MCP Server Quality Scores

Independent quality analysis of 66502 public MCP servers

66502
Discovered
31827
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 58 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
15451
steipete
claude-code-mcp Claim 1
Claude Code as one-shot MCP server to have an agent in your agent.
F 30 55 90 100 N/A 85 90 62
15452
coreline-ai
Antigravity GLM MCP Claim 1 3
A bridge between Gemini and GLM-4.5 models that provides 25 tools for automatin…
F 30 55 60 75 45 75 17
15453
nicekate
Implements a Model Context Protocol (MCP) server powered by Flux API from Cepha…
F 30 55 78 67 35 80 91
15454
tufantunc
ssh-mcp Claim 1
MCP server exposing SSH control for Linux and Windows servers via Model Context…
F 30 54 72 71 N/A 85 87 100
15455
gabriellsanabria
An advanced Model Context Protocol server that integrates real-time weather dat…
F 30 55 84 60 25 74 92
15456
jhammant
An MCP server that provides native Discord tools for Claude Code, enabling bidi…
F 30 55 75 68 42 80 99
15457
yoloshii
ClawMem Claim 1
On-device memory layer with retrieval-augmented search, hooks, and MCP server f…
F 30 54 100 58 60 90 96
15458
bash20cu
A comprehensive MCP implementation designed for fullstack development that enab…
F 30 54 60 46 N/A 32 82 98
15459
gannonh
firebase-mcp Claim 1
Firebase services including Auth, Firestore and Storage.
F 30 54 90 56 N/A 83 90 99
15460
piyushagni5
langgraph-ai Claim 1
A comprehensive collection of LangGraph implementations, tutorials, and advance…
F 30 54 92 63 N/A 50 80 93 JU
15461
samihalawa
Gemini Image and Video Generator
F 30 54 90 76 N/A 24 91 91
15462
timepointai
Timepoint MCP Claim 1
Provides structured access to a temporal knowledge platform for searching histo…
F 30 66 72 68 0 28 80 90
15463
adamdude828
browser-use MCP server Claim 1 2
This server provides a note storage system with a custom URI scheme, allowing u…
F 30 54 78 52 N/A 20 90 100
15464
dl4rce
flaiwheel Claim 1
Self-hosted memory and governance layer for AI coding agents. 28 MCP tools with…
F 30 55 76 0 N/A 58 80 95
15465
QuantGeekDev
docker-mcp Claim 1 3
Docker container management and operations through MCP
F 30 54 86 55 N/A 46 87 94
15466
mitsuhiko
A code-first MCP server that provides a single tool to execute JavaScript or Ty…
F 30 54 84 72 N/A 36 84 90
15467
DiscreteTom
Mock MCP Server Claim 1
A mock MCP server for testing MCP client implementations and development workfl…
F 30 55 66 17 61 82 98
15468
kyalabs-Io
payclaw-mcp Claim 1
Tokenized user identity and virtual Visa cards for AI agents. Delegated user co…
F 30 54 72 71 79 90 91
15469
diaz3618
ccg-mcp-tool Claim 1
This is a powerful Model Context Protocol (MCP) server that integrates multiple…
F 30 54 90 62 81 90 89
15470
shanejonas
openrpc-mpc-server Claim 1 2
A Model Context Protocol (MCP) server that provides JSON-RPC functionality thro…
F 30 55 96 100 50 74 74
15471
mastergo-design
MasterGo Magic MCP Claim 1
A standalone Model Context Protocol service that connects MasterGo design tools…
F 30 55 76 66 42 76 94
15472
BLACKHKER
mcp2mqtt Claim 1
This server bridges the Model Context Protocol (MCP) to the MQTT protocol, allo…
F 30 54 82 67 N/A 30 89 99
15473
atxp-dev
Agent wallet, email, phone, and 41 paid tools: search, image/video/music gen, S…
F 30 55 100 65 N/A 71 74 99
15474
hongaah
Swiftcode MCP Server Claim 1 3
A Model Context Protocol server that automates code generation for web developm…
F 30 55 71 100 48 80 28
15475
RedHatInsights
Model Context Protocol server for Red Hat Lightspeed - advisor, image builder, …
F 30 55 94 74 N/A 75 85 92
15476
sentien-labs
verdictswarm-mcp Claim 1
Multi-AI crypto token scanner. 6 AI agents independently analyze and debate tok…
F 30 66 72 43 0 73 82 88
15477
hongxianzhi
SeeDream Image MCP Claim 1
Enables AI-powered image generation using Volcano Engine's SeeDream 4.0 model. …
F 30 66 66 67 0 52 80 72
15478
sevaepsteyn
RouterOS MCP Server Claim 1
Enables AI assistants to interact with MikroTik RouterOS devices through API an…
F 30 55 74 63 43 80 97
15479
JustlyAI
DocketBird MCP Server Claim 1
Enables searching and downloading court documents, listing cases, and retrievin…
F 30 66 78 10 0 56 77 93
15480
lorenzwalthert
Swiss Meteo MCP Claim 1
An experimental MCP server that provides weather information tools, including t…
F 30 55 72 53 26 80 98
15481
apatoliya
MCP-RAG Server Claim 1
A server that implements Retrieval-Augmented Generation using GroundX and OpenA…
F 30 55 48 62 25 78 88
15482
usafhulk
Sales MCP Server Claim 1
Provides AI assistants with access to sales data tools, including fetching quar…
F 30 54 48 32 N/A 29 94 33
15483
sportsanalytics-world
Provides intelligent access to OPTA football API documentation with automatic a…
F 30 55 90 68 29 76 96
15484
akuadane
mcp-code-interpreter Claim 1
A Python-based execution tool that mimics a Jupyter notebook environment. It ac…
F 30 55 44 27 44 80 88
15485
mberg
Agent HTTP Claim 1
Provides an HTTP API for Claude Code using a native MCP channel to enable stabl…
F 30 54 86 0 N/A 50 87 98
15486
AgentWong
IaC Memory MCP Server Claim 1 4
Enhances Claude AI with persistent memory storage for Infrastructure-as-Code co…
F 30 55 90 91 35 76 38
15487
HundunOnline
dingding webhook mcp server
F 30 55 68 58 68 80 100
15488
emmy-design
Webasyst MCP Server Claim 1 2
Enables AI-assisted development for Webasyst framework projects, including crea…
F 30 54 84 26 N/A 52 80 80
15489
itrimble
Moom MCP Server Claim 1 2
A Model Context Protocol server that enables programmatic control of Moom windo…
F 30 54 75 48 N/A 60 84 98
15490
xinzhongyouhai
Guides problem-solving by breaking down complex problems into steps and recomme…
F 30 55 96 100 59 80 71
15491
ihatesea69
AWS MCP Server Claim 1 3
A Model Context Protocol server allowing Claude AI to interact with AWS resourc…
F 30 55 79 66 30 71 91
15492
ChronulusAI
chronulus-mcp Claim 1
Predict anything with Chronulus AI forecasting and prediction agents.
F 30 55 84 56 45 80 51
15493
Jaggerxtrm
Rovodev MCP Tool Claim 1 4
Integrates the Atlassian Rovo Dev CLI with the Model Context Protocol, allowing…
F 30 55 72 100 N/A 21 89 53
15494
Radar105
OBSBOT Camera MCP Server Claim 1 2
Enables PTZ camera control with gimbal positioning, snapshots, and AI visual an…
F 30 54 84 62 N/A 42 84 96
15495
lenwood
cfbd-mcp-server Claim 1 2
An MCP server enabling CFBD API queries within Claude Desktop.
F 30 55 81 71 N/A 44 78 91
15496
ahmaxdev
gitrama-mcp Claim 1
AI-powered Git workflow intelligence — 10 tools for commit messages, branch nam…
F 30 54 66 30 61 90 95
15497
DappierAI
dappier-mcp Claim 1
Enable fast, free real-time web search and access premium data from trusted med…
F 30 55 76 63 46 80 90
15498
OpenLinkSoftware
mcp-server-sqlalchemy Claim 1 2
An MCP server for generic Database Management System (DBMS) Connectivity via SQ…
F 30 54 69 40 N/A 42 84 90
15499
SaiVSrini
MCP Finder Claim 1
A smart router that helps users discover the most relevant tools from an MCP ca…
F 30 54 70 68 N/A 22 90 66
15500
7836246
claude-team-mcp Claim 1 2
🤖 Multi-Agent MCP Server - Let Claude Code / Windsurf / Cursor orchestrate GPT,…
F 30 55 90 61 N/A 80 76 91
Showing 15451–15500 of 66502 servers
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