MCP Server Quality Scores

Independent quality analysis of 46347 public MCP servers

46347
Discovered
29537
Scored
2112
Verified
16952
Complete

Last updated 2 hours, 7 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
46251
npow
Enables coding agents to interact with Metaflow workflows, including querying f…
N/A N/A
46252
Jimmy974
Enables interaction with Qdrant vector database for storing, searching, and man…
46253
OrygnsCode
OPA MCP Claim
Author, validate, debug, and explain OPA Rego policies through any MCP-compatib…
N/A N/A
46254
loonghao
DCC-MCP-IPC Claim
Multi-protocol IPC adapter layer for integrating DCC software (Maya, Houdini, B…
46255
maflot
Provides access to the Allen Institute for Brain Science API, enabling queries …
46256
fabdendev
Scans Git repositories, identifies interesting engineering work, and generates …
46257
0010aor
A Model Context Protocol server that generates pull request descriptions, commi…
N/A N/A
46258
mindsdb
Enables LLMs to interact with Minds through the Minds SDK, supporting resource …
46259
torkjacobs
AI agent governance for MCP: PII detection, policy enforcement, compliance, and…
N/A N/A 83
46260
saya6k
Enables interaction with Grocy's API through MCP, allowing management of grocer…
46261
albinjal
Facilitates structured multi-agent debates with arguments, rebuttals, and judgm…
46262
marfago
Enables AI assistants to search, download, and access arXiv papers with local s…
N/A N/A
46263 N/A N/A 95
46264
connxio
Provides tools for managing Connxio integrations, code components, environment …
46265
OAuthBringer
Enables task, project, section, label, and comment management via Todoist's API…
46266
simplebytes-com
rdap-mcp Claim
Enables domain lookups using the RDAP protocol, returning structured registrati…
46267
dtannen
Enables AI agents to manage projects, epics, and tasks with atomic locking, rea…
N/A N/A
46268
roscoej
Enables AI agents to create shipments, track packages, get rates, validate addr…
46269
jojoprison
MCP server for downloading and processing audio from SoundCloud and other sourc…
46270
datafe
MCP server for MaxCompute, enabling table listing, schema inspection, partition…
46271
tlemmons
junto-memory Claim
A shared memory and coordination server for multiple AI coding agents, built on…
46272
wernerglinka
Provides tools for scaffolding, validating, and maintaining Metalsmith plugins …
46273
contact-wwl4
mapleflow Claim
Unified AI API — 30+ models from OpenAI, Anthropic, Google, Groq, and xAI throu…
81
46274
WilliamAvHolmberg
Enables managing KanbanFlow boards, tasks, and workflows directly from Cursor/C…
46275
suoyuan666
gdbmcp Claim
Exposes GDB operations over the Model Context Protocol, allowing management of …
46276
xukaaaa
Enables AI assistants to interact with Redmine for task management, time loggin…
46277
mohitbadwal
ringback Claim
Lets the LLM reach you on your phone: live, interruptible voice calls and tiere…
N/A N/A
46278
cyanheads
NOAA SWPC space weather: storm scales, Kp index, aurora forecasts, solar wind, …
46279
LeszczynskiKarol
Give Claude direct access to your AWS account, SSH into your servers, run shell…
46280
KovaMind
Enables AI memory persistence and secure credential management via vault tools …
46281
datashift-io
Enables AI agents to submit tasks for human or AI review and receive decisions …
46282
imnotdev25
paper-mcp Claim
Enables retrieval of academic paper metadata, PDFs, full text, citations, and r…
46283
palolxx
An MCP server implementation that allows using Google's Gemini AI models (speci…
81
46284
heroku
An MCP server for securely executing Python code, supporting STDIO, Streamable …
46285
abekdwight
Provides MCP tools to validate Mermaid diagram syntax, render diagrams to SVG, …
N/A N/A
46286
lianggaoyuan
GitBranchMCP Claim
A local-first MCP server for AI programming branch notes and mainline decision …
N/A N/A
46287
katha-begin
HoudiniMCP Claim
Connects Claude AI to Houdini through the Model Context Protocol, enabling dire…
N/A N/A
46288
SaharCarmel
TheAlmanac Claim
Enables programmers to search, download, and access up-to-date API and software…
N/A N/A
46289
astralisone
Orchestrates Rive animations by enabling discovery, integration, and compositio…
46290
zerogon1203
A secure multi-database MCP server supporting MySQL, PostgreSQL, and SQLite wit…
46291
moorcheh-ai
Enables interaction with Moorcheh AI services including namespace management, d…
46292
alch3mistdev
vyos-mcp Claim
MCP server for managing VyOS routers via the VyOS HTTP API, allowing AI assista…
46293
facexiang
Active MCP Claim
A Ruby on Rails engine for the Model Context Protocol (MCP) that enables connec…
46294
onori
Enables retrieval of historical stock data from Yahoo Finance through a simple …
46295
ihatesea69
Enables AI assistants to programmatically create, manipulate, and analyze Micro…
N/A N/A
46296
ccc0168
Provides comprehensive architectural expertise through specialized agents, reso…
46297
andeya
Relay Claim
Adds a human-in-the-loop checkpoint to MCP-capable AI coding agents, enabling t…
N/A N/A
46298
ichinya
Enables AI agents and developer tools to interact programmatically with Yougile…
46299
flaco-source
Provides LLMs with direct access to official vendor PDF documentation for elect…
46300
beardfaceguy
Daimonos Claim
Agent-optimized MCP server with structured JSON tools. 20-45% token savings.
N/A N/A
Showing 46251–46300 of 46347 servers