MCP Server Quality Scores

Independent quality analysis of 57357 public MCP servers

57357
Discovered
29820
Scored
2112
Verified
16953
Complete

Last updated 52 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
54701
JacksonFuck
Enables mobile control of Antigravity coding agents via Telegram, allowing task…
N/A N/A
54702
leroylim
Comprehensive MCP server for integrating with Zabbix monitoring systems, provid…
54703
yukkit
Production-grade MCP server that enables AI assistants to execute code securely…
54704
adrian
garmin-mcp Claim
N/A N/A 95
54705
CSOAI-ORG
cybersecurity-ai-mcp MCP server by MEOK AI Labs
N/A N/A
54706
millsks
MCP server that provides tools to search, filter, and retrieve CVE data from th…
54707
TidyMaze
mcpkit-data Claim
An MCP server with 66+ tools for data engineering, enabling AI assistants to in…
N/A N/A
54708
marcius-llmus
MCP server for analyzing local audio and video files with Google Gen AI, return…
N/A N/A
54709
pumanitro
x402-paid MCP server on Base L2 — LangGraph/CrewAI/Eliza/A2A agent-discovery + …
N/A N/A 95
54710
ReclaimerGold
A Model Context Protocol server that scrapes static HTML with BeautifulSoup for…
54711
Antmanbuilds
ari-mcp-py Claim
Python MCP server: fair-price checks, leaderboards, Ed25519 receipt verificatio…
N/A N/A
54712
philippesaade-wmde
WikidataMCP Claim
Model Context Protocol for Wikidata
N/A N/A 95
54713
vishnu-vasan
A personal knowledge base MCP server that allows AI assistants to manage notes,…
N/A N/A
54714
MCP server for data engineering: validation, transformation, visualization, and…
N/A N/A 81
54715
McCullonas
Enables querying Swiss public transport (trains, buses, trams, boats) for stati…
N/A N/A
54716
axel-belfort
Postal address validation API for AI agents. Parse and validate addresses world…
81
54717
shashicandev
gingr-mcp Claim
Read-only MCP server for Gingr pet-care facility data, enabling queries about o…
54718
Secure, read-only access to Amazon Redshift with schema introspection and smart…
N/A N/A 81
54719
sowhan
skill-search Claim
Semantic, on-demand skill retrieval for Claude Code that saves tokens and impro…
N/A N/A
54720
guenichone
Enables AI systems to interact with Atlassian Bitbucket Server/Data Center for …
54721
MrCerq
AgentCanary Claim
Market context for AI agents: fresh regime, risk, narrative and scenario state …
N/A N/A
54722
opspawn
This MCP server allows an AI assistants to search for flight information online…
N/A N/A 95
54723
retailerapi
Enables AI agents to access Walmart product data including lookups, price histo…
54724
Shin-sibainu
Enables analysis and management of iOS/macOS apps via the App Store Connect API…
N/A N/A
54725
SiliconAnalysts
Semiconductor data: AI accelerator costs, HBM, wafer pricing, packaging, chip c…
54726
AppiumTestDistribution
Provides resources and tools for generating Appium mobile gesture code (tap, sw…
54727
dugd
codeskeleton Claim
Enables AI agents to efficiently read Python code by first providing file skele…
N/A N/A
54728
LeticiaNascS
An AI-assisted code review tool that connects to a Supabase backend, enabling a…
N/A N/A
54729
paralax
SeldomMaster Claim
A collection of MCP tools for cybersecurity threat intelligence and local netwo…
N/A N/A
54730
agiletortoise
Enables AI assistants to manage drafts, tags, workspaces, and actions in the Dr…
N/A N/A
54731
jdorfman
Enables AI assistants to control CleanShot X for screenshots, recordings, OCR, …
N/A N/A
54732
jtang613
A native Model Context Protocol server for Ghidra. Includes GUI configuration a…
N/A N/A 95
54733 N/A N/A 95
54734
pipeworx-io
data-austin Claim
Enables querying Austin, TX open data from data.austintexas.gov using the Socra…
54735
jordnlvr
Enables AI assistants to extract and document Mendix Studio Pro modules by inte…
N/A N/A 95
54736
darktw
Persistent knowledge memory for AI agents. Two-way flow: read context into proj…
81
54737
0xMihirK
Hercules MCP Claim
Enables AI agents to perform professional penetration testing through a contain…
N/A N/A
54738
valentinludu
oblio-mcp Claim
Unofficial MCP server for Oblio.eu accounting software enabling natural languag…
54739
MiaMia-Li
baby-gpt Claim
Exposes baby-gpt's tools (shell, filesystem, search, memory, GitHub integration…
N/A N/A
54740
kaiding-ucb
Search and discover YouTube channels via natural language, track them, and summ…
N/A N/A
54741
Wakizara
val Claim
QA agent for vibecoded apps. Real browser checks, your AI fixes them. Ship to g…
N/A N/A
54742
pipeworx-io
mcp-geoapify Claim
Wraps the Geoapify Location Platform to enable geolocation and map data access …
54743
peec-ai
peec-ai-mcp Claim
Connect your AI assistant to your Peec AI account to monitor and analyze your b…
81
54744
janbruinier
All-in-one MCP bundle for EU businesses. Combines EU VAT Compliance (7 tools), …
N/A N/A 95
54745
Pay-per-call AI agent utilities via x402 on Base (USDC). 7 tools, $0.003/call.
N/A N/A 61
54746
hans6883
Cert Atlas Claim
MCP server over the open index of 1,562 certification exam blueprints across 21…
54747
Swissbit92
GraphRAG MCP Claim
A local-first MCP server that transforms crypto whitepapers into a knowledge gr…
N/A N/A
54748
cyranob
Search the web using DuckDuckGo and fetch/convert web content using Jina Reader…
N/A N/A 95
54749
artgas1
xmlriver-mcp Claim
Google/Yandex SERP parsing and Yandex Wordstat keyword frequency via XMLRiver X…
N/A N/A
54750
StevenGeller
Enables intelligent transcription of YouTube videos with automatic optimization…
N/A N/A
Showing 54701–54750 of 57357 servers