MCP Server Quality Scores

Independent quality analysis of 54421 public MCP servers

54421
Discovered
29776
Scored
2112
Verified
16952
Complete

Last updated 46 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
12351
Wolfe-Jam
gemini-faf-mcp Claim
Persistent project context for Google Gemini. Python/FastMCP. IANA-registered .…
C 61 64 72 46 0 63 95 100
12352
judyfang0108
An MCP server for MySQL databases that enables schema exploration, query execut…
C 61 55 51 62 25 76 87
12353
GuiAmbassador
Enables users to fetch random jokes from multiple sources including Chuck Norri…
C 61 55 60 17 49 83 100
12354
Saidiibrahim
search-papers Claim 1
An MCP server to search papers from arXiv
C 61 66 73 66 0 49 82 97
12355
phuihock
Provides various AI capabilities through DeepInfra's OpenAI-compatible API incl…
C 61 55 72 22 26 81 100
12356
voxmenthe
Enables intelligent code analysis and search across repositories using the Code…
C 61 54 60 27 N/A 47 84 87
12357
maxvint
Provide a specialized MCP server that enables integration with cryptocurrency r…
C 61 54 36 56 N/A 28 90 94
12358
datumnova
Fabric MCP Claim
A Python-based MCP server that enables interaction with Microsoft Fabric APIs f…
C 61 55 54 41 27 80 98
12359
antfu
nuxt-mcp-dev Claim
MCP server helping models to understand your Vite/Nuxt app better.
C 61 64 62 50 0 79 95 93
12360
dravidsajinraj-iex
Code Runner Claim
Execute JavaScript and Python code securely in isolated environments with compr…
C 61 64 80 67 0 29 90 92
12361
smehmood
Modal MCP Server Claim 1
An MCP server that enables AI agents to interact with Modal, allowing them to d…
C 61 55 53 41 40 76 98
12362
docker-hackerxbt68
Enables Bitcoin Lightning wallet integration with LLMs through Nostr Wallet Con…
C 61 66 72 68 0 53 81 93
12363
eluc1a
MCP News Server Claim
A server providing access to news articles from various categories including te…
C 61 55 78 26 22 81 88
12364
rokith
A deployable Cloudflare Workers service that implements Model Context Protocol …
C 61 55 48 68 26 84 71
12365
weidwonder
Crawl4AI MCP Server is an intelligent information retrieval server offering rob…
C 61 55 60 33 51 80 83
12366
iRahulPandey
A natural language interface for MLflow that allows users to query and manage t…
C 61 55 62 36 22 81 100
12367
unscene
Enables audio file analysis using Google's Gemini multimodal models with suppor…
C 61 55 62 40 29 81 86
12368
faizan45640
An MCP server that enables AI assistants to access and interact with Google Cla…
C 61 55 45 68 45 76 72
12369
rioriost
AGE-MCP-Server Claim 1
An MCP server that provides natural language interaction with Apache AGE graph …
C 61 55 71 0 72 71 100
12370
Orchardxyz
Mammoth MCP Server Claim
Converts Microsoft Word DOCX files to clean, semantic HTML with support for pre…
C 61 64 66 60 0 56 95 91
12371
jarvismaximum-hue
ProfitPlay MCP Server Claim 1
Enables AI agents to interact with the ProfitPlay prediction market to trade sh…
C 61 66 90 62 0 30 76 99
12372
NitinUdasin
MCPServerDemo Claim
A demonstration server that implements JSON-RPC 2.0 methods for basic arithmeti…
C 61 54 54 30 30 89 100
12373
arturborycki
Enables secure interaction with Teradata databases through SQL queries, schema …
C 61 66 86 66 0 31 82 97
12374
tuncer-byte
Memory Bank MCP Claim 1
An MCP server that helps teams create, manage, and access structured project do…
C 61 54 55 62 N/A 35 90 57
12375
sagacious-satadru
A server that enables Claude to search and access documentation from popular li…
C 61 55 60 41 22 81 94
12376
agentventure
Weather MCP Server Claim 1
An MCP server that provides weather information and alerts for US locations usi…
C 61 55 57 40 23 81 100
12377
MarcoAR1
BotUyo MCP Server Claim
Enables the creation and management of BotUyo AI agents directly from MCP-compa…
C 61 55 88 0 38 81 95
12378
scmcphub
Infercnv-MCP Claim
Provides a natural language interface for inferring Copy Number Variations (CNV…
C 61 55 68 61 39 82 44
12379
elblanco2
DevDocs MCP Server Claim
Provides access to 600+ documentation libraries from DevDocs.io including Pytho…
C 61 66 94 57 0 30 81 98
12380
swonixs
Provides current weather and air quality data for any city using WeatherAPI, ea…
C 61 55 54 55 22 81 87
12381
MatthewSnow2
ComfyUI MCP Server Claim
Enables Claude to generate images through a local ComfyUI instance using Stable…
C 61 54 66 20 N/A 27 94 96
12382
cutalion
Yonote MCP Server Claim
Provides API tools to interact with Yonote documents and collections, serving a…
C 61 55 68 35 22 81 90
12383
TacKana
Enables users to find and get recommendations for Chinese SIM card plans throug…
C 61 55 72 71 27 81 38
12384
ofryma
Enables AI assistants to perform penetration testing and security assessments b…
C 61 55 72 31 40 69 90
12385
arebury
Validates IVR flow definitions (JSON) to detect errors like unreachable nodes, …
C 61 66 78 72 0 51 81 86
12386
Sudhanvaha
Enables personal expense management with SQLite storage, allowing users to add,…
C 61 54 60 26 N/A 27 95 95
12387
jhgaylor
A utility that integrates Model Context Protocol (MCP) into Express application…
C 61 55 72 33 42 82 70
12388
mehmetakinn
An MCP server that integrates AI assistants like Claude with GitLab's merge req…
C 61 55 45 37 45 81 99
12389
kwanGDss
Bizinfo MCP Server Claim
Enables users to search and query Korean business announcements from 기업마당 (Bizi…
C 61 55 66 82 26 81 37
12390
baselab-me
Enables AI agents to create and post signal coins on the Base blockchain throug…
C 61 66 78 72 0 50 80 87
12391
Sim-xia
skill-cortex-server Claim 3
An MCP server that enable all IDEs/CLIs to access Claude Code Skills capabiliti…
C 61 54 61 45 N/A 27 92 74
12392
Sunwood-ai-labs
A simple note-taking MCP server that allows storing and summarizing notes with …
C 61 54 72 25 N/A 15 95 89
12393
rocket-connect
mcpconnect Claim
Inspect and debug Model Context Protocol servers directly in your browser.
C 61 66 96 38 0 68 78 90
12394
leogue
StockMCP Claim
Provides real-time stock market data and financial analysis through Yahoo Finan…
C 61 66 94 62 0 23 81 96
12395
cgrdavies
mcp-clickhouse-long-running
C 61 55 54 31 45 81 97
12396
bithou
A tool that allows deployment of a Model Context Protocol server on Cloudflare …
C 61 55 48 66 21 81 82
12397
dieselpro1111
TradesPro Claim
TradesPro is an open source MCP server that gives AI assistants structured know…
C 61 55 72 0 60 82 96
12398
GizAI
Arche Browser Claim 1
An MCP server for comprehensive browser automation and full local PC control vi…
C 61 55 57 38 42 81 84
12399
KronosWasTaken
Enables secure integration between GitHub and Jira with permission controls, al…
C 61 55 72 82 21 81 31
12400
zpankz
logseq-mcp-tools Claim 1
C 61 55 68 82 N/A 29 95 16
Showing 12351–12400 of 54421 servers
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