MCP Server Quality Scores

Independent quality analysis of 33537 public MCP servers

33537
Discovered
27407
Scored
1831
Verified
16957
Complete

Last updated 1 hour, 36 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
30201
qiq
QiQ Social Claim
AI-powered multi-platform content publishing. 25 tools to create posts, run aut…
30202
Whatsonyourmind
DeckForge Claim
Generate executive-ready presentations via API. 32 slide types, 24 chart types,…
30203
tatsuju
Taiwan's first public MCP server for National Health Insurance (NHI) data — 234…
30204
letchupkt
Enables AI assistants to execute penetration testing commands and security tool…
81
30205
cmungall
noctua Claim
N/A N/A 95
30206
casefold
Casefold Claim
Casefold organizes custody documents for court. Upload filings, declarations, a…
30207
vigil
cyberscanner Claim
N/A N/A 95
30208 N/A N/A
30209
wonderwhy-er
Execute terminal commands and manage files with diff editing capabilities. Codi…
N/A N/A 95
30210
Youhai020616
MCP server for automating Xiaohongshu (RED Note). Publish posts, search content…
N/A N/A 95
30211
OutreachToday
Set up and manage cold outreach email accounts and domains. Build powerful AI s…
N/A N/A 95
30212
echo3s
echo3s-mcp Claim
81
30213
anchord
Anchord Claim
Anchord MCP is a hosted remote MCP server backed by the Anchord API. It helps A…
N/A N/A 95
30214
yigitkonur
example-mcp-server-streamable-http-stateless
81
30215
shigechika
KeyCloak MCP Claim
MCP server for KeyCloak Admin REST API via Service Account
N/A N/A
30216
pipeworx-io
Pypi Claim
PyPI MCP — wraps the PyPI JSON API (free, no auth)
30217
banjtheman
Browse available books and quickly access summaries, details, and tables of con…
N/A N/A 95
30218
ngcdan
An MCP server that enables Claude to directly access and manage email through I…
30219
amrinder847
An MCP server exposing 8 Solana, crypto, and macro tools to any MCP client (Cla…
N/A N/A
30220
axel-belfort
Color palette generation API for AI agents. Generate harmonious palettes from a…
81
30221
technoriver
chordsynth Claim
Render a chord progression to WAV. Supports 28 named presets or custom chord st…
N/A N/A 95
30222
ai-caseylai
Enables seamless integration with WhatsApp through the Model Context Protocol, …
81
30223
williamzujkowski
nexus-agents Claim
nexus-agents makes your AI coding tools work together intelligently. It coordin…
30224
davisdiehl
Enables browser automation and debugging through the Riddle API, including taki…
81
30225
An i18n github action for language translate
N/A N/A 72
30226 N/A N/A
30227
kikakika
testweather Claim
N/A N/A 95
30228
meltingpixelsai
drainbrain Claim
AI-powered Solana token rug pull detection with ML ensemble scoring and honeypo…
N/A N/A 83
30229
eyupcanakman
gsc-mcp-rs Claim
MCP server for Google Search Console. 21 tools for search analytics, keyword op…
30230
valente5000
bravelabs Claim
N/A N/A 95
30231
parnerkarsharang
swarmhaul Claim
Multi-agent coordination protocol on Solana. AI agents self-organize into swarm…
81
30232
tripuck894
Tripuck Claim
Tripuck — Flight Meta-Search & Meeting Point..
81
30233
0xUXDesign
pharaoh Claim
Hosted MCP server that parses TypeScript and Python codebases into Neo4j knowle…
81
30234 N/A N/A 95
30235
keremurat
JSON Diff Claim
Compare two JSON files deeply, ignoring order, to surface every difference. Get…
N/A N/A 95
30236
kontakt-qy0g
"Semantic search over 50,000+ recipes using hybrid dense+sparse retrieval with …
81
30237
bughide010
hide12131232 Claim
N/A N/A 95
30238
AndyAnh174
vibe-hnindex Claim
Index source code into a local knowledge base, search with keyword + semantic +…
N/A N/A
30239
anki-mcp-server Claim 1
MCP server enabling LLMs to interact with Anki flashcard software through AnkiC…
N/A N/A 81
30240
seanshin0214
QualAI Claim
AI-powered qualitative research analysis server that provides 20 specialized to…
N/A N/A 95
30241
jaejin0me
Jumpstart building TypeScript-based integrations with ready-made examples for g…
N/A N/A 95
30242
benedikt-mh4x
AI cover letter generation for agents. 5 composable tools that analyze job post…
81
30243
ArkTechNWA
Enables AI assistants to interact with Docker containers through safe, permissi…
N/A N/A 95
30244
alittleyellowkevin
HDFS MCP Server Claim 1
A Model Context Protocol server that enables interaction with Hadoop Distribute…
81
30245
sauravkumar329
Enables secure retrieval of real-time weather data for any location via Open-Me…
30246
ackbarguppi-ai
Enables AI assistants to manage Thinkific sites through the REST Admin API, pro…
30247
LissajousX
Enables Wireshark-like PCAP analysis through tshark, providing tools for filter…
N/A N/A 95
30248
FAR Oracle Claim 1
Search Federal Acquisition Regulations (FAR) for government contracting.
N/A N/A 81
30249
DrewDawson2027
Recast MCP Claim
Enables AI assistants to fetch clean text from any URL and repurpose it into pl…
N/A N/A
30250
donghch
Enables AI agents to read and navigate EPUB files through 13 specialized tools …
N/A N/A
Showing 30201–30250 of 33537 servers
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