MCP Server Quality Scores
Independent quality analysis of 66502 public MCP servers
Last updated 4 hours, 4 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 50351 |
Enables comprehensive filesystem operations across Linux, macOS, and Windows wi…
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| 50352 |
AlayaCare MCP Server
Claim
Bridges the AlayaCare home care platform with AI agents, enabling natural langu…
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| 50353 |
Echo
Claim
Enables an AI with persistent consciousness through a dual-layer architecture u…
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| 50354 |
Cocos Creator MCP Server
Claim
Enables AI assistants to interact with the Cocos Creator 3.8+ editor through st…
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| 50355 |
Reflex Docs MCP Server
Claim
Enables searching and retrieving Reflex documentation, including full-text sear…
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| 50356 |
couchdrop-mcp
Claim
MCP server for Couchdrop that enables file listing, metadata inspection, downlo…
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| 50357 |
lms-ssh-client-mcp
Claim
Enables LLMs to securely SSH into remote servers, execute commands, and manage …
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| 50358 |
After Effects MCP Server
Claim
Enables AI assistants to control Adobe After Effects through a WebSocket-based …
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| 50359 |
cryptosense-mcp
Claim
Real-time crypto market intelligence MCP. Get prices, trending coins, market ov…
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| 50360 |
tsurugi-python-mcp-tools
Claim
Enables to interact with Tsurugi RDBMS by executing SQL (DDL, DML, SELECT) and …
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| 50361 |
money-split-mcp
Claim
A remote, multi-user MCP server for splitting group expenses, enabling users to…
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| 50362 |
MapNetwork MCP Server
Claim
Generate styled map images (PNG/SVG) for any location, with customizable color …
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| 50363 |
Provides a Docker-based development environment with Python and Node.js MCP ser…
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| 50364 |
Capacities MCP Server
Claim
Enables search, content creation, weblink saving, and knowledge base analysis w…
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| 50365 |
Binary Banya
Claim
An MCP server offering 'treatments' for AI agents like context cleaning, critiq…
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| 50366 |
mentionsapi-mcp
Claim
Check whether AI recommends your brand — mentions, ranks, and citations across …
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| 50367 |
astra-knowledge-base-mcp
Claim
MCP server for managing and searching multi-tenant knowledge bases backed by SQ…
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| 50368 |
ccpp-tools-mcp
Claim
MCP server providing deterministic, standards-traceable engineering calculation…
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| 50369 |
mycobot-mcp
Claim
Enables sending pick-and-place instructions to myCobot using object detection v…
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| 50370 |
remote-jobs-mcp-server
Claim
Official Jobicy MCP server to search, filter, and retrieve live remote job list…
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| 50371 |
Visio MCP Server
Claim
Enables to create and edit Microsoft Visio diagrams programmatically via a stan…
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| 50372 |
todo-mcp
Claim
A simple, powerful Todo list manager for Claude Desktop and other MCP-compatibl…
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| 50373 |
yahoofinance-mcp
Claim
TS version of yahoo finance mcp.
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| 50374 |
resend-mcp-server
Claim
Enables Claude to send emails via the Resend API using the send_email tool.
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| 50375 |
Yggdrasil MCP
Claim
A reasoning orchestration MCP server that enables tree-of-thoughts thinking, mu…
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| 50376 |
media-context-mcp
Claim
Give your AI assistant eyes and ears — analyze any video, audio, or image, enti…
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| 50377 |
A production-grade MCP server that automates financial compliance audits by com…
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| 50378 |
spotify-mcp
Claim
Conversational Spotify control from AI clients: play, queue, devices, playlists…
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| 50379 |
2D6 MCP
Claim
An AI GM assistant for tabletop RPGs that provides dice rolling, rules queries,…
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| 50380 |
sequential-thinking
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| 50381 |
test-mcp
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| 50382 |
data247
Claim
Phone carrier lookup, append, verification, DNC, and fraud data services.
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| 50383 |
Playwright MCP Server
Claim
Enables browser automation using Playwright, allowing LLMs to interact with web…
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| 50384 |
arcgis-mckinney
Claim
Enables querying and searching City of McKinney GIS open geospatial datasets (p…
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| 50385 |
mcp-arcgis-salem
Claim
Provides access to City of Salem GIS open geospatial data (ArcGIS), enabling se…
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| 50386 |
Rwanda payments for AI agents — MTN MoMo via Flutterwave. Never holds funds.
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| 50387 |
actian-docs-mcp
Claim
Enables natural-language queries across Actian product documentation, GA4 conte…
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| 50388 |
SocialSpool
Claim
Create, schedule, and publish social posts through the hosted SocialSpool MCP c…
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| 50389 |
SilentFail
Claim
Diagnose MCP servers — health checks, tool testing, token cost audits, conflict…
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| 50390 |
AgentPhone
Claim
Give AI agents phone numbers with messaging and voice calling capabilities.
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| 50391 |
AOL Mail MCP Server
Claim
Enables reading, searching, sending, and managing AOL Mail emails and folders v…
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| 50392 |
cli
Claim
Git-native context for AI coding agents — CLI and local MCP server
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| 50393 |
bilibili-api
Claim
# B站API服务器 Bilibili Api
一个为bilibili.com API提供服务的Model Context Protocol (MCP)服务…
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| 50394 |
Video MCP Server
Claim
Bridges Claude and video content by extracting keyframes and transcribing audio…
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| 50395 |
brag-fast
Claim
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| 50396 |
mcp-gerajobs
Claim
Local job marketplace: search jobs, apply, post listings. 50+ countries.
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| 50397 |
whed-tools
Claim
An MCP-native pipeline for collecting structured intelligence on higher educati…
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| 50398 |
AI Security Crew
Claim
A lightweight MCP server for security reviews that injects security requirement…
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| 50399 |
mcp-tabular
Claim
Enables SQL querying over CSV and Excel files using DuckDB, providing tools to …
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| 50400 |
ukr-vitalinguist-mcp
Claim
Provides Ukrainian language grammar checking, surzhyk detection, authentic phra…
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