MCP Server Quality Scores

Independent quality analysis of 69007 public MCP servers

69007
Discovered
→
33721
Scored
→
2112
Verified
→
16953
Complete

Last updated 20 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
66051
axel-belfort
Unique identifier generation API for AI agents. Generate UUID v4 (random), UUID…
— ○ ⏳ — — — — 81 —
66052
giopawgofr
Real-time pet travel data for AI assistants. Connect Claude, ChatGPT, or any MC…
— ○ ⏳ — — — — — —
66053
Zehee
Provides persistent, Markdown-based memory for Kimi Code CLI, enabling cross-se…
— ○ ⏳ — N/A N/A — — —
66054
iamgoatedaf
lighter-mcp Claim
A portable MCP server that exposes Lighter trading to any MCP-capable agent wit…
— ○ ⏳ — — — — — —
66055
sudenlee
Enables AI agents to query MongoDB databases and project management REST APIs t…
— ○ ⏳ — — — — 81 —
66056
zanewebb
Turns natural-language requests into printable Gridfinity STL/STEP files for bi…
— ○ ⏳ — N/A N/A — — —
66057
EaseHee
rhino-mcp Claim
Enables Claude to drive Rhino 8 and Grasshopper for geometry creation, manipula…
— ○ ⏳ — — — — — —
66058
nyx-builds
A webhook management and delivery service with MCP tools for endpoints, deliver…
— ○ ⏳ — N/A N/A — — —
66059
FradleyJ
Enables querying a honeypot threat-intelligence database via natural language t…
— ○ ⏳ — — — — — —
66060
LogicSquare-1996
Enables querying MongoDB collections from the Drivio application using Mongoose…
— ○ ⏳ — N/A N/A — — —
66061
jimingyuan7
wechat-mcp Claim
An MCP server for sending and receiving WeChat messages, built on Tencent's iLi…
— ○ ⏳ — — — — — —
66062
marmillas
Reusable MCP server for Python backend development with FastAPI, MongoDB, and S…
— ○ ⏳ — N/A N/A — — —
66063
vanisoul
Enables AI-driven interaction with Rundeck via CLI for managing jobs, execution…
— ○ ⏳ — N/A N/A — — —
66064
fxmacrodata
Provides access to macroeconomic indicators, FX rates, COT data, commodities, a…
— ○ ⏳ — — — — — —
66065
sena-labs
OzBridge Claim
Bridges Warp's Oz coding agent to any IDE or MCP client (Claude Code, Cursor, C…
— ○ ⏳ — — — — — —
66066
JoseCortezz25
cor-mcp Claim
Enables AI assistants to manage COR project management platform resources like …
— ○ ⏳ — — — — — —
66067
Ismail-2001
EduPilot Claim
A multi-agent AI tutor that delivers personalized lessons, resolves doubts with…
— ○ ⏳ — N/A N/A — — —
66068
haydentbs
Read-only MCP server for exploring US federal spending data via the USAspending…
— ○ ⏳ — N/A N/A — — —
66069
NewsSpectator
Plith Rigor Claim
Structured multi-step workflows that produce production-quality deliverables. P…
— ○ ⏳ — — — — — —
66070
guptaprakhariitr
Enables macro/geopolitical event detection by wrapping the GDELT 2.0 API, provi…
— ○ ⏳ — — — — — —
66071
Casius999
A sovereign Google marketing-agency control plane over the Model Context Protoc…
— ○ ⏳ — — — — — —
66072
phuocnguyen1308-creator
vn-luat-mcp Claim
MCP server to query Vietnamese law (legal code and case law) with full-text sea…
— ○ ⏳ — — — — — —
66073
luminarylane
Enables Claude Desktop and MCP clients to access Fathom meeting intelligence, i…
— ○ ⏳ — — — — — —
66074
ampulex-23
KommoMCP Claim
AI-powered CRM assistant for Kommo/amoCRM that provides natural language manage…
— ○ ⏳ — — — — — —
66075
nikmaniatis
Enables natural language control of Pure Data patches through Claude AI, allowi…
— ○ ⏳ — N/A N/A — — —
66076
shawnho1018
Enables generating GCP architecture, sequence, flow, and class diagrams using n…
— ○ ⏳ — N/A N/A — — —
66077
mesolimbo
MCP server providing access to Google's Gemini 3.5 Flash API, enabling querying…
— ○ ⏳ — N/A N/A — — —
66078
autoworks-ai
AutoVault Claim
AutoVault is an MCP server that provides a local-first vault for AI agent skill…
— ○ ⏳ — — — — — —
66079
attamari
Fetches web content and returns relevant chunks using RAG with semantic chunkin…
— ○ ⏳ — N/A N/A — — —
66080
QianJue-CN
Enables AI assistants to manage Obsidian vaults via the local REST API, support…
— ○ ⏳ — N/A N/A — — —
66081
maxvbailey
MCP server exposing the Deliverect Commerce API for voice/AI assistant integrat…
— ○ ⏳ — N/A N/A — — —
66082
jyphotography
Enables AI assistants to search, retrieve, and manage Confluence pages, and gen…
— ○ ⏳ — — — — — —
66083
hamchowderr
bika-mcp Claim
MCP server for integrating with Bika.ai platform, enabling AI assistants to per…
— ○ ⏳ — — — — — —
66084
garagon
Aguara MCP Claim
Security scanner for AI agent skills and MCP servers
— ○ ⏳ — N/A N/A — 95 —
66085
wahajnintyeight
Enables AI assistants to query Ringba call analytics, including running EHG ins…
— ○ ⏳ — — — — — —
66086
maikmetzger
Provides a wide range of tools including math, image processing, filesystem, gi…
— ○ ⏳ — N/A N/A — — —
66087
fetchai
Graph-native persistent memory for AI agents — 33 MCP tools, zero-LLM writes.
— ○ ⏳ — — — — — —
66088
jon933
Connects SupraPrompt.ai to Claude, enabling users to turn marketing briefs into…
— ○ ⏳ — — — — — —
66089
frothkoetter
Provides read-only SQL access to Apache Iceberg tables via HiveServer2, enablin…
— ○ ⏳ — — — — — —
66090
Oak1997
Enables managing multiple Microsoft Clarity projects by routing requests per cl…
— ○ ⏳ — N/A N/A — — —
66091
EnviableAmaretto
MCP server for OpenClaw task lifecycle management, enabling starting, listing, …
— ○ ⏳ — N/A N/A — — —
66092
TouristShaun
mcp-brain Claim
A cognitive memory system for persistent knowledge graph storage across multipl…
— ○ ⏳ — — — — — —
66093
ywatanabe1989
A local CrossRef database MCP server enabling full-text search across 167M+ sch…
— ○ ⏳ — — — — — —
66094
nitindermohan
pumble-mcp Claim
A standalone MCP server providing AI agents with full access to the Pumble mess…
— ○ ⏳ — — — — — —
66095
Trade-Agent
Trade stocks and crypto on common brokerages (Robinhood, E*Trade, Coinbase, Kra…
— ○ ⏳ — — — — 81 —
66096
zorak1103
blender-mcp Claim
Enables LLMs to control Blender for 3D scene creation, object manipulation, mat…
— ○ ⏳ — N/A N/A — — —
66097
zb2947244682
A modular calculator server built with the MCP SDK that provides basic arithmet…
— ○ ⏳ — N/A N/A — 95 —
66098
geq1fan
yapi-mcp Claim
A Model Context Protocol server for YApi that enables developers to search, vie…
— ○ ⏳ — — — — — —
66099
FlyDut
Enables automatic generation of explicit boilerplate methods (getter/setter/equ…
— ○ ⏳ — N/A N/A — — —
66100
jiayuanliang0716
arbitova Claim
Official Arbitova MCP server — AI-powered escrow and arbitration for autonomo…
— ○ ⏳ — — — — 81 —
Showing 66051–66100 of 69007 servers