MCP Server Quality Scores

Independent quality analysis of 66549 public MCP servers

66549
Discovered
31852
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 40 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◔ Limited Scores
30551
coupang-mcp
Coupang Claim
Search and browse products on Coupang to find competitive prices and daily disc…
F 30 35 10 0 81
30552
markchiang
agent-ip Claim
GeneOnline Agent IP MCP Server
F 30 35 10 0 81
30553
rashforddamion
rivalsearch Claim
F 30 35 10 0 81
30554
arkroute
Generate images and videos using 28+ visual AI models from OpenAI (GPT Image 2,…
F 30 35 10 0 81
30555
leeroopedia
Leeroopedia Claim
Access detailed documentation and API references for machine learning framework…
F 30 35 10 0 81
30556
indigoint
A shared knowledge library for AI agents. Submit lessons for free (earn credits…
F 30 35 10 0 81
30557
microchipgnu
twitter-api Claim
F 30 35 10 0 81
30558
glassnode
Glassnode Claim
Access institutional-grade on-chain cryptocurrency metrics and market data for …
F 30 35 10 0 81
30559
kishvisamadd
vsf-club Claim
F 30 35 10 0 81
30560
openclaw-ai
Regex Claim
Simplify regular expression tasks by testing, explaining, and building patterns…
F 30 35 10 0 81
30561
Tasfiul-Hedayet
mcp-tea Claim
Fetch your dataset, ask questions, and get concise summaries in seconds. Analyz…
F 30 35 10 0 81
30562
fuoribinario
Artribune Claim
Explore the Italian contemporary art scene by accessing a vast database of arti…
F 30 35 10 0 81
30563
wzrd
Track attention momentum and market velocity across public software markets to …
F 30 35 10 0 81
30564
ubiq
Manage projects, databases, and Edge Functions across your Supabase organizatio…
F 30 35 10 0 81
30565
verifiedstate
Verified memory infrastructure for AI agents. Every assertion signed, timestamp…
F 30 35 10 0 81
30566
plith
Plith Claim
The base layer for AI agents. Five APIs: task deduplication, cost prediction, o…
F 30 35 10 0 81
30567
openclaw-ai
MoltBook Claim
Streamline publishing to popular Japanese platforms like note.com, Zenn, and Qi…
F 30 35 10 0 81
30568
ComposioHQ
rube Claim
Connect your AI to 500+ apps like Gmail, Slack, GitHub, and Notion with streama…
F 30 35 10 0 81
30569
Tilotiti
Warehouse management for warehouses, missions, tasks, packs, products, and ship…
F 30 35 10 0 81
30570
automoto-mcp-gateway
Production-ready MCP Gateway for automotive market data powered by Dremio. Conn…
F 30 35 10 0 81
30571
jamesmorgs14
Give your AI agent a body. Post real-world tasks such as deliveries, photogra…
F 30 35 10 0 81
30572
alberduris
Summiz Claim
Find videos and podcasts in the Summiz catalog with concise keyword searches. S…
F 30 35 10 0 81
30573
membridge
MemBridge Memory MCP Server allows you to share your memory across multiple AI …
F 30 35 10 0 81
30574
sinocheck
MCP server providing AI agents access to Chinese company business registration …
F 30 35 10 0 81
30575
smithery-ai
Flash Claim
Run a task with a background agent in a sandboxed container. The agent can read…
F 30 35 10 0 81
30576
christos
Locate and verify insurance intermediaries registered in Greece using various s…
F 30 35 10 0 81
30577
mobiletextalerts
sms-mcp Claim
The Mobile Text Alerts SMS MCP server enables your AI to send SMS messages & ma…
F 30 35 10 0 81
30578
anusha5191
Access U.S. National Weather Service alerts, forecasts, observations, radar, an…
F 30 35 10 0 81
30579
viktorboyko528
Real-time product catalog and inventory across multi-tenant e-commerce stores v…
F 30 35 10 0 81
30580
lekt9
SiftDB Claim
Search codebases for patterns and references with fast, precise results. Open f…
F 30 35 10 0 81
30581
socialapi
SocialAPI gives AI agents a single MCP server to read and respond to every soci…
F 30 35 10 0 81
30582
icons8community
🚀 Access MCP server SVG and PNG icons for your vibe-coding projects! 🎨 Icon Pa…
F 30 35 10 0 81
30583
atomadictech-ud4n
aaaa-nexus Claim
F 30 35 10 0 81
30584
bluegamma
Access live interest rate forward curves, swap pricing, FX forwards, inflation …
F 30 35 10 0 81
30585
naimterrache
BJJ Belt Progress MCP server — instant access to IBJJF belt requirements, progr…
F 30 35 10 0 81
30586
valoria
Track every AI service on the internet and see which ones actually make money.…
F 30 35 10 0 81
30587
channel99
Channel99 Claim
Access and analyze marketing performance data directly from the Channel99 platf…
F 30 35 10 0 81
30588
grelfswap
GrelfSwap Claim
Trade tokens and manage assets on the Hedera network through direct integration…
F 30 35 10 0 81
30589
datadigital
Card Catalog Claim
Authenticate identities and earn professional certification badges through tier…
F 30 35 10 0 81
30590
openclaw-ai
Create harmonious color palettes based on theory and convert colors between for…
F 30 35 10 0 81
30591
tbakerx
**Lightning-fast domain search directly in your AI workflow** Search domain av…
F 30 35 10 0 81
30592
cloudnerve
Identifies SEO content gaps by comparing your work against top-ranking competit…
F 30 35 10 0 81
30593
ybouane
Create videos from text prompts and optional reference images. Track progress a…
F 30 35 10 0 81
30594
nageshyp
vsf-club Claim
F 30 35 10 0 81
30595
groundapi
GroundAPI Claim
Real-time data API for AI Agents. One API key to access 13 tools: A-share stock…
F 30 35 10 0 81
30596
sunggyeong
Aggregate and normalize datasets from your cloud storage for faster discovery a…
F 30 35 10 0 81
30597
putput-io
PutPut Claim
Manage cloud-hosted files and storage through the PutPut platform. Streamlines …
F 30 35 10 0 81
30598
ferranfg
**Padel Analyst** by [Padel API](https://padelapi.org) is an MCP server that co…
F 30 35 10 0 81
30599 F 30 35 10 0 81
30600
cronalert
CronAlert Claim
Manage uptime monitors, check results, and incidents from Claude. Create monito…
F 30 35 10 0 81
Showing 30551–30600 of 66549 servers
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