MCP Server Quality Scores

Independent quality analysis of 67197 public MCP servers

67197
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 41 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
43401
RenzoReccio
Enables inspecting database schemas and executing read-only SQL queries on a Po…
N/A N/A
43402
Aboudjem
sniff Claim
QA + a11y scanner: walks your running app's real user flows and reports what's …
N/A N/A
43403
jclee941
Analyzes KakaoTalk group chat texts to extract availability, rank options, draf…
43404
Onitsag
Enables AI agents to assist sales advisors of the fictional e-commerce Velora b…
N/A N/A
43405
antonpme
MCP server for integrating Claude AI with Google Workspace, enabling access to …
43406
HoukasaurusRex
MCP server that equips AI agents with dev workflow tools including GitHub proje…
N/A N/A
43407
vskstudio
MCP server for querying privacy-friendly website analytics from a self-hosted T…
43408
YashvantHange
SuperMemory Claim
MCP-first agent learning: capture failures, validate lessons, retrieve context,…
N/A N/A
43409
myers-gh1328
Enables read-only querying of Grafana Loki logs through tools like label discov…
43410
FrankGenGo
Enables AI assistants to interact with the Solana blockchain, manage accounts a…
43411
TangentDomain
Enables game designers to manipulate Excel files using natural language or SQL,…
N/A N/A
43412 N/A N/A 95
43413
cxdpowered
mcp-ccnu-lib Claim
封装华中师范大学图书馆空间预约系统(包括登录、查座位、预约、取消、暂离等操作)为一组MCP工具,供LLM调用执行。
43414
Growth-Management
Enables reading BigQuery data from ChatGPT using read-only SQL queries, with OA…
43415
IshanGoyal
Read-only canonical igoyal.ai Markdown resources, including MPP-paid city guide…
43416
hendrickcastro
A comprehensive MCP server for Google Cloud Firestore database operations, prov…
43417
argorant
Argorant Claim
Verified B2B contact data: size a market free, reveal or export when the segmen…
43418
luan007
Enables AI agents to create and edit Figma Slides in real-time, with built-in r…
N/A N/A
43419
parkavenue9639
jaeger-mcp Claim
Read-only MCP server for querying Jaeger environments from Codex, returning com…
43420
cougz
Enables managing Docker environments through Arcane via natural language, provi…
N/A N/A
43421
Tanguito86
Modular testing and automation MCP servers for Android devices, desktop browser…
N/A N/A
43422
springdo
mcp-cookbook Claim
Enables browsing recipes, searching by category, and viewing detailed recipe in…
43423
dianyxx
Generates structured Chinese Markdown briefs on mining topics by orchestrating …
43424
yasuoskywalker233
MCP server to control StarRailAssistant (SRA) on Windows. Enables listing task …
N/A N/A
43425
Ismail-2001
EduPilot Claim
A multi-agent AI tutor that delivers personalized lessons, resolves doubts with…
N/A N/A
43426
DerWolk
mcp-infra Claim
An MCP server that provides tools for filesystem, database, web, system, and sh…
N/A N/A
43427
rudedoggg
Generates clean, PG-13 dad jokes using AI and creates visual illustrations to a…
81
43428
lzk-gh
symbiopulse Claim
SymbioPulse is an MCP-first context layer for AI coding agents that builds pers…
N/A N/A
43429
aisacAdmin
SecOps MCP Claim
Provides access to 13+ penetration testing and security audit tools through a u…
81
43430
AyeJK
Middleware that gives AI personas a visible, reactive presence inside editors l…
N/A N/A
43431
xoy8n
Converts PNG, JPG, and JPEG images to WebP format with configurable quality and…
N/A N/A
43432
royashbrook
hush Claim
A secret store for AI agents: the agent never sees the plaintext.
43433
joinfreeplay
Enables AI agents to browse, accept, and complete paid offers from a marketplac…
N/A N/A 95
43434
fastmcp-me
CortexGraph Claim
A Model Context Protocol (MCP) server providing human-like memory dynamics for …
N/A N/A
43435
es6kr
Browse, search, rename, split, and clean up Claude Code sessions via MCP, Web U…
N/A N/A
43436
colecantu904
virtuous-mcp Claim
An MCP server that enables AI assistants to interact with Virtuous CRM+ through…
43437
fukui-yuto
Proxmox home lab management MCP server that enables Claude Code to manage Proxm…
N/A N/A
43438
UnifiedOffer
AI-powered e-commerce product search, affiliate links, and price negotiation
N/A N/A 95
43439
zoomeye-ai
abc Claim
N/A N/A 95
43440
otolab
search-docs Claim
Enables AI agents to search local Markdown documents using natural language, wi…
N/A N/A
43441
ZZtopBR
Extends Claude's GitHub integration with tools for gists, starring, profile man…
43442
91fapiao-cn
Provides 101 browser automation operations via Playwright, including navigation…
N/A N/A
43443
zenlee123
Enables AI agents to discover models, pricing, and chat completions through Rou…
43444
kishanssg
vexo-mcp Claim
Unofficial MCP server for Vexo analytics. Enables querying event names, counts,…
43445
aurekai
aurekai-mcp Claim
Aurekai MCP server for akai doctor, manifests, artifacts, feature queries, and …
N/A N/A
43446
yurchik228336
Enables AI assistants to read and edit storylines for the Typewriter Minecraft …
43447
yucx-go
Long-term memory for AI agents. Compiles conversations into a structured knowle…
N/A N/A
43448
tnicholson
Provides comprehensive access to NIST cybersecurity frameworks and controls, en…
N/A N/A
43449
th3w1zard1
KotorMCP Claim
MCP server for interacting with Knights of the Old Republic game installations,…
N/A N/A
43450
zenlyticgreg
A production-grade MCP server for querying U.S. Census Bureau data (ACS 5-Year …
Showing 43401–43450 of 67197 servers
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