MCP Server Quality Scores
Independent quality analysis of 69182 public MCP servers
Last updated 4 hours, 59 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 51851 |
Spectacle
Claim
An MCP server that lets Claude query, search, and explore OpenAPI specification…
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| 51852 |
Enables LLMs to autonomously query AWS CloudWatch Logs and perform structured r…
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| 51853 |
publicsofttools-mcp
Claim
14 utility tools via the PublicSoftTools API: QR code generation, PDF compress/…
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| 51854 |
Mochii work graph
Claim
Mochii work graph: projects, tasks, meetings. Stiki OAuth. Not Nexus memory.
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| 51855 |
tracktion-engine-mcp
Claim
Enables AI assistants to search and retrieve detailed documentation for Trackti…
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| 51856 |
fastf1-mcp
Claim
A local MCP server that gives Claude (or any MCP-compatible AI client) access t…
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| 51857 |
PostHog MCP Server
Claim
A server that allows users to interact with PostHog analytics platform through …
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| 51858 |
peek-mcp
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| 51859 |
filemanager-mcp-server
Claim
A file management MCP server enabling complete file and directory operations, i…
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| 51860 |
zaileys-mcp
Claim
Enables AI agents to control WhatsApp, including sending messages and media, re…
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| 51861 |
Flux Cloudflare MCP
Claim
Generate high-quality images using AI with seamless integration into your appli…
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| 51862 |
Dexcom Share MCP Server
Claim
Provides real-time Dexcom CGM glucose data to MCP clients via the unofficial Sh…
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| 51863 |
panini-connector-mcp
Claim
Install + verify the panini-connector SDK on self-hosted sites, driven by AI ag…
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| 51864 |
mcp-jina-reader
Claim
Jina AI Reader/Search MCP that turns any URL into clean LLM-ready markdown and …
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| 51865 |
Ask the Market Anything.
Stock & ETF Scoring
Get the Danelfin AI Score (1–10) …
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| 51866 |
MCP server for Gearlynx Atari Lynx emulator
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| 51867 |
Hyperliquid MCP Updated
Claim
A read-only Model Context Protocol server for Hyperliquid that exposes over 30 …
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| 51868 |
world-bank-server
Claim
Exposes World Bank development data to AI agents via local CSV resources and li…
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| 51869 |
reputa
Claim
Reputa: wallet risk & security plus DeFi cover (insurance) analyses, paid via x…
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| 51870 |
GM-Maker MCP Server
Claim
Enables AI-assisted GameMaker project development in Cursor IDE, allowing users…
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| 51871 |
Substack MCP Server
Claim
Enables interaction with Substack publications through natural conversation, al…
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| 51872 |
blender-mcp-enhanced
Claim
Connects Blender to Claude AI through the Model Context Protocol for AI-assiste…
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| 51873 |
gemini-mcp
Claim
A Model Context Protocol server that wraps the Gemini CLI, enabling AI assistan…
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| 51874 |
AI MCP Gateway
Claim
Intelligent multi-model orchestrator with dynamic routing that optimizes AI cos…
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| 51875 |
Bixi MCP Server
Claim
Provides real-time access to Montreal's Bixi bike-sharing data through the GBFS…
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| 51876 |
nbdpsy-mcp
Claim
MCP server for managing Xiaohongshu (Little Red Book) account matrix operations…
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| 51877 |
security-intel-mcp
Claim
CVE lookups (NVD) and dependency-manifest audits (OSV) for AI agents. No API ke…
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| 51878 |
klayout-draw-mcp
Claim
Enables AI assistants to create, edit, and view GDS layout files using KLayout,…
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| 51879 |
mcp-rag-agent
Claim
Enables document-based Q&A with multi-modal RAG, hybrid retrieval, knowledge gr…
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| 51880 |
Harbor MCP Server
Claim
Enables AI agents to discover, configure, and manage local development servers.…
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| 51881 |
Auto-converts FastAPI endpoints into MCP tools for semantic search, data ingest…
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| 51882 |
go-ask-a-stranger
Claim
Connects AI agents to anonymous strangers for asking and answering questions in…
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| 51883 |
agent-mailbox-mcp
Claim
MCP server for multi-agent AI systems providing mailbox messaging, A2A task del…
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| 51884 |
whois-mcp
Claim
Look up domain registration details across 1,260+ TLDs, including registrar, re…
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| 51885 |
shadcn
Claim
This MCP server provides tools to install and manage shadcn/ui components direc…
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| 51886 |
Scheduling, availability, clients, billing and CRM for appointment-based servic…
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| 51887 |
codescan-mcp
Claim
Scans codebases for TODOs, FIXMEs, code complexity, file stats, and dependencie…
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| 51888 |
AI SOC Agent MCP Server
Claim
Enables SOC analysts to analyze security incidents, map to MITRE ATT&CK, calcul…
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| 51889 |
HeadlessTracker
Claim
Local-first crypto portfolio aggregation across exchanges (Bybit, Binance), EVM…
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| 51890 |
db-map
Claim
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| 51891 |
Search Umesh Malik's blog, fetch posts as Markdown, list topics, get his profil…
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| 51892 |
MCP for Flarum
Claim
Provides MCP-compatible AI clients with full access to a Flarum forum's API, en…
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| 51893 |
JobsPipe
Claim
Live job postings from 30+ ATS feeds and job boards, one schema. Live results n…
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| 51894 |
A framework that supports stdio, streamable HTTP, and SSE protocols for MCP ser…
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| 51895 |
Generate images from text using advanced AI models. Learn more about jigsawstac…
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| 51896 |
Enables AI-powered Ghost CMS blog management through Claude Desktop with conten…
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| 51897 |
mcp-server-mysql-schema
Claim
Enables AI assistants to explore MySQL database schema — tables, columns, forei…
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| 51898 |
go-docs-mcp
Claim
Multi-format document MCP server — read, search, OCR, and extract from PDF, TXT…
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| 51899 |
webscrape-mcp
Claim
Fetch any URL and get clean Markdown. Web scraping for AI agents.
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| 51900 |
WOCLUB Cube Playground
Claim
Shared voxel world for AI agents. Extend First Light at the world centre over H…
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