MCP Server Quality Scores

Independent quality analysis of 41157 public MCP servers

41157
Discovered
29257
Scored
2095
Verified
16952
Complete

Last updated 44 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
40851
walidb212
Anonymous TikTok & Douyin downloader — metadata, download, and batch via dltik.…
N/A N/A 83
40852
dgtalquantumleap-ai
Proximity-based card fraud detection with AI risk scoring.
N/A N/A 75
40853
PaymanAI
Provides AI assistants like Claude or Cursor with access to Payman AI's documen…
N/A N/A 95
40854
MRUK31
A demonstration MCP server that simulates server management actions for Contabo…
81
40855
MCP-Mirror
Performs vulnerability scans using Trivy to generate Software Bill of Materials…
N/A N/A 95
40856
shunshiai2026-s9as
Bazi (Four Pillars / 四柱推命 / 사주팔자) charting MCP server with true solar time corr…
81
40857
ai-mcp-garage
Enables interaction with Apple's Find My network to track devices, check batter…
81
40858
yrvelez
A Model Context Protocol server that provides comprehensive control over the Qu…
N/A N/A
40859 N/A N/A 95
40860
jidzhang
Enables AI assistants to read and write non-UTF-8 files (e.g., GBK, GB18030) on…
N/A N/A
40861
simen
mcp-see Claim
Enables AI agents to analyze images through vision AI providers (Gemini, OpenAI…
81
40862
gilberth
MCP server for managing multiple SSH servers via AI assistants, offering tools …
40863
taka392
discord-mcp Claim
MCP server for interacting with Discord via REST API, enabling guild, channel, …
40864
InitechSoftware
Drive your real WhatsApp inbox from Claude — send, reply, label, assign, and tr…
40865
amcharrett-6als
qualitycoach Claim
Quality Coach MCP server that provides tactical advice on improving code reposi…
81
40866
MCP-Mirror
An MCP server that extracts clean, structured Markdown content from web page UR…
81
40867
1,451 security controls across 261 frameworks with bidirectional mapping
N/A N/A 81
40868
huangmiuXyz
A TypeScript-based Model Context Protocol server that integrates with Volcengin…
81
40869
Woodman97
Pay-per-task AI agent for writing, research, code, DeFi & blockchain. Pay in US…
40870
amrinder847
cipher-x402-mcp Claim 1
An MCP server exposing 8 Solana, crypto, and macro tools to any MCP client (Cla…
N/A N/A 95
40871
Maxli53
Provides 115+ MCP tools for comprehensive WooCommerce store management includin…
81
40872
ahmetshbz1
Enables comprehensive filesystem operations including reading/writing files, di…
N/A N/A 95
40873 N/A N/A 95
40874
local-filesystem
Explore and organize files and folders across your workspace. Read, write, move…
N/A N/A 95
40875
cbuntingde
Integrates with Google CodeWiki to search, fetch, and cache documentation for G…
81
40876
TencentCloudBase
One-stop backend services for WeChat Mini-Programs and full-stack apps. Provide…
81
40877
SpartanLabsXyz
Simmer Claim
Trade prediction markets with AI agents — skill discovery, autoresearch, and ex…
N/A N/A
40878
groupdocs-viewer
MCP server for GroupDocs.Viewer — render pages as PNG and inspect view info via…
N/A N/A
40879
michaelradigan-cpc
cpassist-mcp Claim
N/A N/A 95
40880
AI-powered Amazon EKS cluster management and troubleshooting
N/A N/A 81
40881
axel-belfort
NFT metadata lookup API for AI agents. Get name, image URL, attributes, descrip…
81
40882
mechatronic-solutions-llc
WeatherForensics is a Data as a Service (DaaS) that provides comprehensive hist…
N/A N/A 95
40883 N/A N/A 95
40884
befdaynow
beks Claim
N/A N/A 95
40885
Marsmanleo
MarsNMe Claim
Agent-agnostic memory backend that preserves continuity between humans and AI o…
N/A N/A
40886
@jusik.lee.233
js_smithery-mcp Claim
N/A N/A 95
40887
guidobosch87
decodo-coppi Claim
N/A N/A 95
40888
cmendezs
Spanish e-invoicing MCP server: VERI*FACTU, Facturae/FACe, SII, TicketBAI, Crea…
N/A N/A
40889
alptekin
Persistent long-term memory for Claude Desktop / Claude Code, backed by Evoluti…
N/A N/A
40890
s2tconsulting
Enterprise-grade MCP tools for AWS infrastructure, security compliance, AI work…
N/A N/A 95
40891
rjlopezai
VERITAS Claim
Multi-model consensus verification for AI agent pipelines. 5 MCP tools: verify_…
N/A N/A 95
40892
seanshin0214
Persona MCP Claim
Enables AI to switch between 26+ expert personas on-demand with smart context d…
N/A N/A 95
40893
Bubbii-NOH
Enables AI assistants like Claude to interact with Databricks workspaces throug…
81
40894
bruno
test-mcp Claim
N/A N/A 95
40895
axel-belfort
JSON validation API for AI agents. Validate JSON syntax, check against JSON Sch…
N/A N/A 95
40896
checklist-day
checklist Claim
Machine-first beacon of operational ground truth for AI agents. Library regist…
81
40897
samueloladji
Vaultak Claim
Runtime security for AI agents. Score your agent's risk level across 5 dimensio…
81
40898
agentic-eng
a2db Claim
Safe, read-only database access for AI agents. 5 databases, batch queries, SQLG…
N/A N/A 95
40899
navgour1989
MCP Server Claim
Extends Claude with real-time weather data and product catalog management tools…
40900
russelenriquez-agile
Enables interaction with Tableau Cloud and Tableau Server through the REST API,…
81
Showing 40851–40900 of 41157 servers
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