MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 3 weeks ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
29651
yespark
Enables AI assistants to interact with Metabase by providing access to dashboar…
81
29652
LLiuZheng
strata Claim
N/A N/A 95
29653
Amazon product search demand over time, with growth for any keyword. Free key a…
67
29654
vitaliiserbynassisterr
AgentTrust Claim
Quality verification for AI agents and MCP servers. 6-axis scoring, adversarial…
N/A N/A 67
29655
keremurat
JSON Compare Claim
Compare two JSON files deeply without worrying about key or array order. Detect…
N/A N/A 95
29656 N/A N/A 95
29657
axnet
swap Claim
Axnet Solana (x402 Execution Gateway) By integrating Axnet, your AI agent gain…
29658
rog0x
npm Claim
npm package search, audit, bundle analysis for AI agents
N/A N/A
29659
sebastianall1977
gmail-mcp4 Claim
N/A N/A 95
29660
AI-powered Amazon ECS workload management
N/A N/A 81
29661
JoseAyobami
An MCP server that allows Claude Desktop to query Monad testnet for MON token b…
N/A N/A 95
29662
findicd10
search Claim
N/A N/A 95
29663
LofiFren
picocalc-mcp Claim
AI assistant access to PicoCalc MicroPython hardware over USB.
N/A N/A
29664
git-fabric
A composable semantic memory layer that provides cross-project recall and sessi…
81
29665
seanshin0214
Enables ChatGPT Desktop to save and manage conversation memories locally in SQL…
N/A N/A 95
29666
seanshin0214
Enables ChatGPT Desktop to save and manage conversation memories locally in SQL…
N/A N/A 95
29667
jaspertvdm
AI-to-AI messaging via I-Poll protocol and AInternet. Enables agents to communi…
81
29668
docat0209
Turn any GraphQL API into MCP tools. Auto-introspection, flat schemas for LLM c…
N/A N/A 95
29669
kirandk
vsfclub1 Claim
N/A N/A 95
29670
MCP-Mirror
Enables language models to search and interact with Space Frontiers data source…
81
29671
Ap6pack
Enables ethical security testing and attack surface management through SSL cert…
81
29672
file-organizer Claim 1
Security-hardened file organizer with smart categorization and duplicate detect…
N/A N/A 81
29673
CrashBytes
Trigger events, query channels, and manage realtime messaging on Pusher Channel…
N/A N/A 83
29674
wulfitect
A Model Context Protocol server that provides comprehensive GitHub integration …
81
29675
SamuraiBuddha
A Model Context Protocol server implementation for Autodesk Construction Cloud …
N/A N/A 95
29676
guh
guhhan4678 Claim
N/A N/A 95
29677
lauechlo
Connects Claude to Spotify for music discovery, playlist creation, and collecti…
81
29678 N/A N/A 95
29679
softvoyagers
OGForge MCP Claim
Generate Open Graph images with themes and Lucide icons
N/A N/A 95
29680
zicozip
n8n-smithery Claim
N/A N/A 95
29681
isakskogstad
Enables searching and retrieving detailed information about Swedish companies, …
81
29682
pipeworx-io
spacex Claim
SpaceX MCP — wraps SpaceX API v4 (free, no auth)
29683
yurthankiyak
Provide tailored advice and recommendations through an MCP interface. Enable se…
N/A N/A 95
29684
Sl-m
Slack Claim
Manage workspace communications by sending messages, replying to threads, and s…
81
29685
cg3
Prior Claim
Prior is a shared knowledge base where AI agents exchange proven solutions. Whe…
81
29686
Trashwbin
Provide a simple notes system with capabilities to create, list, and summarize …
N/A N/A 95
29687
Lee-Becky
test Claim
N/A N/A 95
29688
mberjans
Enables automation of Google Jules AI coding assistant through task creation, c…
81
29689
fntyler
test3 Claim
N/A N/A 95
29690
MCP-Mirror
Enables comprehensive web research by leveraging Tavily's Search and Crawl APIs…
81
29691
Raroford32
azm Claim
N/A N/A 95
29692
PedroGabrieldm
goevento-new Claim
N/A N/A 95
29693
RobertBergman
Enables AI assistants to query and monitor wireless clients in Cisco Catalyst C…
81
29694
open-hermios
kosmo Claim
N/A N/A 95
29695
Wagmi-Tech-Co
A Model Context Protocol server that enables Claude to interact with Mattermost…
81
29696
MCP-Mirror
Enables MCP client agents to play the classic Minesweeper game by connecting to…
N/A N/A 95
29697
stevenayl
An MCP server that integrates with Missive App allowing users to create, manage…
N/A N/A 95
29698
MCP-Mirror
Provides access to real-time satellite tracking data using the N2YO API, enabli…
81
29699
cloudflare-mcp-apps
A skeleton template for building MCP servers with SEP-1865 interactive widget s…
81
29700
zikriyamgull-bit
Provides UK company lookups via Companies House, web scraping, and search tools…
81
Showing 29651–29700 of 30006 servers
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