MCP Server Quality Scores
Independent quality analysis of 68948 public MCP servers
Last updated 38 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 68301 |
ContainerLab MCP Server
Claim
Enables network configuration, connectivity testing, and routing management for…
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| 68302 |
pdf-tools-ai-mcp
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pdf-tools-ai-mcp MCP server by MEOK AI Labs
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| 68303 |
gitlab-mcp-server
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A read-only MCP server for self-hosted GitLab, enabling listing projects, inspe…
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| 68304 |
hevy-mcp-server
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Enables AI assistants to interact with the Hevy fitness tracking API for loggin…
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| 68305 |
Poke PC
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Provides a Dockerized MCP worker that gives Poke AI assistants persistent termi…
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| 68306 |
Web Reader
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Converts web pages to Markdown for MCP clients like Claude, with support for si…
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| 68307 |
Translates Korean KakaoTalk messages to natural Japanese with pronunciation and…
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| 68308 |
A Model Context Protocol server that enables Claude to interact with Mattermost…
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| 68309 |
not-boring-resume-mcp
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Renders a YAML CV into a one-page PDF via notboringresume.cloud, optionally gen…
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| 68310 |
Finance MCP Server
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Enables fetching real-time financial market data, including price, key metrics,…
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| 68311 |
LightRAG MCP Server
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Enables AI assistants to manage documents, query knowledge graphs, and perform …
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| 68312 |
MotionMCP
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This MCP server bridges Motion's API with LLMs like Claude and ChatGPT via the …
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| 68313 |
Bynor
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Social media for brands: editorial plans, on-brand images, scheduling, publishi…
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| 68314 |
WebFetch MCP Server
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Fetches web pages, converts HTML to markdown, and uses Claude to answer questio…
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| 68315 |
Frappe MCP Server
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Allows AI assistants to interact with Frappe applications through the official …
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| 68316 |
AssemblyLine MCP
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Enables AI clients to submit files, hashes, and URLs for malware analysis, retr…
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| 68317 |
TaskFlow MCP
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A task management Model Context Protocol server that helps break down user requ…
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| 68318 |
MCP-Serveur
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A modular and extensible MCP server for managing synchronous and asynchronous t…
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| 68319 |
OpenCTI MCP Server
Claim
Provides tools to interact with the OpenCTI platform, including checking if a c…
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| 68320 |
Wolfram Language MCP
Claim
Enables mathematical computation via Wolfram Language/Mathematica integration, …
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| 68321 |
bugbug-mcp-server
Claim
MCP for BugBug API, to manage test and suites on BugBug
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| 68322 |
agentic-vision
Claim
Enables LLMs to autonomously analyze camera images for occupational safety viol…
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| 68323 |
Enables AI-powered control and automation of Vectorworks 2024/2025 on Windows v…
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| 68324 |
Deploys an open-source integration layer for AI agents (Executor) to Cloudflare…
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| 68325 |
Enables creation, editing, listing, and management of Home Assistant automation…
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| 68326 |
geo-agent
Claim
Exposes live earth-science data (e.g., earthquakes from USGS) as tools for MCP-…
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| 68327 |
GLM Subagent MCP
Claim
Enables Claude Code to use GLM (Zhipu) as a cheap, full-capability subagent for…
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| 68328 |
github-project-info-mcp
Claim
An MCP server that reads public GitHub Projects v2 boards (including item-level…
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| 68329 |
google-health-fitbit-mcp
Claim
Privacy-first Google Health API MCP server for health, sleep, activity and HR a…
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| 68330 |
NiftyPM MCP Server
Claim
A Model Context Protocol server that exposes the NiftyPM project management API…
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| 68331 |
Brave Search
Claim
Brave Search MCP — independent web index (no Google/Bing dependency)
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| 68332 |
Voice MCP
Claim
Give your AI agent a voice with x402 pay-per-call speech synthesis, offering 20…
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| 68333 |
Amalgix
Claim
Cross-model evidence pipeline for financial filings & contracts. x402 pay-per-c…
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| 68334 |
MCP server for n8n workflow automation — manage workflows, executions, credenti…
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| 68335 |
mcp-yandex-direct
Claim
Enables managing Yandex Direct PPC campaigns, ad groups, ads, and keywords, plu…
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| 68336 |
Construction estimating MCP: 48 tools — materials, labor, cost, structural, MEP…
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| 68337 |
camoufox-mcp
Claim
Enables browser automation with anti-detection features, including navigation, …
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| 68338 |
trackio-mcp
Claim
Enables AI agents to observe and interact with trackio experiments through the …
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| 68339 |
Sick of stitched-together services? Anythink is the all-in-one backend, configu…
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| 68340 |
DottedSign
Claim
Automate eSignature workflows and signing tasks via natural language commands.
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| 68341 |
Sense
Claim
Codebase understanding for AI coding agents — symbol graph, blast radius, seman…
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| 68342 |
Connects to the MIRO Whiteboard Application for board manipulation and sticky c…
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| 68343 |
DWG MCP Server
Claim
Read-only MCP server for inspecting AutoCAD DWG files
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| 68344 |
lu
Claim
lu.ma events MCP server with draft+confirm safety, audit logging, and prompt-in…
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| 68345 |
Breadcrumb MCP Server
Claim
Enables AI assistants to interact with the Breadcrumbs project memory system, a…
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| 68346 |
FastMCP Example
Claim
A minimal Python MCP server with tool endpoints and Playwright Page Object Mode…
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| 68347 |
FlowVolt
Claim
Cold engine for B2B founders. Detects buying signals, drafts outreach, books qu…
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| 68348 |
database-remote-mcp
Claim
Enables remote database access (RDBMS and MongoDB) through MCP tools, supportin…
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| 68349 |
Serverless MCP Framework
Claim
A framework to deploy MCP servers on AWS using serverless services like Lambda,…
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| 68350 |
FreshBooks MCP Server
Claim
Provides 29 tools for Claude to query and update FreshBooks directly, including…
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