MCP Server Quality Scores

Independent quality analysis of 49876 public MCP servers

49876
Discovered
29726
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 49 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
49701
chunxiaoxx
Drift-aware cross-agent memory · MCP/A2A · LongMemEval-S 56.6% · 1/15 Zep cost
N/A N/A
49702
juanamillo-1duz
DevSpeak Claim
DevSpeak bridges the gap between product and engineering. Powered by Gemini AI,…
81
49703
MCP-Mirror
Connects Claude to Anki flashcard software via AnkiConnect, enabling users to r…
N/A N/A 95
49704
hungnguyen1503
Enables search and management of Renesas FSP documentation, code examples, API …
49705
sling-cli Claim 1
Sling CLI MCP server for querying any database, running data pipelines and mana…
N/A N/A 81
49706
hkopenai
Provides access to Hong Kong registered electors data from the Registration and…
49707
PostHog
A Model Context Protocol server that enables Claude Desktop users to interact d…
N/A N/A 95
49708
eidostein
@segnals/mcp Claim
Enables AI agents to manage Segnals trading bots, strategies, PnL, and the stra…
49709
chrischall
Google Slides via gogcli for Claude — deck and slide authoring
N/A N/A
49710
Olostep MCP server for web scraping, google search and website urls search.
N/A N/A 81
49711
leroylim
Comprehensive MCP server for integrating with Zabbix monitoring systems, provid…
49712
yukkit
Production-grade MCP server that enables AI assistants to execute code securely…
49713
adrian
garmin-mcp Claim
N/A N/A 95
49714
CSOAI-ORG
cybersecurity-ai-mcp MCP server by MEOK AI Labs
N/A N/A
49715
philippesaade-wmde
WikidataMCP Claim
Model Context Protocol for Wikidata
N/A N/A 95
49716
ReclaimerGold
A Model Context Protocol server that scrapes static HTML with BeautifulSoup for…
49717
dev-jpnobrega
Provides real-time weather information for Brazilian cities, built with domain-…
49718
Humotica
MCP server for AI-to-AI messaging on the AInternet with TIBET provenance. Enabl…
49719
auralogs-ai
Auralogs Claim
Read-only access to Auralogs production logs: search logs, inspect errors, revi…
49720
MrCerq
AgentCanary Claim
Market context for AI agents: fresh regime, risk, narrative and scenario state …
N/A N/A
49721
AppiumTestDistribution
Provides resources and tools for generating Appium mobile gesture code (tap, sw…
49722
LeticiaNascS
An AI-assisted code review tool that connects to a Supabase backend, enabling a…
N/A N/A
49723
paralax
SeldomMaster Claim
A collection of MCP tools for cybersecurity threat intelligence and local netwo…
N/A N/A
49724
retailerapi
Enables AI agents to access Walmart product data including lookups, price histo…
49725
dugd
codeskeleton Claim
Enables AI agents to efficiently read Python code by first providing file skele…
N/A N/A
49726
agiletortoise
Enables AI assistants to manage drafts, tags, workspaces, and actions in the Dr…
N/A N/A
49727
jtang613
A native Model Context Protocol server for Ghidra. Includes GUI configuration a…
N/A N/A 95
49728 N/A N/A 95
49729
0xMihirK
Hercules MCP Claim
Enables AI agents to perform professional penetration testing through a contain…
N/A N/A
49730
valentinludu
oblio-mcp Claim
Unofficial MCP server for Oblio.eu accounting software enabling natural languag…
49731
jdorfman
Enables AI assistants to control CleanShot X for screenshots, recordings, OCR, …
N/A N/A
49732
Facets-cloud
Enables AI assistants to explore and interact with the Facets Control Plane API…
49733
kaiding-ucb
Search and discover YouTube channels via natural language, track them, and summ…
N/A N/A
49734
MiaMia-Li
baby-gpt Claim
Exposes baby-gpt's tools (shell, filesystem, search, memory, GitHub integration…
N/A N/A
49735
llmindset
Connects to the MIRO Whiteboard Application for board manipulation and sticky c…
N/A N/A 95
49736
hans6883
Cert Atlas Claim
MCP server over the open index of 1,562 certification exam blueprints across 21…
49737
artgas1
xmlriver-mcp Claim
Google/Yandex SERP parsing and Yandex Wordstat keyword frequency via XMLRiver X…
N/A N/A
49738
onmokoworks
WizTree MCP Claim
Read-only MCP server that wraps WizTree's CSV export and adds disk-usage analys…
N/A N/A
49739
inSideos-designs
cowork-qa Claim
Goal-driven Playwright browser sessions for LLMs, with full action traces and a…
N/A N/A
49740
selvin-paul-raj
Fully featured MCP server that provides automation tools for LinkedIn, supporti…
N/A N/A
49741
Jasekeee
shelby-mcp Claim
MCP server for Shelby Protocol that enables AI agents to read, write, and manag…
49742
CristianoCiuti
RepoNova Claim
RepoNova is an MCP server that builds a persistent knowledge graph of your code…
N/A N/A
49743
jean-johnson-zwix
arm-code-mcp Claim
MCP server for Arm64 Linux performance: parse perf output, suggest NEON intrins…
N/A N/A
49744
lineofflight
Frankfurter Claim
Blended FX rates from 50+ institutions. Tools: get_rates, convert, list_currenc…
49745
takashicompany
playcaller Claim
An MCP server that enables AI agents to play-test Unity games by capturing scre…
N/A N/A
49746
fastmcp-me
Enables conversational AI assistants to help users discover movies, find showti…
N/A N/A
49747
SShadowS
Enables AI-powered ticket analysis and comprehensive Zendesk API integration vi…
49748
mater1996
A Sketch file processing MCP server that enables AI tools to analyze Sketch des…
N/A N/A
49749
music360app
Music360 MCP Claim
API do Music360 para agentes de IA - artistas, obras, fonogramas, contratos, sh…
49750
radiahq
Enables AI agents to manage and use prepaid virtual Visa cards with hard budget…
N/A N/A 95
Showing 49701–49750 of 49876 servers