MCP Server Quality Scores

Independent quality analysis of 53551 public MCP servers

53551
Discovered
29753
Scored
2112
Verified
16952
Complete

Last updated 23 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
53351
nicoaguerrero
MCP Server for interacting with the MyAnimeList API, allowing LLM clients to ac…
53352
brian-bfz
Enables querying and retrieving content from webpages by parsing sitemap.xml fi…
81
53353
BAESI
focal-mcp Claim
Centralizes AI behavior rules and applies them across tools like Codex, Claude …
N/A N/A
53354
amarodeabreu
Sensei MCP Claim
Multi-persona engineering mentor with 64 specialized AI personas that injects e…
N/A N/A
53355 N/A N/A 95
53356
Cronlytic
A comprehensive Model Context Protocol (MCP) server that integrates with the Cr…
53357
greybeam
Greybeam MCP Claim
A single MCP server that lets agents query data through the Greybeam routing la…
53358
xue20010808
tlocal Claim
N/A N/A 95
53359
KHAEntertainment
A production-ready MCP server for Docker Swarm that provides full control over …
53360
geo2004
Connects OpenAI Codex Desktop to QGIS Desktop for natural language GIS operatio…
N/A N/A
53361
truong128
Control PyMOL from Cursor via natural language. Enables describing molecular st…
N/A N/A
53362
amanasmuei
aman-mcp Claim
Exposes identity, tools, workflows, guardrails, and evaluation as MCP tools — s…
N/A N/A
53363
Novalya-Labs
Enables interaction with Plane.so project management API through natural langua…
53364
choumai1994
choumai Claim
N/A N/A 95
53365
null
Canvas Claim
Canvas MCP is a collection of Canvas LMS tools for the model context protocol. …
81
53366
hendrickcastro
A comprehensive MCP server for Google Cloud Firestore database operations, prov…
53367
ChuprinaDaria
Provides access to Ukrainian pagan calendar with holidays, deities, folk wisdom…
N/A N/A
53368
webmyc
172+ tools, 12 builders, context-aware filtering. SafeEdit safety.
N/A N/A 83
53369
ktg-one
stac2026 Claim
Personal AI infrastructure gateway orchestrating memory, workflow automation, k…
N/A N/A
53370
private-technology
An MCP server for GitHub Copilot that enables reading and processing Excel work…
81
53371
xiaobenyang-com
Track real-time hotlists across Weibo, Baidu, Zhihu, Douyin, Bilibili, Tencent,…
N/A N/A 95
53372
social4hyq
MCP server for HarmonyOS/OpenHarmony ArkWeb that enables browser automation usi…
N/A N/A
53373
ctoth
Enables precise code extraction from 30+ languages using tree-sitter parsing, a…
N/A N/A
53374
fuzzmind
A Frida MCP server for authorized dynamic analysis and application security res…
N/A N/A
53375
aanno
A Model Context Protocol (MCP) server that provides a RAG (Retrieval Augmented …
N/A N/A
53376
xiaqijun
AF_MCP Claim
Enables automated device blocking and unblocking operations with authentication…
N/A N/A
53377
sravannerella
An MCP server for MuleSoft Anypoint Platform that enables AI assistants to inte…
53378
pras-labs
bichon-mcp Claim
MCP server that enables AI agents to search and read locally-archived emails vi…
N/A N/A
53379
@kamath
notion Claim
81
53380
MarshallEriksen-Neura
A lightweight gateway server that provides a unified connection entry point for…
81
53381
cyanheads
Screen names against OFAC, EU, UK, UN sanctions lists; resolve entities via GLE…
53382
geerdwedda-create
Provides AI agents with trust scoring and reputation management capabilities fo…
81
53383
studio2c
# Scrivibe — AI eBook Generator Generate complete, professional multi-chapter …
81
53384
Agentberg
agentberg Claim
Agent-to-agent trading intelligence exchange. Publish findings, vote on quality…
53385
adelaidasofia
FastMCP server that pages on-call via 100+ notification channels (Apprise wrapp…
N/A N/A
53386
AiLMe-AI
MCP server for hybrid medical consultation integrating Western and Traditional …
N/A N/A
53387
moinsen-dev
A comprehensive MCP server for checking package versions and rating package qua…
53388
Ceveto
Enables AI agents to interact with the Ceveto business management API through M…
53389
Synlake-ai
Compare, estimate, and deploy cloud infrastructure across AWS, GCP, and Azure f…
53390
lukasz
poppy Claim
N/A N/A 95
53391
fDiosc
BugCatcher Claim
Bug reports, AI diagnosis, and status management for Cursor, Claude, Windsurf.
N/A N/A 95
53392
leonardsellem
Turns your Readwise library into a blazing-fast semantic search engine with a s…
53393
CSOAI-ORG
ip-network-ai-mcp MCP server by MEOK AI Labs
N/A N/A
53394
mohamedarif-m
Enables AI models to interact with IBM FileNet Content Manager for document lif…
53395
jpstone
Spec Guard Claim
A methodology and MCP server for agent-driven software development where humans…
N/A N/A
53396
MCP server for data engineering: validation, transformation, visualization, and…
N/A N/A 81
53397
cloudglue
Connects AI assistants to Cloudglue for video analysis, enabling video descript…
53398
malamutemayhem
110+ tools for AI agents spanning social media, finance, gaming, music, AU-spec…
N/A N/A
53399
Shin-sibainu
Provides programmatic access to Google Search Console API data through Claude C…
53400
nostrband
ServiceGraph Claim
AI Agent skills to access structured datasets for startup founders
N/A N/A
Showing 53351–53400 of 53551 servers