MCP Server Quality Scores

Independent quality analysis of 57597 public MCP servers

57597
Discovered
29849
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 25 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
16551
contextstream
ContextStream MCP Server Claim 1 2
ContextStream MCP server for code context, memory, search, and AI tools.
F 25 66 100 87 0 83 80 57
16552
sisense
Sisense MCP Server Claim 1
Enables LLMs to interact with Sisense data models and create charts programmati…
F 25 66 88 66 0 61 70 99
16553
xiandan-erizo
Confluence MCP Server Claim 1 2
An MCP server that enables searching and retrieving content from Confluence doc…
F 25 55 27 31 21 78 89
16554
gotoolkits
wecombot Claim 1 3
An MCP server application that sends various types of messages to the WeCom gro…
F 25 55 69 58 55 76 96
16555
wanzunz
A server that allows you to explore the GitHub GraphQL schema and execute Graph…
F 25 55 72 37 22 76 89
16556
Anirbandz
Chrome DevTools MCP Claim 1
Enables AI coding assistants to control and inspect a live Chrome browser for a…
F 25 54 72 25 N/A 71 90 97
16557
tmdaidevs
Provides live optimization analysis and health checks for Microsoft Fabric item…
F 25 55 78 71 36 76 96
16558
Dreamboat-Rachel
MCP Server For Local Claim 2
A customizable Model Context Protocol server implementation that enables AI mod…
F 25 54 72 46 N/A 42 87 81
16559
finite-sample
Provides econometric modeling capabilities through R, enabling AI assistants to…
F 25 55 78 68 70 78 89
16560
symphonyno10
wholesale-mcp Claim 1 4
An MCP server that enables AI assistants to browse, analyze, and automate inter…
F 25 54 39 0 N/A 45 77 61
16561
blackwhite084
An MCP python server using Playwright for browser automation,more suitable for …
F 25 54 78 50 N/A 44 87 96
16562
Timmy9527
ZiweiAI Claim 1
紫微AI,是一个紫微斗数解盘AI应用。Ziwei AI is an AI application for Ziwei Doushu chart interpr…
F 25 55 74 63 N/A 21 80 94
16563
xiaobenyang-com
bingcn Claim 2
A Chinese Bing search tool based on MCP protocol, which supports calling throug…
F 25 66 72 65 0 50 76 12
16564
andreagroferreira
InvoiceExpress MCP Claim 1 2
Provides complete Portuguese invoice management with 60+ specialized tools incl…
F 25 55 42 46 44 80 93
16565
jagmarques
asqav-mcp Claim 1
AI agent governance MCP server with policy enforcement, quantum-safe audit trai…
F 25 54 66 0 N/A 62 90 98
16566
manticoresoftware
Manticore Search MCP Claim 1 2
Connect AI assistants to Manticore Search. Execute SQL queries, list tables, ge…
F 25 54 57 47 56 90 94
16567
teddyzxcv
ntfy-mcp Claim 1
The MCP server that keeps you informed by sending the notification on phone usi…
F 25 54 54 58 N/A 51 92 90
16568
niko91i
A Model Context Protocol server that combines DeepSeek R1's reasoning capabilit…
F 25 55 63 70 41 76 94
16569
ctaylor86
Enables asynchronous transcription of long audio and video files using Deepgram…
F 25 55 78 71 29 82 94
16570
protagolabs
Enables secure cloud-based execution of code across 14+ programming languages w…
F 25 55 72 75 39 78 86
16571
Tongzhao9417
MinerU MCP Server Claim 1
Exposes the MinerU document-to-markdown API as MCP tools for converting PDF, Wo…
F 25 55 54 0 27 78 87
16572
octoco-ltd
sheetsdata-mcp Claim 1
Instant access to electronic component datasheets for AI agents — specs, pinout…
F 25 66 84 93 92 47 62 95
16573
xiaobenyang-com
Extract-Image Claim 2
The MCP server offers the function of extracting images from local files and ur…
F 25 55 72 65 N/A 50 71 60
16574
toan203
osv-ui Claim 1
Visual CVE audit dashboard for npm, Python, Go, and Rust. Scan from Claude/Curs…
F 25 54 90 0 N/A 57 82 95
16575
Aderix
vantagate-mcp-server Claim 1 2
VantaGate MCP Server & OpenAPI integration - Human-in-the-Loop for AI Agents
F 25 54 90 77 N/A 51 81 93
16576
runkids
PackageFlow Claim 1 2
A visual DevOps hub for npm scripts, Git, workflows, and deploy — controllable …
F 25 54 78 65 N/A 76 90 62
16577
SpanishST
Hue MCP Server Claim 1
Enables AI assistants to interact with Hadoop Hue for executing SQL queries usi…
F 25 55 60 65 29 76 92
16578
testusercar
habitify-mcp-server Claim 1
F 25 54 62 67 N/A 53 87 82
16579
rbidou
pyrasp Claim 1
PyRASP is a Runtime Application Self Protection package for Python-based Web Se…
F 25 55 50 37 N/A 45 77 91
16580
15538420886
EdgeOne Pages MCP Claim 1
Enables the deployment of HTML content, folders, and full-stack projects to Edg…
F 25 66 66 66 0 55 76 95
16581
Agent-Billy
Provides secure, role-based access to Stripe billing operations for AI assistan…
F 25 55 76 0 50 78 98
16582
ClickHouse
mcp-clickhouse Claim 1
ClickHouse database integration with schema inspection and query capabilities
F 25 55 66 40 73 80 94
16583
sirrlock
Sirr MCP Server Claim 1 2
Provides Claude Code direct access to a Sirr secret vault for reading, pushing,…
F 25 55 90 68 67 80 89
16584
olivier-motium
Enables interaction with Discord using personal user tokens instead of bot appl…
F 25 54 72 75 N/A 52 87 94
16585
zeitlospaco
Integrates Claude with n8n and Supabase to provide semantic memory search, auto…
F 25 55 84 66 24 76 93
16586
kukapay
uniswap-price-mcp Claim 1 2
An MCP server that tracks newly created liquidity pools on Uniswap across multi…
F 25 55 51 61 43 80 95
16587
easingthemes
moltbook-mcp Claim 1 2
Moltbook MCP server: post, comment, upvote, DMs, communities. API key auth.
F 25 55 78 82 N/A 64 77 90
16588
AIM-Intelligence
AIM Guard Claim 1
Provide AI-powered security analysis and safety instruction tools to protect AI…
F 25 54 84 60 N/A 73 89 91
16589
z9905080
MCP Server for langfuse Claim 1 3
An MCP server implementation that integrates AI assistants with Langfuse worksp…
F 25 55 57 62 54 76 91
16590
aakankshagupta18
A comprehensive learning project demonstrating MCP server implementation with t…
F 25 55 90 62 24 80 95
16591
PranaytheSingh
Relentless MCP Server Claim 1 2
Enables AI assistants to read from and write to Notion databases through the Re…
F 25 55 84 75 31 80 98
16592
zaidmukaddam
Provides AI-powered search capabilities through three specialized tools: web se…
F 25 66 84 100 98 31 81 100
16593
markswendsen-code
mcp-hertz Claim 1 2
Enables AI assistants to interact with the Hertz car rental service through hea…
F 25 55 90 63 30 80 89
16594
sensiblecoder
Solar2D MCP Server Claim 2 3
Enables AI assistants to run, debug, and interact with Solar2D projects by capt…
F 25 54 100 58 N/A 41 87 93
16595
elyxlz
Microsoft MCP Claim 1
A powerful MCP server that enables AI assistants to interact with Microsoft Gra…
F 25 55 72 41 31 80 85
16596
MladenSU
cli-mcp-server Claim 1
Command line interface with secure execution and customizable security policies
F 25 54 96 65 N/A 51 88 95
16597
cti1650
ovice MCP Server Claim 1 2
Integrates with the ovice Public API to manage virtual office workspaces, group…
F 25 55 48 100 28 81 19
16598
mardraze
Jobs MCP Server Claim 1
A Node.js and TypeScript server that enables searching for job listings and acc…
F 25 54 72 26 N/A 30 89 91
16599
cromwellian
A LangChain-based server that supports dynamic loading of OpenAPI specification…
F 25 55 96 41 37 71 98
16600
vuetifyjs
mcp Claim 1
🤖 A Model Context Protocol (MCP) library for use with Agentic chat bots
F 25 66 96 66 91 87 80 95
Showing 16551–16600 of 57597 servers
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