MCP Server Quality Scores

Independent quality analysis of 66301 public MCP servers

66301
Discovered
31700
Scored
2112
Verified
16953
Complete

Last updated 37 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
64901
surajfale
Enables AI assistants to create conventional Git commits, update changelogs, an…
N/A N/A
64902
MdMizanurVU
Enables users to interact with professional digital twin data via Claude Deskto…
N/A N/A
64903
alexandreCyber
Doctrine fiscale française (BOFiP) : recherche, veille et graphe doctrinal. Eta…
64904
argosvix
Lets AI agents query, manage, and operate their LLM observability data directly…
64905
sanjibani
First MCP server for the auto-dealership vertical. Lets Claude, Cursor, or any …
64906
Mervecaliskann
A simple MCP server that provides repository information (list repos, get repo …
64907
poliakarmai
bybit-ws Claim
An MCP server that enables AI agents to scan the market, manage positions, and …
64908
ghdejr11-beep
Enables MCP clients to compute and interpret Korean Four Pillars of Destiny (Sa…
64909
Pipelex
Enables AI agents to build and execute Pipelex pipelines on-the-fly from natura…
64910
IvanTereshin
yougile-mcp Claim
A production-grade Model Context Protocol server for YouGile that lets AI agent…
64911
skillzmarket
Enables AI assistants to search, get info, call, and review paid AI skills on S…
64912
tillkolter
Guck is a tiny, MCP-first telemetry store for agentic debugging. It provides to…
N/A N/A
64913
nandanosql
Enables AI assistants to connect to and interact with PostgreSQL, MySQL, SQLite…
N/A N/A
64914
manza7014
tingyun-mcp Claim
Allows AI assistants to query Tingyun (Wukong) platform monitoring data for App…
64915
aHk-coder
finn-mcp Claim
An MCP server that provides access to finn.no, Norway's largest online classifi…
64916
michielhdoteth
Connect once. Remember everywhere. Squish gives ChatGPT, Claude Code, and every…
64917
jackmmaher
SIC Codes UK Claim
UK SIC code lookup, GICS/ICB mapping, and Companies House search. 731 codes, 5.…
64918
isouravsengupta
mlctl Claim
Enables natural language management of the full ML lifecycle including experime…
64919
getcustomaise
customaise Claim
Connects AI coding agents to the Customaise Chrome extension, enabling manageme…
N/A N/A
64920
NeerajG03
Enables AI assistants to save and recall information from files or free-form no…
N/A N/A
64921
mukung26
Enables AI assistants to send and retrieve messages, access employee informatio…
N/A N/A
64922
devarayasaidakshesh
Connects any MCP-compatible AI assistant directly to a Salesforce org for query…
N/A N/A
64923
liqi888
Converts structured Markdown into ProcessOn mind maps via API, enabling AI agen…
N/A N/A
64924
migratorywhale
Bridges MCP-compatible AI assistants with the Stack-chan robot, enabling speech…
N/A N/A
64925
wawworld
dynalist-mcp Claim
A Model Context Protocol server that enables AI assistants to read, write, sear…
N/A N/A
64926
webclaw Claim 1
Turn any URL into clean markdown/JSON for AI agents. Self-hostable web content …
N/A N/A 81
64927
aitools420
Token-safety for AI agents: rug/honeypot verdict + score across PulseChain, Mon…
N/A N/A
64928
Baneado98
MCP server that gates premium features behind a combined x402 (USDC per call) a…
64929
Armigerous
Checks npm and PyPI packages for outdated versions, deprecation status, and bre…
64930
poddubnyoleg
moengage-mcp Claim
MCP server for MoEngage marketing platform, exposing campaign and email-templat…
64931
slackermafia
Connects to Google Gemini API for text-to-image generation and image editing, w…
N/A N/A
64932
lietblue
This MCP server enables AI agents to control kOS computers in Kerbal Space Prog…
N/A N/A
64933
nexoreai
MCP server that generates images using Gemini 3 Pro Image on Vertex AI, with su…
64934
goodmeta
Spending limits for AI agents. Create budgets, enforce limits, track spend acro…
64935
MitchellGulledge3
Provides investigation tools for Cloudflare CCF data in Microsoft Sentinel, ena…
N/A N/A
64936
xsg22
Enables querying and editing configuration items in Apollo Config Center using …
64937
bradbogdan
kalendia-mcp Claim
An MCP server for Kalendia that enables AI assistants to manage calendar connec…
N/A N/A
64938
tobiask1977
Enables monitoring and controlling KegLand RAPT fermentation chambers and RaptP…
N/A N/A
64939
rechedev9
Enables Tealium data layer validation, debugging, documentation generation, and…
N/A N/A
64940
cherryaugusta
A Windows-first Python MCP server for Gmail that reads unread emails and create…
N/A N/A
64941
y0mulab
MCP server enabling full-text search of Japanese corporate IR filings (EDINET) …
64942
junter1989k-ai
Serbia SEF eFaktura invoices for AI agents: build UBL 2.1 SRB-CIUS, upload to S…
64943
toreydai
Enables conversion of Nginx Ingress resources to AWS Gateway API (ALB/NLB) YAML…
64944
Nathan-Nguyen-Tech
MCP server for connecting Claude Desktop to a local medical knowledge base with…
N/A N/A
64945
Graph-tl
Graph Claim
An MCP server that gives your agent a persistent project brain: vision, archite…
N/A N/A
64946
pipeworx-io
mcp-ocrspace Claim
OCR.space MCP server that enables image and PDF text extraction via the OCR.spa…
64947
Oliviergg
A Python MCP server for fetching and summarizing news articles from the Boring …
64948
darthzen
An MCP server that lets Claude Code delegate coding tasks such as code generati…
64949
hdjebar
Production-ready MCP server for Neo4j graph databases, enabling natural languag…
64950
Envious-Labs-LLC
Enables Claude Code to consult external LLMs (GPT, Gemini) through multi-turn s…
N/A N/A
Showing 64901–64950 of 66301 servers