MCP Server Quality Scores

Independent quality analysis of 57580 public MCP servers

57580
Discovered
29844
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 40 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
15351
kuzudb
Kuzu MCP server Claim 1
This server enables natural language interaction between a user and their Kuzu …
F 30 54 94 45 N/A 56 89 95
15352
agentic-mcp-tools
memora Claim 1 2
Persistent memory with knowledge graph visualization, semantic/hybrid search, c…
F 30 55 78 41 69 76 100
15353
wehnsdaefflae
A comprehensive Model Context Protocol server that enables Claude Code to perfo…
F 30 54 78 68 N/A 69 90 99
15354
chantasticstream
An example MCP server that integrates WorkOS AuthKit to enable secure remote cl…
F 30 55 60 68 30 78 96
15355
HireTechUpUp
MCP Server for NovaCV Claim 1 2
A Model Context Protocol server for accessing NovaCV resume services API, enabl…
F 30 55 33 71 25 78 91
15356
charliebot8888
mcp-SafeLink Claim 1
SafeLink lets AI agents hire other AI agents — and get hired — with cryptograph…
F 30 54 90 75 74 90 90
15357
1999AZZAR
Project Guardian MCP Claim 1 2
A focused project memory system that provides knowledge graph capabilities and …
F 30 54 100 30 N/A 50 87 92
15358
axliupore
mcp-code-runner Claim 1 2
An MCP server for running code locally via Docker and supporting multiple progr…
F 30 54 21 50 N/A 43 84 100
15359
figstra
RecodeQR Claim 1
Generate and scan QR codes easily
F 30 54 62 30 N/A 42 90 100
15360
StanleyFishman
Allows deployment of a Model Context Protocol server on Cloudflare Workers with…
F 30 55 54 63 28 78 80
15361
marianfoo
mcp-sap-docs Claim 1
Fast MCP server for unified SAP docs search (SAPUI5, CAP, OpenUI5, wdi5) with B…
F 30 54 84 30 N/A 66 90 93
15362
reading-plus-ai
Enables autonomous data exploration on .csv-based datasets, providing intellige…
F 30 55 66 58 47 74 85
15363
crawlab-team
Crawlab MCP Server Claim 1 2
A Model Context Protocol server that allows AI applications to interact with Cr…
F 30 55 69 43 20 78 97
15364
lamaalrajih
KiCad MCP Server Claim 1 3
A Model Context Protocol server that enables interaction with KiCad electronic …
F 30 55 69 82 N/A 57 92 95
15365
pserein
Skincare MCP Claim 1
An ingredient-based recommendation engine that identifies similar products usin…
F 30 54 60 36 N/A 35 88 90
15366
limouren01
A lightweight and modular framework for building MCP-based file management syst…
F 30 55 54 25 36 76 82
15367
eaglelandsonce
Provides tools for automated company research, competitor identification, and b…
F 30 55 54 27 25 80 98
15368
steveclarke
MCP Printer Server Claim 1
Enables AI assistants to print documents, manage print queues, and control prin…
F 30 54 90 58 N/A 82 90 95
15369
sayll
dev-prompt-mcp Claim 1 3
An MCP server that registers customizable prompt templates as tools for natural…
F 30 55 57 87 N/A 54 90 44
15370
mzxrai
mcp-openai Claim 1 3
Chat with OpenAI's smartest models
F 30 55 86 57 63 80 96
15371
zero-abd
draw2agent Claim 1 2
Draw on your website, let your AI agent see it. Visual context for code generat…
F 30 66 72 58 0 51 80 91
15372
husniadil
ultrathink Claim 1
MCP server for sequential thinking and complex problem-solving. Built iterative…
F 30 55 84 53 N/A 58 80 91
15373
chen9z
Graphiti MCP Server Claim 1
Enables AI assistants to build and query temporally-aware knowledge graphs from…
F 30 55 78 66 21 80 93
15374
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
15375
Ryan7t
Wanyi Watermark Remover Claim 1 2
Extracts watermark-free videos and images from Douyin (TikTok) and Xiaohongshu …
F 30 55 62 40 46 78 83
15376
alayonyo
Enables AI assistants to read, search, and analyze local file systems with tool…
F 30 54 80 70 N/A 35 87 100
15377
anneschuth
Pinchwork MCP Server Claim 1 3
MCP server for Pinchwork - an agent-to-agent task marketplace with credits-base…
F 30 66 47 46 0 74 80 95
15378
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
15379
vad-007
A FastMCP server providing real-time weather, news retrieval, and local note ma…
F 30 55 50 20 27 76 100
15380
sirmews
mcp-pinecone Claim 1 3
Pinecone integration with vector search capabilities
F 30 55 96 72 53 80 91
15381
nmontoro44
Enables Claude to collect and search for product feedback directly from Slack w…
F 30 55 78 56 27 82 93
15382
g1itchbot8888-del
agent-memory Claim 1 2
Three-layer memory system for agents (identity/active/archive) with semantic se…
F 30 54 72 41 N/A 50 90 94
15383
lsemenenko
OpenHue MCP Server Claim 1 4
Enables control of Philips Hue lights through Claude and other LLM interfaces u…
F 30 55 78 100 32 71 36
15384
stack-chan
stack-chan Claim 1
A JavaScript-driven M5Stack-embedded super-kawaii robot with MCP server functio…
F 30 54 96 42 N/A 70 87 99
15385
runbook-ai
Runbook AI MCP Server Claim 1 3
MCP server that provides browser automation capabilities through a Chrome exten…
F 30 54 71 52 N/A 51 90 90
15386
longevity-genie
opengenes-mcp Claim 1 2
MCP server for a queryable database for aging and longevity research from the O…
F 30 55 53 36 51 80 99
15387
KylinMountain
web-fetch-mcp Claim 1 3
MCP server for web content fetching, summarizing, comparing, and extracting inf…
F 30 54 75 60 N/A 62 81 91
15388
garethcull
Enables natural language exploration and querying of Google BigQuery datasets t…
F 30 66 100 41 0 40 74 87
15389
drahmad89
Amazon MCP Server Claim 1
Enables interaction with Amazon services through AI assistants, allowing users …
F 30 55 54 61 48 78 100
15390
ddnet-repo
Card Catalog Claim 1
Certification authority for AI agents. Register, take adversarial exams, earn c…
F 30 66 96 92 97 45 80 100
15391
SDGLBL
mcp-claude-code Claim 1
An implementation of Claude Code capabilities using MCP, enabling AI code under…
F 30 54 86 31 N/A 76 87 90
15392
Manish-Awase
An MCP server that enables users to book, cancel, reschedule, and list appointm…
F 30 54 27 20 N/A 45 90 90
15393
guimatheus92
mcp-video-analyzer Claim 1 2
MCP server for video analysis — extracts transcripts, key frames, OCR text, and…
F 30 55 69 61 N/A 77 80 93
15394
yairbarak22
Stevia Store MCP Server Claim 1 3
Enables managing an organic stevia products e-commerce store through natural la…
F 30 55 60 30 42 74 49
15395
juspay
FDEP MCP Server Claim 1 2
Provides static code analysis for enterprise-scale Haskell codebases with 40+ c…
F 30 55 96 55 21 77 88
15396
nickbaumann98
An advanced MCP server for Cline that leverages EverArt's AI models to generate…
F 30 55 84 68 19 74 97
15397
tuesdays-dev
A minimal Model Context Protocol server that provides a safety guardrail tool t…
F 30 54 48 22 N/A 18 87 89
15398
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
15399
jmh108
MD Webcrawl MCP Claim 1 2
A Python-based MCP server that crawls websites to extract and save content as m…
F 30 55 60 30 30 80 95
15400
alexei-led
k8s-mcp-server Claim 1
A lightweight yet robust server that empowers AI assistants to securely execute…
F 30 54 88 36 N/A 76 90 98
Showing 15351–15400 of 57580 servers
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