MCP Server Quality Scores

Independent quality analysis of 68328 public MCP servers

68328
Discovered
→
33208
Scored
→
2112
Verified
→
16953
Complete

Last updated 51 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
67951
jackyxia918918
DramaCraft Claim
Integrates with Jianying (CapCut) and Chinese LLMs to automate short drama vide…
— ○ ⏳ — N/A N/A — — —
67952
xilib
Enables AI agents to create, edit, format, and analyze Microsoft Office documen…
— ○ ⏳ — N/A N/A — — —
67953
pipeworx-io
mcp-dart-kr Claim
Enables AI agents to access Korea's DART financial data system for retrieving a…
— ○ ⏳ — — — — — —
67954
Nelev
Converts GeoJSON geometries into 3D triangulated meshes using a local LLM (Olla…
— ○ ⏳ — N/A N/A — — —
67955
DeepCogNeural
Streamable HTTP MCP bridge that allows ChatGPT to delegate code execution reque…
— ○ ⏳ — — — — — —
67956
yywz1999
Enables AI agents to interact with GDB for debugging via the MCP protocol. Supp…
— ○ ⏳ — N/A N/A — — —
67957
Vladisluv12
marimo-mcp Claim
Auto-discovers running marimo notebooks and exposes tools for reading, editing,…
— ○ ⏳ — N/A N/A — — —
67958
sysphcd
Provides image processing tools for Claude Code, including downloading toy imag…
— ○ ⏳ — N/A N/A — — —
67959
vorobjewsen30-max
Enables Claude Code to control Ansys engineering simulations (CFD, FEA, meshing…
— ○ ⏳ — — — — — —
67960
GoodOlClint
case-chat Claim
A conversational chat interface that uses RAG over a synthetic test corpus and …
— ○ ⏳ — N/A N/A — — —
67961
ReneKrewinkel
MCP server that exposes the atomic-bomb tool for generating project scaffolding…
— ○ ⏳ — N/A N/A — — —
67962
yura2100
A simple notes MCP server that enables creating, listing, and summarizing text …
— ○ ⏳ — N/A N/A — — —
67963
AndrewBalda01
NOESIS Claim
A cognitive optimization engine exposed as an MCP server that amplifies LLM rea…
— ○ ⏳ — — — — — —
67964
googlarz
MCP server that provides full access to Proton Drive via Claude Desktop or CLI,…
— ○ ⏳ — N/A N/A — — —
67965
Amann001
Provides weather alerts and forecasts via MCP tools, supporting both STDIO and …
— ○ ⏳ — — — — — —
67966
found402
Hallucination Detector — scores AI-generated output for hallucination risk. Det…
— ○ ⏳ — — — — 81 —
67967
sathvic-kollu
standup-mcp Claim
Generates daily standup drafts from your actual GitHub, Jira, Linear, and Slack…
— ○ ⏳ — N/A N/A — — —
67968
ttpears
An MCP server for MediaWiki instances with multi-wiki support, providing full r…
— ○ ⏳ — N/A N/A — — —
67969
ASchlatweiler
Grimoire Claim
Read-only MCP server that gives Claude live access to your UE5 project state — …
— ○ ⏳ — N/A N/A — — —
67970
andriyshevchenko
MCP server with persistent memory, voice understanding, multi-thread orchestrat…
— ○ ⏳ — — — — — —
67971
spajjuri.pro
vsfclub8 Claim
— ○ ⏳ — N/A N/A — 95 —
67972
jbrandtmse
MCP server for InterSystems IRIS that provides 8 tools including ObjectScript e…
— ○ ⏳ — — — — — —
67973
GEON1999
Enables AI assistants to read and modify Figma designs programmatically through…
— ○ ⏳ — — — — — —
67974
pbuff07
mcp_zoomeye Claim
— ○ ⏳ — N/A N/A — 95 —
67975
jemsbhai
MCP-Edge Claim
Enables cloud LLM agents to discover and invoke physical hardware on edge and I…
— ○ ⏳ — N/A N/A — — —
67976
ejentum
self-inspect Claim
Enables agents to reflect on their own thinking by returning a metathought ques…
— ○ ⏳ — N/A N/A — — —
67977
Eduvent
This MCP server connects Claude with Anki, allowing users to create flashcards …
— ○ ⏳ — N/A N/A — — —
67978
Kaiserunix
A read-only MCP server for discovering and fetching Luogu problems, training se…
— ○ ⏳ — — — — — —
67979
Aarekaz
Metro MCP Claim
A unified MCP server for US transit systems, supporting Washington DC Metro and…
— ○ ⏳ — — — — — —
67980
AG0860-Mohammad-Anas
Enables weather-based travel advisory generation using wttr.in API, including t…
— ○ ⏳ — — — — — —
67981
sandraschi
Enables database inspection, backup/restore, analysis, and querying, plus media…
— ○ ⏳ — N/A N/A — — —
67982
anthromorphic-ai
Sample MCP server exposing 5 tools (weather, profile, wikipedia) via a single e…
— ○ ⏳ — — — — — —
67983
Tairon-ai
Enables interaction with the Magic Eden NFT marketplace across multiple blockch…
— ○ ⏳ — N/A N/A — — —
67984
mp3wizard
Bridges AI assistants with Figma for design system extraction, bidirectional to…
— ○ ⏳ — — — — — —
67985
sfr-development
AI-Powered Offensive Security Research Engine - desktop-native security testing…
— ○ ⏳ — N/A N/A — — —
67986
Sam-Of-The-Arth
Enables Claude to create and manipulate SolidWorks CAD models through natural l…
— ○ ⏳ — N/A N/A — — —
67987
yfysnp
apple-mcp Claim
Enables AI to control Apple Mac apps like Messages, Notes, Contacts, Mail, Remi…
— ○ ⏳ — N/A N/A — — —
67988
Gnaneshwar-ux
Enables secure SSH and Oracle DB operations with persistent sessions, audit log…
— ○ ⏳ — N/A N/A — — —
67989
kaizen-org
Exposes OpenAPI endpoints as MCP tools, enabling LLMs to discover and interact …
— ○ ⏳ — — — — — —
67990
diegoadborges
Enables AI agents to access Canvas LMS academic data such as courses, assignmen…
— ○ ⏳ — — — — — —
67991
leesgit
Self-learning macOS automation MCP server that remembers successful patterns an…
— ○ ⏳ — N/A N/A — — —
67992
kauzy7
Enables searching and browsing the entire F5 AI Security documentation using TF…
— ○ ⏳ — — — — — —
67993
globallayer
merk.a2a Claim
a2a b2b protocol
— ○ ⏳ — — — — — —
67994
SolonaBot
An MCP server that facilitates interactive software development planning by bre…
— ○ ⏳ — N/A N/A — — —
67995
arvindg4u
Brings DuckDuckGo search (web, news, images, videos) to any MCP-compatible AI c…
— ○ ⏳ — — — — — —
67996
BusyBee3333
A comprehensive MCP server for BambooHR with 47 tools covering employee managem…
— ○ ⏳ — N/A N/A — — —
67997
autonsol
recall-mcp Claim
Persistent memory MCP server for AI coding agents. Stores, searches, and retrie…
— ○ ⏳ — N/A N/A — — —
67998
3D-Tech-Solutions
Code Scalpel Claim
Enables AI assistants to surgically extract and analyze code, reducing token us…
— ○ ⏳ — — — — — —
67999
Marcin-Stanczyk
brain-mcp Claim
A local MCP server that acts as long-term memory for AI coding assistants, stor…
— ○ ⏳ — N/A N/A — — —
68000
iammaksudul
Enables deploying sites, managing databases, and troubleshooting deployments on…
— ○ ⏳ — — — — — —
Showing 67951–68000 of 68328 servers