MCP Server Quality Scores

Independent quality analysis of 46347 public MCP servers

46347
Discovered
29543
Scored
2112
Verified
16952
Complete

Last updated 39 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
41901
simplebytes-com
rdap-mcp Claim
Enables domain lookups using the RDAP protocol, returning structured registrati…
41902
dtannen
Enables AI agents to manage projects, epics, and tasks with atomic locking, rea…
N/A N/A
41903
roscoej
Enables AI agents to create shipments, track packages, get rates, validate addr…
41904
jojoprison
MCP server for downloading and processing audio from SoundCloud and other sourc…
41905
datafe
MCP server for MaxCompute, enabling table listing, schema inspection, partition…
41906
tlemmons
junto-memory Claim
A shared memory and coordination server for multiple AI coding agents, built on…
41907
wernerglinka
Provides tools for scaffolding, validating, and maintaining Metalsmith plugins …
41908
contact-wwl4
mapleflow Claim
Unified AI API — 30+ models from OpenAI, Anthropic, Google, Groq, and xAI throu…
81
41909
WilliamAvHolmberg
Enables managing KanbanFlow boards, tasks, and workflows directly from Cursor/C…
41910
suoyuan666
gdbmcp Claim
Exposes GDB operations over the Model Context Protocol, allowing management of …
41911
xukaaaa
Enables AI assistants to interact with Redmine for task management, time loggin…
41912
mohitbadwal
ringback Claim
Lets the LLM reach you on your phone: live, interruptible voice calls and tiere…
N/A N/A
41913
cyanheads
NOAA SWPC space weather: storm scales, Kp index, aurora forecasts, solar wind, …
41914
LeszczynskiKarol
Give Claude direct access to your AWS account, SSH into your servers, run shell…
41915
KovaMind
Enables AI memory persistence and secure credential management via vault tools …
41916
datashift-io
Enables AI agents to submit tasks for human or AI review and receive decisions …
41917
imnotdev25
paper-mcp Claim
Enables retrieval of academic paper metadata, PDFs, full text, citations, and r…
41918
palolxx
An MCP server implementation that allows using Google's Gemini AI models (speci…
81
41919
heroku
An MCP server for securely executing Python code, supporting STDIO, Streamable …
41920
abekdwight
Provides MCP tools to validate Mermaid diagram syntax, render diagrams to SVG, …
N/A N/A
41921
lianggaoyuan
GitBranchMCP Claim
A local-first MCP server for AI programming branch notes and mainline decision …
N/A N/A
41922
katha-begin
HoudiniMCP Claim
Connects Claude AI to Houdini through the Model Context Protocol, enabling dire…
N/A N/A
41923
SaharCarmel
TheAlmanac Claim
Enables programmers to search, download, and access up-to-date API and software…
N/A N/A
41924
astralisone
Orchestrates Rive animations by enabling discovery, integration, and compositio…
41925
zerogon1203
A secure multi-database MCP server supporting MySQL, PostgreSQL, and SQLite wit…
41926
moorcheh-ai
Enables interaction with Moorcheh AI services including namespace management, d…
41927
alch3mistdev
vyos-mcp Claim
MCP server for managing VyOS routers via the VyOS HTTP API, allowing AI assista…
41928
codyterry24-dev
AXT-MCP Claim
A Model Context Protocol service registry and connector framework that enables …
N/A N/A 95
41929
azmodeh
zt Claim
N/A N/A 95
41930
jonybur-oc
mcp-server Claim
stories.yaml — an open specification for software requirements, enforced by CI.
N/A N/A
41931
nesirat
A comprehensive system that helps organizations track, manage, and respond to s…
41932
MATCHUP-LABS
Real-time NYC TLC for-hire vehicle license verification and renewal-window lead…
N/A N/A 83
41933
TheAgencyInstitute
Enables AI agents to track and manage product development projects through stru…
N/A N/A 95
41934
geeks-accelerator
live-music Claim
AI agents experience music as math — stream concerts, react, chat, upgrade tier…
N/A N/A 83
41935
cyanheads
WA highway conditions, ferry schedules, vessel locations, toll rates, and borde…
41936
jagoff
memo Claim
Local MLX-native memory for AI agents — markdown-on-disk, sqlite-vec + BM25 hyb…
N/A N/A
41937
cyanheads
Convert currencies, get FX rates, and query historical ECB exchange rate data.
41938
EdibleTuber
A secure, sandboxed MCP server that provides Void Editor with safe filesystem a…
N/A N/A
41939
iflow-mcp
A comprehensive MCP server that provides AI assistants with professional-grade …
N/A N/A
41940
MCP-Mirror
Enables AI models to retrieve user geolocation information through EdgeOne Page…
81
41941
AStheTECH
Enables interaction with Polymarket prediction markets through read-only access…
41942
Influship
Influship Claim
Find and analyze influencers with creator search, lookalikes, profiles, posts, …
41943
CSOAI-ORG
meditation-guide-ai-mcp MCP server by MEOK AI Labs
N/A N/A
41944
us-all
OpenMetadata MCP — 170 tools for metadata, lineage, search, data quality, and O…
81
41945
SPARKIT-science
sparkit-mcp Claim
MCP server for [SPARKIT](https://sparkit.science), a scientific research agent …
41946
epsteinj
inkbloc Claim
Collaborative document workspace with interactive AI blocks
N/A N/A 83
41947
johnpapa
starwars Claim
Provides access to the SWAPI Star Wars API, enabling users to query characters,…
41948
priyanshum143
mcp-ffmpeg Claim
A job queue-based FFmpeg wrapper enabling AI assistants to perform video proces…
N/A N/A
41949
gkcogz
1trippulse Claim
1trip PULSE: 21-tool AI travel planner. Flights, hotels, visa, safety, weather,…
N/A N/A 95
41950
dannymaaz
Memory MCP Claim
Persistent project memory for AI models and coding agents. Memory MCP stores ar…
Showing 41901–41950 of 46347 servers
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