MCP Server Quality Scores

Independent quality analysis of 58579 public MCP servers

58579
Discovered
29876
Scored
2112
Verified
16953
Complete

Last updated 48 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
58251
jmagar
Arcane MCP Claim
AI-powered Docker management server that enables natural language control of en…
58252
sourjya
TracePulse Claim
Runtime feedback MCP server for AI coding agents. It watches dev server logs, p…
N/A N/A
58253
DebuggingMax
A Model Context Protocol (MCP) server that enables AI assistants like Claude to…
58254
CSOAI-ORG
real-estate-listing-mcp MCP server by MEOK AI Labs
N/A N/A
58255
Ethereal-Jay
Enables managing Pterodactyl Game Panel servers via Client and Application APIs…
58256
uniple-checkout
Enables AI agents to browse, quote, and purchase products from Uniple's x402 ca…
58257
shadcnspace
MCP server for Shadcn Dashboard that enables AI to discover, search, and instal…
N/A N/A
58258
Navoren
An MCP server that provides structured, AI-powered guidance for LeetCode proble…
N/A N/A
58259
arthur-c
Enables AI assistants to search and consult Leboncoin classified ads through th…
58260
CheswickDEV
Cairn Claim
A local-private context-handoff tool for AI agents, preserving decisions, evide…
N/A N/A
58261
thousandmiles
Bridges MCP and LSP to enable semantic code analysis, including go-to-definitio…
N/A N/A
58262
yunhui-chae-krafton
Thin MCP wrapper providing read-only access to Microsoft To Do tasks via Micros…
N/A N/A
58263
RyutoYoda
Enables Claude Desktop to interact with freee accounting API for expense regist…
N/A N/A
58264
ashwani983
An MCP server providing infrastructure diagnostic tools including port checks, …
N/A N/A
58265
JulianThorpe
Provides tools to check appointment availability and format call summaries via …
N/A N/A
58266
aliphi
An MCP server for TouchDesigner that lets you control TouchDesigner with Claude
N/A N/A
58267
semanticintent
MCP server for Cloudflare D1 database introspection, providing schema analysis,…
N/A N/A
58268
junsimon
Enables reading and acting on comments in Figma and FigJam, resolving which lay…
58269
llamakko
Enables searching, reading, and listing pages from the official chezmoi documen…
N/A N/A
58270
saketh12e
Cortex Claim
Cortex is a local-first MCP server that provides persistent, shared, semantical…
N/A N/A
58271
mister-franklin
Provides AI-powered access to the largest EU GDPR enforcement decisions databas…
58272
pwno-io
An MCP server and CLI that uses Tree-sitter to parse and analyze code.
N/A N/A
58273
rabbiyamehmood
Enables AI-powered web test automation with self-healing locators and automatic…
N/A N/A
58274
Griboedow
A Model Context Protocol server that provides real astronomical data (planetary…
N/A N/A
58275
SJF-ECNU
CloakBrowser MCP is a Python MCP server that lets agents control a CloakBrowser…
N/A N/A
58276
Riffmax2030-hub
Enables natural language management of MetaTrader 5 accounts, including checkin…
N/A N/A
58277
abchahal
qa-ai-agents Claim
Enables automated QA testing by running a pipeline of AI agents that generate t…
N/A N/A
58278
waylaidwanderer
Enables LLMs to start, stop, and monitor long-running command-line processes in…
N/A N/A
58279
Marsmanleo
LinguaMCP Claim
Serves daily language lessons from a structured curriculum, enabling natural pr…
58280
ensismoebius
gmail-mcp Claim
Full Gmail control for any MCP-compatible AI agent. Exposes ~40 tools for readi…
N/A N/A
58281
vndmea
Enables multi-model leader-worker agent orchestration, workflow execution, and …
58282
matematicsolutions
fi-eli-mcp Claim
Enables accessing Finnish legislation from the Finlex open-data API, listing st…
58283
Jad-Assaf
shopify-mcp Claim
Enables management of Shopify store via GraphQL, including products, orders, in…
58284
StaryMoon
Local-first MCP-style code memory for research repositories: enables file searc…
N/A N/A
58285
maestra-io
A read-only MCP server for Elasticsearch 7.10 clusters, providing tools for clu…
58286
arielaizn
Connects to vibe-code-best-practices.vercel.app to index 817 tools across 185 s…
58287
simplebytes-com
whois-mcp Claim
A Model Context Protocol server for performing WHOIS domain lookups directly vi…
N/A N/A
58288
Jesse-pink-lab
A production-ready MCP server providing comprehensive DevOps capabilities for t…
N/A N/A
58289
trustless-ai
Forensic MCP + hardened delegate for recovering assets from EIP-7702-compromise…
58290
bubua12
Enables AI assistants to monitor and analyze Proxmox VE virtualization environm…
58291
akshare-one-mcp Claim 1
MCP server that provides access to Chinese stock market data using akshare-one
N/A N/A 81
58292
mlava
Agent Ready Claim
Agent Ready is an AI agent readability scanner — point it at any public URL and…
58293
Joel-hanson
Enables interaction with Kafka clusters via MCP, supporting topic management (l…
58294
octoparse
Enables AI assistants to perform no-code web scraping via Octoparse. Users can …
58295
GRAMMAC1
error2fix Claim
Provides coding agents with compressed failure context via MCP, reducing the ne…
N/A N/A
58296
lazniak
Integrates the inFakt API with Claude AI, enabling management of invoices, clie…
58297
Kubova-com
@kubova/mcp Claim
Lets AI agents pack shipping containers using the Kubova calculator, with tools…
58298
bivex
A collection of MCP servers providing structured tools for ARM specification, v…
N/A N/A
58299
guptaprakhariitr
Enables Indic-language transliteration and normalization of Indian names and ad…
58300
ainarsklavins
Provides AI assistants with real-time date, time, and timezone information, ena…
81
Showing 58251–58300 of 58579 servers