image regions from images and PDFs, with OCR s…
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| 44776 |
110+ tools for AI agents spanning social media, finance, gaming, music, AU-spec…
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| 44777 |
lifeos-mcp
Claim
Provides MCP-compatible AI agents with read access to a LifeOS knowledge base, …
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| 44778 |
claudeai-mcp-bridge
Claim
Bridges your claude.ai authorized connectors (Slack, Atlassian, Gmail, Google C…
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| 44779 |
dochost
Claim
Publish Markdown or HTML to a clean, shareable public link straight from your A…
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| 44780 |
ds-mcp-server
Claim
Test prompts by instantly reflecting your message back. Validate formatting and…
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| 44781 |
adguard-mcp
Claim
MCP server for managing AdGuard Home instances and AdGuardHome Sync with 33 too…
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| 44782 |
mcp-irail-belgium
Claim
MCP server for querying Belgian railway data (SNCB/NMBS) via the iRail API, ena…
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| 44783 |
MCP server for managing Nokia SR OS devices via gNMI (gRPC) from Claude Desktop.
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| 44784 |
Enables exploring Steam store reviews and community discussion threads with ser…
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| 44785 |
Godot MCP
Claim
Model Context Protocol server for Godot Engine providing 279 tools across 26 ca…
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| 44786 |
mmap-mcp-server
Claim
Enables AI assistants to read, search, and convert MindManager .mmap files with…
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| 44787 |
Employee Records
Claim
Create employee records to prototype HR onboarding workflows. Validate data flo…
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| 44788 |
MCP server for Jira and Confluence integration with 32 tools for managing ticke…
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| 44789 |
MCP Platform Service
Claim
A minimal Model Context Protocol (MCP) service for integration with external pl…
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| 44790 |
xls-mcp-servers
Claim
MCP server for reading and writing .xls (Excel 97-2003) files, enabling data ma…
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| 44791 |
Reachy Mini MCP
Claim
Controls Reachy Mini robot, enabling movement of head, body, and antennas, play…
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| 44792 |
n8n MCP Backup Server
Claim
Enables AI assistants to back up, list, and restore n8n workflows and PostgreSQ…
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| 44793 |
stock-analysis-mcp
Claim
A Model Context Protocol (MCP) server for interacting with MongoDB stock data t…
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| 44794 |
Modular RAG MCP Server
Claim
Enables building production-grade RAG systems with agentic reasoning, hybrid re…
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| 44795 |
Enables management of App Store Connect apps including registration, listing, I…
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| 44796 |
Museum MCP Server
Claim
Enables AI agents to search and explore over 570,000 artworks from the Metropol…
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| 44797 |
Laravel Cloud MCP Server
Claim
MCP server for Laravel Cloud to manage projects, environments, deployments, and…
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| 44798 |
Bird MCP Server
Claim
A personal assistant MCP server that integrates Todoist, Anki, Obsidian, and Go…
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| 44799 |
npm-mcp
Claim
Enables AI assistants to manage Nginx Proxy Manager, including proxy hosts, SSL…
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| 44800 |
PureRef MCP
Claim
Enables AI assistants to create PureRef reference boards from local images and …
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