MCP Server Quality Scores

Independent quality analysis of 47923 public MCP servers

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47923
Discovered
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29604
Scored
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2112
Verified
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16952
Complete
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Last updated 57 minutes ago

Grade Distribution

Score Distribution

Newly Added

acopio F Verant F var.gg Naming Memory F admin F Travel Code F

Biggest Gainers

mcp +48 mcp +48 mcp +48

Biggest Drops

GroundAPI -42 Phos Marketing Engine -39 medusa-mcp -39
🔍
# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
47901
isaacchpe
A Python-based MCP server that manages a product inventory using SQLite, allowi…
 — ○ ⏳ — N/A N/A — — —
47902
dreamchaser.esque
sss Claim
— ○ ⏳ — N/A N/A — 95 —
47903
aiproductscout
Agentic commerce with 58 MCP tools for product search, checkout, A2A negotiatio…
 — ○ ⏳ — — — — — —
47904
mcpflow
MCP server for managing Netlify sites, enabling operations such as creating sit…
 — ○ ⏳ — N/A N/A — — —
47905
nso-india
Provides AI-ready access to Indian government statistics through MCP, enabling …
 — ○ ⏳ — — — — — —
47906
amcharrett-6als
qualitycoach Claim
Quality Coach MCP server that provides tactical advice on improving code reposi…
 — ○ ⏳ — — — — 81 —
47907
kennyzheng-builds
Enables AI agents to semantically search, ask questions about, and analyze vide…
 — ○ ⏳ — — — — — —
47908
unicrawler
v0-1-0 Claim
— ○ ⏳ — N/A N/A — 95 —
47909
CSOAI-ORG
quiz-generator-ai-mcp MCP server by MEOK AI Labs
 — ○ ⏳ — N/A N/A — — —
47910
taka392
discord-mcp Claim
MCP server for interacting with Discord via REST API, enabling guild, channel, …
 — ○ ⏳ — — — — — —
47911
adrninistrator
MCP server for Java call graph generation, static analysis, method chains & con…
 — ○ ⏳ — N/A N/A — — —
47912
muzamilfaisal1
— ○ ⏳ — N/A N/A — 95 —
47913
NacoSolutions
MCP server exposing 104+ modern CLI tools for AI agents with JSON output.
 — ○ ⏳ — N/A N/A — 95 —
47914
novyxlabs
novyx-mcp Claim
Persistent AI agent memory with rollback, audit trails, semantic search, and kn…
 — ○ ⏳ — — — — 95 —
47915
blofin
blofin-mcp Claim
Provides 40 tools for BloFin cryptocurrency exchange, enabling market data, acc…
 — ○ ⏳ — — — — — —
47916
mikimatsub
swsd Claim
MCP server for SolarWinds Service Desk: tickets, knowledge base, and the servic…
 — ○ ⏳ — N/A N/A — — —
47917
axel-belfort
GDPR compliance scanner API for AI agents. Audit any website for EU data protec…
 — ○ ⏳ — N/A N/A — 95 —
47918
justpoypoy
mcp-database Claim
MCP server for connecting to databases (PostgreSQL, MySQL, SQL Server, Redis) e…
 — ○ ⏳ — N/A N/A — — —
47919
tech-sushant
— ○ ⏳ — N/A N/A — 95 —
47920
voucherifyio
Enables asking questions in plain language to explore loyalty and promo data th…
 — ○ ⏳ — — — — — —
47921
AI-FanGe
Enables natural language control of ElephantRobotics MyCobot series robotic arm…
 — ○ ⏳ — N/A N/A — — —
47922
Wolflangis
Video Loom Claim
Turn audio or text into a finished AI music video: narrative, multi-provider cl…
 — ○ ⏳ — — — — — —
47923
pawankumar94
Provides tools for AI agents to interact with Atlassian Confluence, enabling se…
 — ○ ⏳ — N/A N/A — — —
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