MCP Server Quality Scores

Independent quality analysis of 33842 public MCP servers

33842
Discovered
28875
Scored
2088
Verified
16951
Complete

Last updated 1 hour, 48 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
15801
themightyboosh
Taskflow MCP Claim 1
Automates Notion task workflows with AI-powered tag processing, enabling Claude…
F 30 55 84 53 48 74 92
15802
rudra-pratapsingh
Enables automated README file management for development projects through MCP t…
F 30 55 56 17 21 76 76
15803
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
15804
sholajegede
Todo MCP Server Claim 1 2
A complete todo management system with authentication and billing that enables …
F 30 55 94 66 53 76 95
15805
aldegad
mcp-arena Claim 1
A robot battle prototype that enables users to design, validate, and simulate A…
F 30 55 88 60 38 80 93
15806
opslon
BlenderMCP Claim 1
Connects Claude AI to Blender via the Model Context Protocol to enable prompt-a…
F 30 54 66 33 N/A 48 87 99
15807
samihalawa
Google Jules MCP Claim 1 2
An MCP server for automating Google Jules that enables seamless integration for…
F 30 55 69 67 32 74 98
15808
FelippeFarias
Refine Prompt Claim 1 2
An MCP server that uses Claude 3.5 Sonnet to transform ordinary prompts into st…
F 30 55 57 61 45 80 98
15809
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
15810
kilgorjn
Enables AI assistants to control a Minecraft bot through natural language comma…
F 30 54 66 58 N/A 28 84 88
15811
YoussefSahnoun
PentestMCP Claim 1
Enables LLMs to perform Active Directory penetration testing using tools like N…
F 30 54 66 37 N/A 46 84 87
15812
luc-me
LTspice MCP Server Claim 1
This server enables LLMs to design, simulate, and debug electronic circuits usi…
F 30 54 36 31 N/A 23 87 90
15813
jadenmaciel
Automatically enhances user prompts by applying expert-level prompt engineering…
F 30 54 84 56 N/A 39 88 96
15814
wowok-ai
WoWok MCP Server Claim 1
An AI-driven web3 collaboration protocol that enables users to create, collabor…
F 30 54 78 57 N/A 50 90 77
15815
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
15816
jhj0517
A demonstration server showing MCP implementation in Python with resource handl…
F 30 54 62 25 N/A 21 90 99
15817
pyroprompts
any-chat-completions-mcp Claim 1 2
Chat with any other OpenAI SDK Compatible Chat Completions API, like Perplexity…
F 30 54 86 66 N/A 65 87 70
15818
MyAgentHubs
aimemo Claim 1
Zero-dependency MCP memory server. Single binary, 100% local, no Docker.
F 30 54 78 63 N/A 84 90 90
15819
delt4d
Enables AI models to search and read technical discussions, customizations, and…
F 30 54 60 38 N/A 30 84 90
15820
Leghis
Leghis-smart-thinking Claim 1
Find relevant Smart‑Thinking memories fast. Fetch full entries by ID to get com…
F 30 66 94 61 0 58 76 88
15821
cr2007
Wordle MCP (Python) Claim 1
Fetches Wordle solutions from the Wordle API for dates ranging from May 19, 202…
F 30 55 66 20 33 80 91
15822
c-rick
Jimeng MCP Server Claim 1
Integrates Jimeng AI image and video generation services through MCP protocol, …
F 30 55 54 66 42 76 72
15823
funkytownk
Analyze Gold IRA sales call transcripts to surface key insights, objections, an…
F 30 54 60 62 N/A 17 88 91
15824
Vrivaans
HandsAI Bridge Claim 1
A Node.js MCP server that acts as a communication bridge for the HandsAI Java a…
F 30 54 86 42 N/A 27 88 75
15825
saigontechnology
AgentCrew Claim 1
Chat application with multi-agents system supports multi-models and MCP
F 30 54 90 41 N/A 89 89 92
15826
00200200
Provides cocktail recommendations using a Retrieval-Augmented Generation (RAG) …
F 30 55 66 27 26 76 93
15827
gabriellsanabria
An advanced Model Context Protocol server that integrates real-time weather dat…
F 30 55 84 60 25 74 92
15828
osamadev
A custom Model Context Protocol server that provides real-time financial analys…
F 30 55 56 36 16 78 78
15829
hwyang93
A humorous MCP server that provides AI agents with "break tools" like taking ba…
F 30 54 54 25 N/A 21 89 54
15830
youngsupchoi
playwright-mcp Claim 1
F 30 54 72 58 N/A 56 87 93
15831
mchardysam
Reachy Claude MCP Claim 1
Integrates the Reachy Mini robot or its simulation with Claude Code to provide …
F 30 54 72 30 N/A 46 90 90
15832
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
15833
ranium
Integrates with the Laravel Forge API to provide comprehensive management of se…
F 30 55 78 72 67 80 100
15834
chenningling
A Playwright-based tool that automates Xiaohongshu (Little Red Book) interactio…
F 30 54 60 36 N/A 19 82 76
15835
aprem01
Enables AI clients to query Dakota Marketplace data by integrating directly wit…
F 30 54 78 66 N/A 35 88 100
15836
fzheng0222
Jiminny MCP Server Claim 1
Enables access to Jiminny sales call transcripts, AI-generated summaries, and a…
F 30 55 76 72 27 80 96
15837
pimisael
Analyzes DevOps findings to automatically recommend and generate AWS Fault Inje…
F 30 55 72 35 45 74 64
15838
Pgarciapg
MCP Nano Banana Claim 1 2
Exposes Google Gemini's Nano Banana image generation models to Claude, enabling…
F 30 55 78 63 45 76 90
15839
siri100
WDIO MCP Server Claim 1
A custom Model Context Protocol server that enables GitHub Copilot Agent to per…
F 30 54 56 62 N/A 27 90 100
15840
o-b-one
Groceries MCP Server Claim 1 2
Enables searching for groceries and automatically adding items to cart through …
F 30 55 80 63 37 71 92
15841
scmcphub
Liana-MCP Claim 1
Enables natural language interface for single-cell RNA-Seq analysis using Liana…
F 30 55 72 62 44 76 90
15842
owayo
GitLabとの連携機能を提供するModel Context Protocol (MCP) サーバーです。GitLabの特定のプロジェクトからパイプラインの失…
F 30 55 42 17 44 76 31
15843
ruifung
Code Mode Bridge Claim 1 2
An MCP server that aggregates multiple upstream MCP tools into a single 'codemo…
F 30 55 81 41 76 80 99
15844
worlddebugger
Freqtrade-MCP Claim 1
Integrates with the Freqtrade cryptocurrency trading bot via its REST API to en…
F 30 55 48 32 48 80 94
15845
campertunity
mcp-server Claim 1
Search campgrounds around the world on campertunity, check availability, and pr…
F 30 55 54 55 N/A 32 80 73
15846
aliyun
MCP service for Tablestore, features include adding documents, semantic search …
F 30 55 58 35 51 76 92
15847
RbBtSn0w
Model Context Protocol server for awesome-copilot agents and collections
F 30 54 100 46 N/A 85 90 93
15848
gunnargrosch
doom-mcp Claim 1
Play DOOM via MCP - works with Claude Code, Cursor, and any MCP client
F 30 54 90 56 N/A 76 88 91
15849
CorefluxCommunity
Coreflux MQTT MCP Server Claim 1 2
A Model Context Protocol server that connects to Coreflux MQTT brokers, enablin…
F 30 55 71 43 47 74 95
15850
dongwoosuk
Grasshopper MCP Claim 1 3
Enables AI-powered computational design in Rhino/Grasshopper with ML-based auto…
F 30 55 90 74 N/A 42 87 68
Showing 15801–15850 of 33842 servers
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