MCP Server Quality Scores

Independent quality analysis of 69153 public MCP servers

69153
Discovered
→
33861
Scored
→
2112
Verified
→
16953
Complete

Last updated 3 hours, 42 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
53701
leosakharoff
Enables AI assistants to search for music and create/manage playlists on YouTub…
— ○ ⏳ — — — — 81 —
53702
floriankimmel
Enables AI assistants to access and analyze health metrics from Runalyze, inclu…
— ○ ⏳ — — — — — —
53703
SuperInstance
Enables AI tools to interact with constraint theory tools for pitch snapping, m…
— ○ ⏳ — — — — — —
53704
bitatlas-group
bitatlas ⚡ Claim
Zero-Knowledge Cloud Drive for Humans and Agents. Client-side AES-256-GCM encry…
— ○ ⏳ — — — — 83 —
53705
AIops-tools
Governed managed-endpoint ops — login-storm & drift analysis, 13 MCP tools with…
— ○ ⏳ — N/A N/A — — —
53706
HoareLea
revit-mcp Claim
Enables AI to interact with Revit via MCP, allowing data retrieval and element …
— ○ ⏳ — N/A N/A — — —
53707
Commercializer-ai
Commercial strategy for medical device and life-science companies, read from th…
— ○ ⏳ — — — — — —
53708
mh8974
Manage your Railway.app infrastructure effortlessly. Deploy services, manage va…
— ○ ⏳ — N/A N/A — 95 —
53709
idleprocesscc
A local MCP server that gives Claude a durable reading room for EPUB and plain …
— ○ ⏳ — — — — — —
53710
Tokisaki-Galaxy
A multi-source academic bibliography search server that retrieves papers from 7…
— ○ ⏳ — — — — — —
53711
Kicey
jdtls-mcp Claim
Wraps the Eclipse JDT Language Server to enable AI assistants to understand Jav…
— ○ ⏳ — N/A N/A — — —
53712
asgard-ai-platform
Read-only MCP server for buy123 vendor portal, enabling AI assistants to query …
— ○ ⏳ — N/A N/A — — —
53713
Greenmint-labs
Enables automated CAD operations via natural language, supporting both AutoCAD …
— ○ ⏳ — — — — 81 —
53714
yoelbassin
gnuradioMCP Claim 1
An MCP server for GNU Radio that enables LLMs to autonomously create and modify…
— ○ ⏳ — N/A N/A — 95 —
53715
amgconclave
Enterprise MCP Skill Hub is a locally runnable reference implementation of a go…
— ○ ⏳ — N/A N/A — — —
53716
yugmatech
An MCP server that enables AI assistants to interact with Odoo ERP, allowing na…
— ○ ⏳ — — — — — —
53717
Synvoya
Cerebro MCP Claim
Enables non-coders to build software by describing ideas in natural language, o…
— ○ ⏳ — N/A N/A — — —
53718
88plug
Controls a Linux host through structured interfaces like systemd, journald, and…
— ○ ⏳ — N/A N/A — — —
53719
tjameswilliams
Local speech-to-text transcription using Microsoft's VibeVoice-ASR model with s…
— ○ ⏳ — N/A N/A — — —
53720
Fusingchart
Searches US colleges and scholarships using government data, enabling compariso…
— ○ ⏳ — — — — — —
53721
kWAYTV
weather Claim
Provides weather information for any city through the Model Context Protocol.
— ○ ⏳ — — — — — —
53722
janwilmake
x-crm Claim
— ○ ⏳ — N/A N/A — 95 —
53723
stembisohlebela
powerbi-mcpb Claim
MCP Bundle for local Power BI report files, enabling scanning, reading, and ext…
— ○ ⏳ — N/A N/A — — —
53724
archivist-gg
archivist Claim
Provides read-only SRD lookup and deterministic enrichment tools for D&D 5e con…
— ○ ⏳ — N/A N/A — — —
53725
james-sib
Verifly Claim
Email verification for AI agents — verify, clean & validate emails; self-onboar…
— ○ ⏳ — — — — — —
53726
danishashko
FRED economic data: GDP, inflation, unemployment, rates, and 800k+ Federal Rese…
— ○ ⏳ — N/A N/A — — —
53727
globallayer
merk.a2a Claim
a2a b2b protocol
— ○ ⏳ — — — — — —
53728
Skye-flyhigh
mnemo-mcp Claim
Portable cognitive memory for AI agents with semantic search, decay, and dedupl…
— ○ ⏳ — N/A N/A — — —
53729
dasein108
An MCP server that gives an LLM agent a typed, audited tool surface over quant …
— ○ ⏳ — N/A N/A — — —
53730
cyanheads
FCC broadband availability, coverage analysis, and digital divide data for US g…
— ○ ⏳ — — — — — —
53731
ingpoc
A Model Context Protocol (MCP) server for interacting with MongoDB stock data t…
— ○ ⏳ — N/A N/A — — —
53732
pipeworx-io
Provides tools to search and query open geospatial datasets from the City of Ro…
— ○ ⏳ — — — — — —
53733
DCC-BS
data-bs-mcp Claim
MCP server for querying Huwise/Opendatasoft data portals. Enables dataset searc…
— ○ ⏳ — N/A N/A — — —
53734
ost527
A local Mem0 MCP server for macOS with a menu bar toggle, storing memories loca…
— ○ ⏳ — N/A N/A — — —
53735
StemSplit
Remove vocals, extract instrumentals, and split any song into up to six stems —…
— ○ ⏳ — — — — — —
53736
waifuai
Enables chatting with an AI waifu character through MCP tools, with user manage…
— ○ ⏳ — — — — — —
53737
theYahia
xendit-mcp Claim
MCP server for Xendit payment gateway (Indonesia/Philippines) that provides too…
— ○ ⏳ — — — — — —
53738
deploypilotorg
MCP Server Claim
A modular Model Control Protocol server that provides tools for GitHub reposito…
— ○ ⏳ — — — — — —
53739
mazumdarabhishek
Enables CRUD operations on inventory items stored in Azure Cosmos DB via MCP to…
— ○ ⏳ — — — — — —
53740
madebyshun
Pay-per-use AI security and research tools for autonomous agents on Base, enabl…
— ○ ⏳ — — — — — —
53741
OyaAIProd
An MCP server that automates importing products from AliExpress, Alibaba, and A…
— ○ ⏳ — — — — — —
53742
pipeworx-io
mcp-geoapify Claim
Wraps the Geoapify Location Platform to enable geolocation and map data access …
— ○ ⏳ — — — — — —
53743
BillyNoyes
alpine-mcp Claim
Provides the complete Alpine.js documentation as resources, enabling AI assista…
— ○ ⏳ — N/A N/A — — —
53744
aisho-alex
Manages projects, requirements, and knowledge entries with full-text search via…
— ○ ⏳ — N/A N/A — — —
53745
cyanheads
Screen names against OFAC, EU, UK, UN sanctions lists; resolve entities via GLE…
— ○ ⏳ — — — — — —
53746
LaurenWeickert
Enables AI assistants to build trauma-informed, dyslexia-friendly educational s…
— ○ ⏳ — N/A N/A — — —
53747
vnnivas
Enables Claude to search Reddit posts, monitor subreddits, read comments, and s…
— ○ ⏳ — — — — — —
53748
guybr3000
Second Brain Claim
Persistent, semantically-searchable memory for AI agents using local PostgreSQL…
— ○ ⏳ — N/A N/A — — —
53749
pawel-up
Enables AI assistants to run, list, and analyze Lupa test suites, returning str…
— ○ ⏳ — N/A N/A — — —
53750
yywl07
Enables AI to autonomously search, filter, and download images from the web usi…
— ○ ⏳ — — — — — —
Showing 53701–53750 of 69153 servers