MCP Server Quality Scores

Independent quality analysis of 57357 public MCP servers

57357
Discovered
29814
Scored
2112
Verified
16953
Complete

Last updated 38 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
55051
Gwyn-Ahchoo
A TypeScript MCP server boilerplate providing example tools and resources for r…
N/A N/A
55052
fulcrai
SKP mcp Claim
SkinKnowledgeBase provides source-backed skincare question answering and produc…
55053
sondt2709
SSH MCP Claim
SSH MCP is a Model Context Protocol tool for managing and interacting with mult…
N/A N/A
55054
mfbaig35r
Exposes a dependency graph of strategic sourcing artifacts and analyses as an M…
N/A N/A
55055
mschultheiss83
An MCP server for saving, managing, and enhancing context with pre-processing s…
N/A N/A
55056
mehtaphysical13
Enables agents to extract clean structured JSON tables from any PDF with per-ce…
55057
Continuum Claim
An autonomous AI showrunner for serialized vertical micro-drama that generates …
N/A N/A
55058
ZHANG-923-ZE
origin-MCP Claim
Enables AI assistants to control Origin 2025b for scientific plotting via natur…
N/A N/A
55059
mtop-devtools Claim 1
让 AI 与 Chrome 浏览器实时交互:获取历史请求、控制台日志、RUM/埋点事件,并动态设置 Mock 数据。
N/A N/A 81
55060
10.blaylock.10
project10 Claim
N/A N/A 95
55061
ketangupta1-ai
powerbi-mcp Claim
Enables interaction with Power BI and Fabric through MCP tools, including works…
55062
j4hr3n
GolfBox MCP Claim
A local MCP server for GolfBox tee-time workflows that lets agent clients authe…
N/A N/A
55063
zjandrew
MCP proxy server for ThinkingEngine with automatic browser-based authentication…
N/A N/A
55064
itsocialist
Enables interaction with Canny.io customer feedback platform through natural la…
81
55065
sabler
Enables MCP-capable clients to interact with UniFi Site Manager and UniFi Dream…
N/A N/A
55066 N/A N/A 95
55067
computer-use Claim
Exposes Anthropic's computer-use action surface (screenshot, click, move, keybo…
N/A N/A
55068
mega-mcp Claim
Turn any public MEGA folder into a knowledge source for Claude & other LLMs
55069
JoniMartin27
inferbench Claim
InferBench's MCP server lets coding agents run, serve and benchmark local LLMs …
N/A N/A
55070
Enables MCP clients to submit long-running jobs that are executed safely in iso…
N/A N/A
55071
zantiu
Enables querying topic tree structures, topic details, and real-time data from …
55072
Enables AI agents to search Minecraft obfuscated name mappings (class, method, …
N/A N/A
55073
metabase-mcp Claim
A TypeScript/Node.js MCP server that wraps the Metabase REST API, enabling AI a…
55074
riccardovietri
A physics engine for liquid-cooled GPU systems, exposed as an AI-callable MCP s…
55075
marco280690
Integrate your applications with real-world data and tools seamlessly. Access f…
N/A N/A 95
55076
bughide011
test111
N/A N/A 95
55077
dalboki
MCP server for Sonsuchup web tool that allows AI assistants to manage mystery c…
55078
KeerthiNingegowda
Enables basic arithmetic operations (add, subtract, multiply, divide, modulo) v…
55079
jphyqr
Enables submitting URLs to the Rapid URL Indexer API, tracking submissions acro…
N/A N/A
55080
shoumikdc
Say Hello Claim
Create personalized greetings for anyone by name. Switch on Pirate Mode for fun…
N/A N/A 95
55081
nangman-infra
touch-browser Claim
Evidence-grounded web research for AI agents. Verifies page-local claims with c…
N/A N/A 95
55082
Enables natural language interactions for creating, querying, updating, and del…
55083
Generates Chinese mining rights daily briefs with data status and citation sour…
N/A N/A
55084
Provides tools for discovering AI models, checking pricing, retrieving API docu…
55085
sourjya
TracePulse Claim
Runtime feedback MCP server for AI coding agents. It watches dev server logs, p…
N/A N/A
55086
Wally-Ahmed
Unofficial MCP server that provides GPT subagent tools using a ChatGPT subscrip…
N/A N/A
55087
SID1ART
agentfetch Claim
An open-source web retrieval MCP server that fetches, crawls, and searches the …
N/A N/A
55088
mcp-server-summary
biliscribe Claim
Extracts and formats Bilibili video content into structured text, optimized for…
55089
advanced-security
Enables AI-assisted development of CodeQL queries for security analysis through…
N/A N/A
55090
BitmapAsset
bitmap-mcp Claim
Provides real-time Bitcoin on-chain data including Bitmap districts, Ordinals i…
55091
promobase
A typed MCP server that wraps the Google Ads API v20, enabling AI agents to man…
55092
agentseo
Enables image generation and editing using laozhang.ai's OpenAI-compatible API,…
55093
jmagar
Arcane MCP Claim
AI-powered Docker management server that enables natural language control of en…
55094
nebuloss
Stateful radare2 MCP server tailored for reverse-engineering WiFi firmware, wit…
N/A N/A
55095
Tulimoa
Tulimoa Claim
Discover curated SaaS and AI-agent tools from the Tulimoa directory.
55096
CSOAI-ORG
real-estate-listing-mcp MCP server by MEOK AI Labs
N/A N/A
55097
indesign-mcp Claim
A custom MCP server that lets Claude Code read, search, and manipulate Adobe In…
N/A N/A
55098
JoJoLaBagarre
MCP server connecting AI assistants to official France Travail APIs for real-ti…
55099
Engedi Claim
Provides live data API for AI agents with 51 REST endpoints across finance, tra…
55100
Provides real-time weather and forecast data via MCP tools, enabling AI agents …
Showing 55051–55100 of 57357 servers