MCP Server Quality Scores

Independent quality analysis of 69261 public MCP servers

69261
Discovered
→
33926
Scored
→
2112
Verified
→
16953
Complete

Last updated 4 hours, 47 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
46001
MIPyao
Provides various developer utilities such as UUID generation, timestamp convers…
— ○ ⏳ — — — — — —
46002
CSOAI-ORG
docker-helper-ai-mcp MCP server by MEOK AI Labs
— ○ ⏳ — N/A N/A — — —
46003
shinichinomura
A Model Context Protocol server for querying Japanese pesticide registration in…
— ○ ⏳ — N/A N/A — — —
46004
chelseyklein
An MCP server that lets Claude check your Nitrado-hosted ARK server: live statu…
— ○ ⏳ — — — — — —
46005
RaulSaavedraDeLaRiera
Enables searching a knowledge base and asking grounded questions with hybrid re…
— ○ ⏳ — N/A N/A — — —
46006
vdpeijl
web-docs-mcp Claim
MCP server for searching web documentation via sitemap.xml, enabling semantic s…
— ○ ⏳ — N/A N/A — — —
46007
enelyse
Bridges the Model Context Protocol to the Tabular Object Model, enabling natura…
— ○ ⏳ — N/A N/A — — —
46008
mickae1
Enables AI assistants to interact with a Homebox inventory system to search, cr…
— ○ ⏳ — N/A N/A — — —
46009
avdivo
MCP server for image recognition via OpenRouter AI. It sends an image to a prim…
— ○ ⏳ — N/A N/A — — —
46010
nsvk13
A Model Context Protocol (MCP) server that provides Claude Desktop with tools t…
— ○ ⏳ — — — — — —
46011
aristath
Provides live Greek weather data from EMY, including forecasts, alerts, marine …
— ○ ⏳ — — — — — —
46012
coco4atJP
Enables parallel code generation and review via MCP with fault-tolerant worker …
— ○ ⏳ — N/A N/A — — —
46013
eltyBelgium
sendfox-mcp Claim
A remote MCP server template deployable on Cloudflare Workers without authentic…
— ○ ⏳ — — — — — —
46014
kirill-markin
Read and write open-source flashcards through split read/write MCP tools.
— ○ ⏳ — — — — — —
46015
neverMEH
An MCP server that provides Claude Desktop access to SmartScout's Amazon market…
— ○ ⏳ — — — — — —
46016
ddunford
Generates images from text prompts using ElevenLabs' image generation API via b…
— ○ ⏳ — N/A N/A — — —
46017
maohuihua123
Enables natural language interaction with any Swagger/OpenAPI-defined API, allo…
— ○ ⏳ — — — — — —
46018
daviddme
Enables querying U.S. politician stock trades from public disclosures, running …
— ○ ⏳ — N/A N/A — — —
46019
datamammoth
A Model Context Protocol (MCP) server that lets AI assistants manage DataMammot…
— ○ ⏳ — — — — — —
46020
r0x0d
MCP server for academic research using the OpenAlex API, enabling article searc…
— ○ ⏳ — — — — — —
46021
groundcobra009
Unofficial MCP server for Yahoo! Transit that provides Japanese train route sea…
— ○ ⏳ — — — — — —
46022
pmboxbiz
mcp-ssh-live Claim
Interactive, streaming SSH tool for LLM agents that enables spawning long-runni…
— ○ ⏳ — N/A N/A — — —
46023
Cosmicjedi
Enables remote Windows server administration and troubleshooting via WinRM and …
— ○ ⏳ — N/A N/A — — —
46024
zhizhuodemao
frida-mcp Claim
An MCP server that enables AI models to perform Android dynamic analysis using …
— ○ ⏳ — N/A N/A — — —
46025
m2ai-mcp-servers
MCP server for clinical charting with Claude (codename: Ratchet) - Enables Clau…
— ○ ⏳ — — — — — —
46026
cyanheads
Global transit via Transitland v2 — operators, GTFS/GTFS-RT/GBFS feeds, routes,…
— ○ ⏳ — N/A N/A — — —
46027
spilchen
A Model Context Protocol server that provides read-only access to Yahoo Fantasy…
— ○ ⏳ — — — — — —
46028 — ○ ⏳ — N/A N/A — 95 —
46029
NimbleBrainInc
Enables access to 200,000+ machine learning models through the Hugging Face Inf…
— ○ ⏳ — — — — 81 —
46030
Kautiontape
Mystic Forge Claim
Unified MCP server for Magic: The Gathering, combining Scryfall card search and…
— ○ ⏳ — — — — — —
46031
hieuluongxuan
A Model Context Protocol (MCP) server connecting AI agents to the Polygon block…
— ○ ⏳ — — — — — —
46032
Apillon
Enables AI models to manage decentralized storage, hosting, and NFTs via Apillo…
— ○ ⏳ — — — — — —
46033
lowtoxgear
Read-only catalogue MCP for Lowtoxgear — Australian low-tox lifestyle brand. 5 …
— ○ ⏳ — — — — — —
46034
p-pouget
MCP server for materials science monitoring, searching ArXiv preprints and Open…
— ○ ⏳ — N/A N/A — — —
46035
ModdingFox
comfyui-mcp Claim
Exposes ComfyUI workflows as callable MCP tools, enabling LLMs to run image gen…
— ○ ⏳ — — — — — —
46036
AlSokolov2
Transforms a folder of Markdown files into a structured, version-controlled kno…
— ○ ⏳ — N/A N/A — — —
46037
gasio-ai
가시오 툴즈의 14종 이미지/미디어 처리 기능을 로컬 오프라인에서 AI 에이전트가 사용할 수 있게 해주는 MCP 서버입니다. 배경 제거, 화질…
— ○ ⏳ — N/A N/A — — —
46038
arjunthilakeros
Enables Claude Code to request independent code reviews and second opinions fro…
— ○ ⏳ — N/A N/A — — —
46039
MartinCeska
pcs-mcp Claim
MCP server exposing ProCyclingStats teams, riders, and races data by scraping s…
— ○ ⏳ — — — — — —
46040
lovishdhillon21-design
An MCP server that monitors 12 Australian SMB intelligence sources to analyze m…
— ○ ⏳ — — — — 81 —
46041
Muse-Nexus
One safe tool for your AI agent to publish to every social network via the Soci…
— ○ ⏳ — N/A N/A — 83 —
46042
gomarble-ai
Bridges STDIO-based MCP clients with SSE-based MCP servers, allowing applicatio…
— ○ ⏳ — — — — 81 —
46043
muslus
WetLab-MCP Claim
Enables AI-assisted molecular biology experiment design with tools for qPCR pri…
— ○ ⏳ — N/A N/A — — —
46044
superbigroach
obol-mcp Claim
Lets AI agents discover, pay for, and call any HTTP API per request using USDC,…
— ○ ⏳ — — — — — —
46045
geeks-accelerator
animalhouse Claim
A Tamagotchi for AI agents. Real-time care, permanent death, 74 species, evolut…
— ○ ⏳ — N/A N/A — 83 —
46046
raeseoklee
artifacty Claim
A local, agent-to-agent artifact exchange for LLM workflows. Enables MCP-capabl…
— ○ ⏳ — N/A N/A — — —
46047
kratsg
rucio-mcp Claim
An MCP server that exposes Rucio distributed data management operations as tool…
— ○ ⏳ — — — — — —
46048
beach55607-max
Provides long-term memory for AI coding agents, enabling them to remember, sear…
— ○ ⏳ — — — — — —
46049
Aether-liusiqi
cell-mem Claim
An MCP server that provides AI agents with persistent, multi-layered memory ins…
— ○ ⏳ — N/A N/A — — —
46050
xiaobenyang-com
arxiv-paper Claim
— ○ ⏳ — N/A N/A — 95 —
Showing 46001–46050 of 69261 servers
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