MCP Server Quality Scores
Independent quality analysis of 66402 public MCP servers
Last updated 55 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 65251 |
pymol-mcp
Claim
Headless PyMOL for molecular visualization, GROMACS/LAMMPS MD trajectories, and…
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| 65252 |
mcp-poc
Claim
A minimal MCP server with four tools (add, greet, text_stats, divide) demonstra…
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| 65253 |
Ai Incident Db
Claim
AI Incident Database (AIID) MCP
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| 65254 |
gcf-proxy
Claim
Drop-in MCP proxy. 71% fewer tokens. Session dedup compounds to 92%. Zero code …
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| 65255 |
Nouz
Claim
Semantic knowledge engine for Obsidian with auto-classification and DAG hierarc…
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| 65256 |
api-flow-analyzer
Claim
Cloudflare Workers MCP server: api-flow-analyzer
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| 65257 |
audio-mcp
Claim
Local MCP server for macOS that captures microphone input and/or system audio o…
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| 65258 |
bun-uia
Claim
Playwright for the Windows desktop, from Bun — drive native GUIs via UI Automat…
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| 65259 |
code-me-brand
Claim
Injects the Code-Me brand identity, tone, and visual guidelines into LLMs with …
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| 65260 |
Proxmox MCP Server
Claim
A comprehensive MCP server providing 92 tools for managing Proxmox Virtual Envi…
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| 65261 |
strength-training-mcp
Claim
A stateless MCP server that exposes tools for evidence-based strength training,…
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| 65262 |
@ktmcp/beezup
Claim
Enables interaction with the BeezUP Merchant API for reading and writing BeezUP…
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| 65263 |
KanbanFlow MCP Server
Claim
Enables managing KanbanFlow boards, tasks, and workflows directly from Cursor/C…
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| 65264 |
mealie-mcp
Claim
A full-featured Mealie MCP server (27 tools) for recipe management, meal planni…
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| 65265 |
web-search-mcp
Claim
Provides web and image search using the Doubao (Volcengine) API with configurab…
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| 65266 |
Mailgent MCP Server
Claim
Provides identity infrastructure for AI agents to manage email communications, …
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| 65267 |
Full automation for Japan's SSW visa. 42 MCP tools for application pattern dete…
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| 65268 |
my-mcp-server
Claim
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| 65269 |
Talk2Data InsightGenius
Claim
Analyze survey data (.sav, .csv, .xlsx) through Claude — crosstabs with signifi…
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| 65270 |
Pokemon MCP Server
Claim
Enables LLMs to fetch Pokémon data, list popular Pokémon, and build tournament …
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| 65271 |
Enables appending content to Google Docs and creating Gmail drafts via a lightw…
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| 65272 |
mcp-arcgis-austin
Claim
Enables querying and exploring City of Austin open geospatial data (parcels, zo…
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| 65273 |
MCP CWP Server
Claim
Enables management of CentOS Web Panel hosting accounts, SSL certificates, FTP …
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| 65274 |
mcp-searxng
Claim
Provides structured search tools (web, news, images, videos, research) via a Se…
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| 65275 |
mcp-oauth-server-next
Claim
A proof-of-concept HTTP MCP server requiring OAuth 2.0 authentication before to…
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| 65276 |
Adam OS MCP Server
Claim
Enables restaurant management through natural language, allowing import of Toas…
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| 65277 |
agent-memory-mcp
Claim
Enables persistent, graph-based memory for AI agents, allowing them to store, t…
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| 65278 |
telegram-mcp
Claim
Read-only MCP server for self-hosted Telegram access via Telethon. Enables read…
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| 65279 |
Provider resolution for AI apps — search, rank, hold, confirm bookings across y…
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| 65280 |
drawio-mcp
Claim
A Model Context Protocol server for creating and managing draw.io diagrams with…
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| 65281 |
Mailbuttons (mbag.ai)
Claim
Governed email for AI agents (Mailbuttons / mbag.ai): sandbox inboxes, policy g…
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| 65282 |
mcp-agentdocs
Claim
Fresh, source-verified docs for building MCP servers and Claude agents, served …
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| 65283 |
Read-first Redis MCP: SCAN key explorer, keyspace/TTL/memory/slowlog stats, DBA…
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| 65284 |
MCP ERPNext
Claim
Model Context Protocol (MCP) server for ERPNext - manage timesheets, leave appl…
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| 65285 |
AgentBodega MCP
Claim
Discover AgentBodega paid data tools, contracts, and x402/L402 HTTP payment han…
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| 65286 |
DPIA generator for the EDPB harmonised template (adopted 14 Apr 2026) with EU A…
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| 65287 |
Enables AI-driven mobile test automation through planning, generation, and self…
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| 65288 |
ChatSQL MCP Server
Claim
Enables natural language queries to PostgreSQL by converting questions to SQL u…
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| 65289 |
scrapegraph-mcp-testing
Claim
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| 65290 |
mcp-file-roots-demo
Claim
Enables interactive chat with AI models via Anthropic API, with controlled file…
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| 65291 |
NotebookLM MCP Server
Claim
Exposes Google NotebookLM as MCP tools, enabling management of notebooks, sourc…
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| 65292 |
google-workspace
Claim
Enables interaction with Google Workspace (Drive, Docs, Sheets, Gmail) via MCP …
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| 65293 |
TradingView MCP Server
Claim
Connects AI assistants to TradingView Desktop via Chrome DevTools Protocol for …
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| 65294 |
spline-mcp
Claim
MCP server for Spline.design code generation and asset management.
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| 65295 |
Discord Analysis MCP
Claim
Enables LLMs to read and write Discord messages, search content, and compute ch…
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| 65296 |
Chess MCP
Claim
A powerful chess engine and game server built with the Model Context Protocol (…
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| 65297 |
mcp-sports-server
Claim
Enables natural-language querying of historical NBA game data from a read-only …
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| 65298 |
eastmoney-skills2mcp
Claim
Provides 11 MCP tools for querying A-share market data, financial reports, stoc…
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| 65299 |
mcp-meteostat
Claim
Provides access to historical weather data from over 11,000 stations worldwide …
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| 65300 |
Enables querying the Verified Human Cert registry to verify human-made music ce…
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