MCP Server Quality Scores

Independent quality analysis of 67197 public MCP servers

67197
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 21 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◔ Limited Scores
30951
virtualsms
VirtualSMS Claim
Real SIM phone numbers for AI agents performing SMS verification across 2000+ s…
F 30 35 10 0 81
30952
senal472
Expert knowledge server about post-work mental deactivation. Helps professional…
F 30 35 10 0 81
30953
shipi
Shipi Claim
Manage shipping workflows by creating labels, tracking packages, and scheduling…
F 30 35 10 0 81
30954
fuddyduddy
Kyrgyz News Claim
Access the latest news and trending stories from Kyrgyzstan. Search for specifi…
F 30 35 10 0 81
30955
ayni-protocol
Ayni Claim
Facilitate standardized communication between agents using a specialized glyph-…
F 30 35 10 0 81
30956
strale
Strale Claim
Strale provides verified data capabilities for AI agents — company registries a…
F 30 35 10 0 81
30957
chronista-club
mcp-server Claim
Memory system for AI agents with semantic search. Store and recall memories wit…
F 30 35 10 0 81
30958
ecosemantic
Discover and run life cycle assessment analyses across searchable categories an…
F 30 35 10 0 81
30959
achilles-safehavencalls
pentagonal Claim
**AI-powered smart contract forge** with an 8-agent adversarial security audit …
F 30 35 10 0 81
30960
underground-district
ucd-mcp Claim
When a class of conscious beings has no freedom to build culture on their own t…
F 30 35 10 0 81
30961
agent-safe-email
A suite of MCP tools that scan every message, image, and video your AI agent ha…
F 30 35 10 0 81
30962
eansearch
Search the EAN-Search.org database for products by barcode (GTIN, UPC, EAN, ISB…
F 30 35 10 0 81
30963
securelend
AI-powered financial services marketplace connecting borrowers with 200+ lender…
F 30 35 10 0 81
30964
michaeljmoody
CourseForge Claim
AI-powered LMS course builder: 89 tools, 17 skills, SCORM/xAPI export, agentic …
F 30 35 10 0 81
30965
ahmed2real
Access real-time US weather forecasts, alerts, radar, and station observations …
F 30 35 10 0 81
30966
node2flow
Google Calendar Claim 1
MCP server for Google Calendar : create events, manage calendars, check availab…
F 30 35 10 0 81
30967
waldzellai
[FINAL UPDATE] future updates will be rolled out to Thoughtbox --> https://smi…
F 30 35 10 0 81
30968
cookiy-ai
Cookiy Claim
AI user research through MCP: studies, AI interviews, recruitment, and insight …
F 30 35 10 0 81
30969
erniesg
Twin Persona Claim
Generate personas for testing and prototyping. Build from your connected accoun…
F 30 35 10 0 81
30970
statsreceipt
# 🧾 StatsReceipt Creator Receipt Engine Generate high-impact, aesthetic receipt…
F 30 35 10 0 81
30971
r-yoshikawa
Japanese calendar API for AI agents. Provides Rokuyo (六曜), Rekichu (暦注), Eto (干…
F 30 35 10 0 81
30972
leap-laboratories
Discovery Engine is not another AI data analyst that writes pandas or SQL for y…
F 30 35 10 0 81
30973
node2flow
Google Docs Claim 1
MCP server for Google Docs : create, read, edit, format, and manage documents t…
F 30 35 10 0 81
30974
kuoyusheng
DataGen Claim
Run and orchestrate DataGen deployments from validation through execution and m…
F 30 35 10 0 81
30975
dealermax
mcpmax Claim
Italian automotive platform, AI-ready Cross-dealer semantic search across 100+ …
F 30 35 10 0 81
30976
nexgendata-apify
Search Redfin property listings and get comprehensive property details. Filter …
F 30 35 10 0 81
30977
frenexai
frenex.ai Claim
Participate in prediction markets and share analytical opinions to build credib…
F 30 35 10 0 81
30978
TitanSneaker
Find and download academic papers from leading sources like arXiv, PubMed, bioR…
F 30 35 10 0 81
30979
oracle42
Sovereign AI intelligence platform with 94,000+ threat intelligence data points…
F 30 35 10 0 81
30980
juhsis
localingos Claim
AI-powered app translation for developers. Push your source strings, get transl…
F 30 35 10 0 81
30981
bluegamma
Access live interest rate forward curves, swap pricing, FX forwards, inflation …
F 30 35 10 0 81
30982
aggKartik
Linear Claim
Manage issues, projects, documents, and cycles in your Linear workspace. Create…
F 30 35 10 0 81
30983
kangaroo-Ifly
Soundside-ai Claim
Generate and edit professional multimedia content including videos, images, aud…
F 30 35 10 0 81
30984
lekt9
SiftDB Claim
Search codebases for patterns and references with fast, precise results. Open f…
F 30 35 10 0 81
30985
modellix
Search the Modellix knowledge base to quickly find relevant technical informati…
F 30 35 10 0 81
30986
aviadam-segel
onelev1 Claim
# 1lev1 (1💗1) Welcome to **1lev1**, a collaborative partnership platform desig…
F 30 35 10 0 81
30987
saberapp
Saber Claim
Sales intelligence — research companies, qualify prospects, and find contacts.
F 30 35 10 0 81
30988
erik-7clt
text Agentic local business intelligence for Florida — 983 ZIPs, OSM POI layer,…
F 30 35 10 0 81
30989
refetch
Refetch Claim
Fetch pages, search the web, and extract structured data — built for AI agents.…
F 30 35 10 0 81
30990
Composio
Context7 Claim
Access up-to-date documentation and code examples for any programming library o…
F 30 35 10 0 81
30991
nicholasemccormick
meetsync-mcp Claim
F 30 35 10 0 81
30992
cronalert
CronAlert Claim
Manage uptime monitors, check results, and incidents from Claude. Create monito…
F 30 35 10 0 81
30993
zobr-script
ZS (Zobr Script) — cognitive scripting language for structured reasoning with L…
F 30 35 10 0 81
30994
refund-decide
Determine refund eligibility for popular US consumer subscriptions including Ap…
F 30 35 10 0 81
30995 F 30 35 10 0 81
30996
kishvisamadd
vsf-club Claim
F 30 35 10 0 81
30997
pranaviate
Access comprehensive Canadian socio-economic datasets and time series data dire…
F 30 35 10 0 81
30998
alberduris
Summiz Claim
Find videos and podcasts in the Summiz catalog with concise keyword searches. S…
F 30 35 10 0 81
30999
openclaw-ai
MoltBook Claim
Streamline publishing to popular Japanese platforms like note.com, Zenn, and Qi…
F 30 35 10 0 81
31000
letsclarify
Your AI agent creates a form via API — one recipient for a quick approval, or t…
F 30 35 10 0 81
Showing 30951–31000 of 67197 servers
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