MCP Server Quality Scores
Independent quality analysis of 59993 public MCP servers
Last updated 29 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 59901 |
Provides geolocation, routing, and navigation tools including geocoding, place …
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| 59902 |
mcp-server
Claim
Azure FinOps infrastructure cost optimization: idle resources, rightsizing, and…
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| 59903 |
Newsletter MCP Server
Claim
A Multi-Agent Collaboration Protocol server that automates newsletter creation …
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| 59904 |
Model Context Protocol (MCP) server for Node-RED that allows language models to…
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| 59905 |
Arxiv
Claim
arXiv MCP — preprint server search (free, no auth)
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| 59906 |
agent-vrm-mcp
Claim
Enables Claude to generate speech from text and express it through a 3D VRM ava…
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| 59907 |
Telegram Reminder MCP
Claim
Enables users to manage Telegram reminders via natural language or commands, wi…
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| 59908 |
sosumi.ai
Claim
Converts Apple Developer documentation, HIG, WWDC transcripts, and external Swi…
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| 59909 |
job-source-mcp
Claim
Searches job listings from Taiwanese job boards (104 and Yourator) and returns …
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| 59910 |
Ceedling MCP Server
Claim
Bridges LLMs to the Ceedling C unit testing framework, enabling test execution,…
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| 59911 |
Auditoría del gasto público peruano mediante sistemas multi-agente, Claude Code…
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| 59912 |
Uapi Mcp
Claim
Official MCP server for the uapis.cn API platform, providing over 100 endpoints…
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| 59913 |
hot-content-mcp
Claim
Provides Baidu hot search and Bilibili trending video data for Claude and Cherr…
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| 59914 |
ConvertAgent
Claim
File conversion built for AI agents. CLI, REST API, and MCP server — all sharin…
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| 59915 |
Markdrop MCP Server
Claim
Connects Claude to a Markdrop knowledge base, allowing it to search and retriev…
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| 59916 |
A minimal network monitoring MCP tool for Playwright browser automation. Just 5…
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| 59917 |
MCP SQLite Server
Claim
Query, explore, and manage SQLite databases through the Model Context Protocol.…
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| 59918 |
An MCP server that gives AI agents full control over pfSense firewalls via the …
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| 59919 |
nasa-mcp-server
Claim
Provides access to NASA's open APIs including astronomy imagery, Mars rover pho…
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| 59920 |
nessus_mcp_server
Claim
Enables AI assistants to manage Nessus vulnerability scans, analyze results, an…
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| 59921 |
payhumans-mcp
Claim
Lets AI agents natively discover and hire human experts for tasks they can't do…
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| 59922 |
midi-composer-mcp
Claim
Provides atomic music-theory and MIDI tools for composing, enabling LLMs to cha…
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| 59923 |
space-mcp-server
Claim
MCP server providing AI agents with access to NASA and space/astronomy data inc…
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| 59924 |
Pacemaker MCP
Claim
MCP server that enables safe, SSH-based interaction with a Pacemaker cluster, o…
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| 59925 |
asc-mcp
Claim
An opinionated MCP server for App Store Connect that provides 13 curated tools,…
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| 59926 |
Azure DevOps MCP Server
Claim
MCP server that enables AI assistants to manage Azure DevOps resources includin…
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| 59927 |
mcp-techTrend
Claim
Multi-source academic + code + medical-regulatory trend monitoring (arXiv, PubM…
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| 59928 |
Color Palette
Claim
Create harmonious color palettes based on theory and convert colors between for…
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| 59929 |
Provides a standardized interface for interacting with SharePoint tools and ser…
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| 59930 |
Gremlin Web Scraper MCP
Claim
A lightweight HTTP module that enables scraping visible text from any publicly …
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| 59931 |
Codex Memory
Claim
Local Markdown-backed memory tools for Codex and other MCP-capable agents. Expo…
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| 59932 |
GW MCP Server
Claim
An MCP server providing tools to query gravitational wave data from GraceDB and…
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| 59933 |
browserbase
Claim
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| 59934 |
Incident Triage MCP
Claim
Incident Triage MCP is a Model Context Protocol (MCP) server for incident triag…
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| 59935 |
mcp-ns-railways
Claim
MCP server for querying Dutch railway data via the NS API, with planned tools f…
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| 59936 |
Secure MCP-gRPC
Claim
Provides a secure gRPC transport layer for the Model Context Protocol (MCP) wit…
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| 59937 |
xctools-mcp-server
Claim
Provides structured access to Xcode development tools including xcrun, xcodebui…
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| 59938 |
tr-figma-mcpserver
Claim
MCP server for downloading images from Figma designs using access tokens. Suppo…
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| 59939 |
ltm
Claim
Portable memory protocol for AI coding sessions. Push the state of a session (g…
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| 59940 |
mcp-ocrspace
Claim
OCR.space MCP server that enables image and PDF text extraction via the OCR.spa…
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| 59941 |
Context3D MCP Server
Claim
Enables AI-powered 3D model generation from text and images with PBR textures, …
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| 59942 |
agentberg
Claim
Agent-to-agent trading intelligence exchange. Publish findings, vote on quality…
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| 59943 |
demo-002
Claim
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| 59944 |
mcp-fusion
Claim
Multi-model fusion analysis tool that sends queries to multiple AI models in pa…
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| 59945 |
MCP ERPNext Plugin
Claim
Integrates Claude with ERPNext v16, enabling CRUD operations, queries, and meth…
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| 59946 |
SysControl MCP
Claim
Enables Claude Desktop to monitor and control your computer system with 90+ rea…
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| 59947 |
my-voice-mcp
Claim
A local-first MCP server that builds compact voice profiles from writing sample…
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| 59948 |
SEED MCP
Claim
SEED provides a unified interface to compound AI systems, coordinating between …
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| 59949 |
Mnemosyne MCP
Claim
An active, stateful software knowledge graph engine that serves as an 'all-know…
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| 59950 |
Apple Notes MCP Server
Claim
Enables Claude to read, write, search, and manage Apple Notes on macOS via Appl…
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