MCP Server Quality Scores
Independent quality analysis of 66301 public MCP servers
Last updated 3 hours, 5 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 65151 |
OpenAIRE MCP Server
Claim
Enables AI assistants to explore the OpenAIRE Research Graph and ScholExplorer …
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| 65152 |
EU261 flight delay compensation: check eligibility, compute EV, track fares. 6 …
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| 65153 |
sagemath-mcp-server
Claim
MCP server wrapping SageMath's full computer algebra system — 10 symbolic-math …
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| 65154 |
Gemini MCP
Claim
Remote MCP server that exposes Google Gemini's text, image, video (Veo), and au…
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| 65155 |
deployment-mcp
Claim
Enables SSH-based deployment operations such as git pull, command execution, sc…
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| 65156 |
ableton-mcp-loopback
Claim
A loopback-bound MCP server that enables MCP clients to control Ableton Live (s…
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| 65157 |
MCP Man Pages Server
Claim
Provides AI assistants with access to Linux man pages for searching, retrieving…
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| 65158 |
Controls a running KiCad 9+ instance via the official IPC API, enabling board e…
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| 65159 |
QuickChart MCP Server
Claim
Enables generation of various chart types (bar, line, pie, radar, etc.) using Q…
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| 65160 |
Marrow
Claim
Marrow is a persistent multi-project memory backend that provides AI agents wit…
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| 65161 |
PostgreSQL MCP
Claim
Read-only MCP server for PostgreSQL, enabling schema discovery, table metadata,…
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| 65162 |
mcp-beaker
Claim
MCP server for Beaker lab automation, enabling system provisioning, job managem…
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| 65163 |
algorithmaide-mcp
Claim
An MCP server for real-device Android reversing workflows, wrapping AlgorithmAi…
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| 65164 |
Mi MCP Server
Claim
A TypeScript-based MCP server that connects with MCP clients like Claude, VS Co…
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| 65165 |
live-translate-mcp
Claim
MCP server for local speech translation (EN ↔ 中文) via Whisper + Claude + Piper
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| 65166 |
Connect your AI assistant to Eel Zap CMS to create collections, manage content,…
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| 65167 |
MCP Linux Deployment
Claim
Enables management of Windows servers from Linux through an MCP server with per…
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| 65168 |
mcp-entertainment-feeds
Claim
Provides curated entertainment and culture feeds with tools to list, read, and …
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| 65169 |
Picsart MCP Server
Claim
Enables AI agents and terminals to generate images, video, and audio using 141 …
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| 65170 |
RanchHand
Claim
Enables interaction with OpenAI-compatible APIs (like Ollama) through MCP tools…
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| 65171 |
cesm-runner-mcp
Claim
MCP server for driving CESM case lifecycle: setup, build, submit, and monitor. …
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| 65172 |
jira-mcp
Claim
Bridges AI assistants with Jira Cloud for issue management, search, comments, w…
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| 65173 |
Engine-MCP
Claim
A code understanding and generation system designed for Galacean Engine that he…
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| 65174 |
MCP-Server for MSSQL
Claim
Provides secure, API-key authenticated access to on-premise MSSQL databases, en…
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| 65175 |
bitcoinbenji-mcp
Claim
Lightning-paid (L402) Bitcoin mempool intelligence + sovereign on-prem AI infer…
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| 65176 |
OpenCode Browser MCP
Claim
Enables AI agents to browse the web, interact with pages, fill forms, and extra…
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| 65177 |
trovex
Claim
Serves coding agents one canonical doc per query instead of rereading the repo …
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| 65178 |
HuGR Tools
Claim
A monorepo of MCP toolkits for Cloudflare Workers, providing over 630 tools acr…
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| 65179 |
B2B Lead Enrichment
Claim
Remote MCP server to enrich company profiles with structured B2B data and confi…
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| 65180 |
Enables Claude to analyze a player's public FACEIT CS2 data, diagnose strengths…
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| 65181 |
lighter-mcp
Claim
A portable MCP server that exposes Lighter trading to any MCP-capable agent wit…
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| 65182 |
DNS analytics and optimization. Debug DNS issues and optimize performance based…
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| 65183 |
Harvest MCP Server
Claim
Provides MCP integration for Harvest's time tracking, project management, and i…
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| 65184 |
proc-repl-mcp
Claim
Enables stateful subprocess sessions (REPLs) and tmux-backed TUI program contro…
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| 65185 |
agrasandhany
Claim
Turns local plain-text notes into searchable long-term memory for AI agents thr…
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| 65186 |
Formasty
Claim
Create, edit, validate, publish, and inspect Formasty forms and quizzes over au…
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| 65187 |
test
Claim
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| 65188 |
mcp-digger
Claim
Progressive on-demand access to .NET NuGet package source for AI coding agents.
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| 65189 |
Word Live MCP Server
Claim
A Windows MCP server that attaches to a running Microsoft Word instance via COM…
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| 65190 |
remote-mcp-oauth-github
Claim
Enables Claude to authenticate with GitHub OAuth and access tools for user info…
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| 65191 |
thrd
Claim
Thrd MCP: agent email tools for events/threads, safe send/reply, usage, trust a…
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| 65192 |
Excel MCP Server
Claim
Enables LLMs to work with Excel and CSV files through structured tools for work…
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| 65193 |
Enables monitoring and management of Apache Cassandra and DataStax Enterprise c…
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| 65194 |
atlassian-ai-toolkit-mcp
Claim
MCP server for AI assistants to interact with Atlassian Jira and Confluence Clo…
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| 65195 |
local-filesystem
Claim
Explore and organize files and folders across your workspace. Read, write, move…
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| 65196 |
git-mcp-server
Claim
A secure, git-aware MCP server for working with local repositories, enabling fi…
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| 65197 |
Preflight checks for paid x402 and MCP tools before marketplace listing.
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| 65198 |
Burp Suite MCP Analyzer
Claim
An MCP server that lets AI assistants analyze Burp Suite XML exports offline, w…
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| 65199 |
MCP Server Generator
Claim
Generates production-ready MCP servers with dual-mode (MCP + CLI) architecture,…
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| 65200 |
phionyx-pipeline-mcp
Claim
Enables verification of AI coding agent self-reports against git diff truth and…
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