MCP Server Quality Scores

Independent quality analysis of 66402 public MCP servers

66402
Discovered
31753
Scored
2112
Verified
16953
Complete

Last updated 55 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
65251
wjgoarxiv
pymol-mcp Claim
Headless PyMOL for molecular visualization, GROMACS/LAMMPS MD trajectories, and…
N/A N/A
65252
RenoLu
mcp-poc Claim
A minimal MCP server with four tools (add, greet, text_stats, divide) demonstra…
N/A N/A
65253
pipeworx-io
AI Incident Database (AIID) MCP
65254
blackwell-systems
gcf-proxy Claim
Drop-in MCP proxy. 71% fewer tokens. Session dedup compounds to 92%. Zero code …
N/A N/A
65255
Semiotronika
Nouz Claim
Semantic knowledge engine for Obsidian with auto-classification and DAG hierarc…
N/A N/A
65256
lazymac2x
Cloudflare Workers MCP server: api-flow-analyzer
65257
BugorBN
audio-mcp Claim
Local MCP server for macOS that captures microphone input and/or system audio o…
N/A N/A
65258
ObscuritySRL
bun-uia Claim
Playwright for the Windows desktop, from Bun — drive native GUIs via UI Automat…
N/A N/A
65259
Code-MeMX
Injects the Code-Me brand identity, tone, and visual guidelines into LLMs with …
N/A N/A
65260
Bldg-7
A comprehensive MCP server providing 92 tools for managing Proxmox Virtual Envi…
65261
daiduo2
A stateless MCP server that exposes tools for evidence-based strength training,…
65262
ktmcp-cli
Enables interaction with the BeezUP Merchant API for reading and writing BeezUP…
N/A N/A
65263
WilliamAvHolmberg
Enables managing KanbanFlow boards, tasks, and workflows directly from Cursor/C…
65264
thrivewell-partners
mealie-mcp Claim
A full-featured Mealie MCP server (27 tools) for recipe management, meal planni…
65265
fuyouai
Provides web and image search using the Doubao (Volcengine) API with configurab…
65266
mailgent-dev
Provides identity infrastructure for AI agents to manage email communications, …
81
65267
a-kabe-1qio
Full automation for Japan's SSW visa. 42 MCP tools for application pattern dete…
81
65268 N/A N/A 95
65269
quack2025
Analyze survey data (.sav, .csv, .xlsx) through Claude — crosstabs with signifi…
N/A N/A 95
65270
Sachin-crypto
Enables LLMs to fetch Pokémon data, list popular Pokémon, and build tournament …
N/A N/A
65271
Anaagh05
Enables appending content to Google Docs and creating Gmail drafts via a lightw…
N/A N/A
65272
pipeworx-io
Enables querying and exploring City of Austin open geospatial data (parcels, zo…
65273
Descomplicar-Marketing-e-Tecnologia
Enables management of CentOS Web Panel hosting accounts, SSL certificates, FTP …
65274
flammafex
mcp-searxng Claim
Provides structured search tools (web, news, images, videos, research) via a Se…
65275
ctalau
A proof-of-concept HTTP MCP server requiring OAuth 2.0 authentication before to…
65276
adamperna74
Enables restaurant management through natural language, allowing import of Toas…
N/A N/A
65277
Yarmoluk
Enables persistent, graph-based memory for AI agents, allowing them to store, t…
N/A N/A
65278
expremiental
telegram-mcp Claim
Read-only MCP server for self-hosted Telegram access via Telethon. Enables read…
N/A N/A
65279
Alkilo-do
Provider resolution for AI apps — search, rank, hold, confirm bookings across y…
N/A N/A
65280
Sujimoshi
drawio-mcp Claim
A Model Context Protocol server for creating and managing draw.io diagrams with…
N/A N/A
65281
mailbuttons
Governed email for AI agents (Mailbuttons / mbag.ai): sandbox inboxes, policy g…
65282
titov-d
Fresh, source-verified docs for building MCP servers and Claude agents, served …
N/A N/A
65283
redis-mcp Claim 1
Read-first Redis MCP: SCAN key explorer, keyspace/TTL/memory/slowlog stats, DBA…
N/A N/A 81
65284
sharat9703
MCP ERPNext Claim
Model Context Protocol (MCP) server for ERPNext - manage timesheets, leave appl…
65285
agentbodegastore
Discover AgentBodega paid data tools, contracts, and x402/L402 HTTP payment han…
N/A N/A
65286
CSOAI-ORG
DPIA generator for the EDPB harmonised template (adopted 14 Apr 2026) with EU A…
N/A N/A 95
65287
padmarajnidagundi
Enables AI-driven mobile test automation through planning, generation, and self…
N/A N/A
65288
thomasjerard
Enables natural language queries to PostgreSQL by converting questions to SQL u…
N/A N/A
65289 N/A N/A 95
65290
dinesh36
Enables interactive chat with AI models via Anthropic API, with controlled file…
N/A N/A
65291
PavelGuzenfeld
Exposes Google NotebookLM as MCP tools, enabling management of notebooks, sourc…
65292
CodecoolGlobal
Enables interaction with Google Workspace (Drive, Docs, Sheets, Gmail) via MCP …
N/A N/A
65293
DEBARPAN2000
Connects AI assistants to TradingView Desktop via Chrome DevTools Protocol for …
N/A N/A
65294
lesleslie
spline-mcp Claim
MCP server for Spline.design code generation and asset management.
65295
webhead2oo9
Enables LLMs to read and write Discord messages, search content, and compute ch…
N/A N/A
65296
arvid-berndtsson
Chess MCP Claim
A powerful chess engine and game server built with the Model Context Protocol (…
N/A N/A
65297
mayank-nayak
Enables natural-language querying of historical NBA game data from a read-only …
N/A N/A
65298
essos-bot
Provides 11 MCP tools for querying A-share market data, financial reports, stoc…
65299
pipeworx-io
Provides access to historical weather data from over 11,000 stations worldwide …
65300
verifiedhumancert
Enables querying the Verified Human Cert registry to verify human-made music ce…
Showing 65251–65300 of 66402 servers