MCP Server Quality Scores

Independent quality analysis of 67226 public MCP servers

67226
Discovered
32320
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 6 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
25351
pim97
Scrappey MCP Server Claim 2
A server that bridges AI models with Scrappey's web automation platform, allowi…
F 25 44 86 73 37 77
25352
RosTeHeA
Streamline MCP Claim 1 2
Enables AI assistants to access and manage Streamline tasks, notes, tags, and w…
F 25 44 78 35 30 80
25353
kaipanytool3
Enables AI assistants to interact with Feishu/Lark platform APIs for automation…
F 25 44 66 66 54 76
25354
Ayi456
An AI-driven data visualization and SQL chat platform that enables natural lang…
F 25 44 54 48 31 77
25355
Pyx-Corp
spectrawl Claim 1
The unified web layer for AI agents. Search (8 engines), stealth browse, auth, …
F 25 43 100 0 N/A 67 84
25356
henrardo
LLM Graph Builder MCP Claim 1
Enables Claude to automatically extract entities and relationships from URLs, P…
F 25 44 60 42 43 76
25357
JussCubs
refinore-mcp Claim 1 2
An MCP server that enables AI agents to autonomously manage ORE mining on the S…
F 25 44 63 66 56 80
25358
ApiliumCode
mayros Claim 1
Production-ready AI agent framework — semantic memory, multi-agent mesh, MCP se…
F 25 43 60 66 N/A 84 90
25359
itunified-io
Tailscale MCP Server Claim 1 2
Secure MCP access for private infrastructure over Tailscale — 48 tools across 9…
F 25 43 94 75 N/A 81 65
25360
AuraFriday
Control Fusion 360 with any AI through Model Context Protocol (MCP)
F 25 43 84 36 N/A 45 78
25361
hamflx
imagen3-mcp Claim 1
A powerful image generation tool using Google's Imagen 3.0 API through MCP. Gen…
F 25 43 48 56 N/A 48 87
25362
watsona4
A secure Model Context Protocol server that enables Claude AI to list, search, …
F 25 44 88 41 46 76
25363
ioBroker
Provides a configurable web server foundation for ioBroker home automation syst…
F 25 44 56 41 47 80
25364
manthanghasadiya
mcpsec Claim 1 2
An AI-driven dynamic protocol fuzzer for the Model Context Protocol (MCP). Prov…
F 25 43 96 0 N/A 74 91
25365
settlemint
SettleMint Claim 1
Leverage SettleMint's Model Context Protocol server to seamlessly interact with…
F 25 44 50 37 53 82
25366
mostly-ai
Enables LLM agents to interact with the MOSTLY AI Platform for generating synth…
F 25 44 60 71 61 76
25367
Soundhannes
IMAP MCP Server Claim 1 2
Enables comprehensive interaction with IMAP email accounts through 38 tools for…
F 25 44 96 58 24 76
25368
BilgisayarKavramlari
A stateful gateway server for AI applications that solves the memory limitation…
F 25 44 46 53 22 80
25369
logclaw
Connect AI coding tools to LogClaw incidents, logs, and anomaly detections.
F 25 43 60 38 N/A 54 77
25370
alfarom256
Aragorn Claim 1
A direct kernel debugger MCP server for Windows security research that connects…
F 25 43 76 0 N/A 39 85
25371
saurav61091
mcp-openapi Claim 2
Turn any OpenAPI spec into callable MCP tools for Claude. Point at any OpenAPI …
F 25 43 84 0 37 87
25372
Destrayon
Connapse Claim 1
Self-hosted knowledge backend for AI agents with hybrid search and MCP tools
F 25 43 58 37 N/A 73 89
25373
bonnard-data
bonnard-cli Claim 1
Open-source agentic schema CLI. Optimised for claude code, gemini, codex and co…
F 25 43 60 35 N/A 54 90
25374
JeongWoobin335
Slack Max API MCP Claim 1 2
An MCP server that provides comprehensive access to the Slack Web API, enabling…
F 25 43 57 68 35 88
25375
VantaInc
Vanta MCP Server Claim 1
Enables AI assistants to interact with Vanta's security compliance platform to …
F 25 44 72 71 59 82
25376
darrinm
Gmail MCP Server Claim 1 2
A comprehensive MCP server providing 24 tools for full Gmail management, includ…
F 25 44 82 77 27 80
25377
officialpraise
MongoDB MCP Server Claim 1 2
A Model Context Protocol server that enables interaction with MongoDB databases…
F 25 43 63 41 N/A 65 90
25378
eKsiSLe
Bridges Ghidra's reverse engineering capabilities with AI tools through 179 spe…
F 25 43 80 43 N/A 71 87
25379
Vizioz
Teamwork MCP Claim 1 2
An MCP server that connects to the Teamwork API, providing a simplified interfa…
F 25 44 81 68 75 76
25380
brs077
CNCjs MCP Server Claim 1 2
Bridges Claude Code to CNCjs to enable remote control and monitoring of GRBL-ba…
F 25 43 78 61 N/A 32 87
25381
aiminnovations
MongoDB MCP Server Claim 1
Enables interaction with MongoDB databases and MongoDB Atlas for querying data …
F 25 44 64 71 60 80
25382
marlonluo2018
Outlook MCP Server Claim 1
Enables AI-powered email management for Microsoft Outlook, allowing users to se…
F 25 43 48 38 N/A 32 87
25383
allvoicelab
All Voice Lab MCP Server
F 25 44 54 46 47 80
25384
Santaval
Discord MCP Server Claim 2
A template MCP server created with xmcp that provides a structured framework fo…
F 25 43 48 57 N/A 26 89
25385
edwinbernadus
nocodb-mcp-server Claim 2
Nocodb database integration, read and write capabilities
F 25 44 60 66 35 76
25386
DeamonDev888
discord-mcp-server Claim 1
Discord MCP Server est un pont entre votre intelligence artificielle et Discord…
F 25 44 90 72 50 78
25387
sirkirby
unifi-network-mcp Claim 1
MCP server implementation for the UniFi network application
F 25 43 96 68 N/A 89 88
25388
manykarim
RobotMCP Claim 1
RobotMCP is a comprehensive Model Context Protocol (MCP) server that bridges th…
F 25 43 86 32 80 90
25389
jeff-nasseri
mikrotik-mcp Claim 1 2
MCP server for MikroTik routers: firewall, NAT, routing, DHCP, DNS, WireGuard a…
F 25 43 49 51 N/A 80 87
25390
pexcard
PEX MCP Server Claim 1
Enables AI assistants to interact with the PEX Card External API to manage busi…
F 25 44 74 72 47 80
25391
schimmmi
n8n Workflow Builder Claim 1
Enables AI-powered building, optimization, debugging, and management of n8n wor…
F 25 44 90 22 74 81
25392
eversonpereira
A conversational application server that integrates LLM capabilities via Ollama…
F 25 43 42 61 N/A 16 84
25393
mifactory-bot
mifactory-contratos Claim 1
Freelance contracts via API for any country. AI-generated or PDF. Pay-per-use: …
F 25 43 24 36 N/A 25 70
25394
ForLoopCodes
Context+ Claim 1
Context+ is a semantic intelligence server that transforms codebases into searc…
F 25 44 82 35 61 80
25395
xR0am
Enables AI agents to facilitate cryptocurrency tipping using x402 payment colle…
F 25 44 54 68 25 76
25396
usemanusai
Virtualbox MCP Server Claim 2 3
A Model Context Protocol server for managing Virtualbox and Vagrant virtual mac…
F 25 43 79 62 N/A 32 87
25397
ShreyasTembhare
A portable, Dockerized Python tool that implements Model Context Protocol for a…
F 25 43 48 35 N/A 34 92
25398
SecurityRonin
alaya-mcp Claim 1
Local memory engine for AI agents with knowledge graphs, forgetting, and semant…
F 25 43 60 68 N/A 78 81
25399
Sowiedu
edict Claim 1
AI-agent programming language. JSON AST in, WASM out. Typed, effect-tracked, Z3…
F 25 43 72 33 N/A 98 90
25400
bivex
kanboard-mcp Claim 1
A Model Context Protocol (MCP) server written in Go that empowers AI agents and…
F 25 44 94 35 50 78
Showing 25351–25400 of 67226 servers
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