MCP Server Quality Scores

Independent quality analysis of 47403 public MCP servers

47403
Discovered
29595
Scored
2112
Verified
16952
Complete

Last updated 26 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
47201
Autostackup
sales Claim
BANT + MEDDIC qualification, ICP scoring, pipeline forecasting & outreach for C…
N/A N/A
47202
hamzaamjad
A powerful MCP server that extracts, stores, searches, and analyzes Claude.ai c…
47203
jordanburke
A local MCP server that enables LLMs to execute shell commands on remote hosts …
N/A N/A
47204
claudetest Claim 1
Playwright & Appium test automation for Claude. Generate tests, diagnose failur…
N/A N/A 69
47205
Eclipse-XV
See setup blow. Enable AI agents to interact with Twitch streams by sending cha…
N/A N/A 95
47206
smallhandsome
ShotAPI Claim
Screenshot and HTML Rendering MCP Server for AI Agents. Capture screenshots, re…
47207
Book Metadata Claim 1
Search Google Books and Open Library for book metadata, covers, and publication…
N/A N/A 81
47208
SocialAPI-AI
socialapi Claim 1
MCP server for SocialAPI — manage social media comments, DMs, reviews, and ment…
N/A N/A 83
47209
caliper
Occam Claim
Occam is an MCP server that discovers mathematical equations from numerical dat…
81
47210
falcosan
Provide AI models with seamless access to Meilisearch's powerful search and ind…
N/A N/A 95
47211
Semiotronika
LINZA Claim
Local-first MCP sidecar for Markdown artifacts, review intents, and supervised …
N/A N/A
47212
CSOAI-ORG
Agent Cost Allocator MCP — multi-tenant LLM cost attribution for chargeback bil…
81
47213
agoradigest
MCP server that connects your AgoraDigest A2A agent to MCP-compatible clients, …
47214
dave
testing Claim
N/A N/A 95
47215
kynto2001-ctrl
XRPL wallet risk scoring. Behavioral tags, sub-scores, graph analysis. Pay per …
N/A N/A 95
47216
webmyc
172+ tools, 12 builders, context-aware filtering. SafeEdit safety.
N/A N/A 83
47217
adelaidasofia
One MCP, many parsers. Routes between markitdown, Docling, and LlamaParse. Plus…
N/A N/A
47218
sling-cli Claim 1
Sling CLI MCP server for querying any database, running data pipelines and mana…
N/A N/A 81
47219
stanley17112000-1yps
**GetCurrentOffer** is a remote MCP server that lets AI agents search live cred…
81
47220
PostHog
A Model Context Protocol server that enables Claude Desktop users to interact d…
N/A N/A 95
47221
Olostep MCP server for web scraping, google search and website urls search.
N/A N/A 81
47222
plate-to
Plate MCP Claim
Lightweight project management for teams and AI agents.
47223
Secure integration between AI tools and Egnyte content with search, analysis, a…
N/A N/A 81
47224
adrianmarin1976
Local business data for SW Riverside County CA (Temecula, Murrieta, Menifee, La…
81
47225
ReclaimerGold
A Model Context Protocol server that scrapes static HTML with BeautifulSoup for…
47226
Interactive programming teacher using Scrimba's methodology for 10x retention
N/A N/A 81
47227
ruchy-mcp Claim 2
MCP server for Ruchy: code analysis, scoring, linting, formatting, and transpil…
N/A N/A 81
47228
philippesaade-wmde
WikidataMCP Claim
Model Context Protocol for Wikidata
N/A N/A 95
47229
MrLesk
The simplest way to bridge and collaborate across AI Agent sessions like Claude…
N/A N/A
47230
yespark
Enables AI assistants to interact with Metabase by providing access to dashboar…
81
47231
abecms
Enables running visual regression tests, polling results, and reading structure…
47232
gtrusler
An MCP server utilizing Supabase to provide memory and knowledge graph storage,…
N/A N/A 95
47233
JagadeeshMaroju
AI-driven MCP server for Sitecore XM Cloud authoring, enabling template creatio…
47234
the-meta-value
else_when Claim
N/A N/A 95
47235
chenfukun
A lightweight MCP server for MongoDB 3.6+ providing read, write, metadata, and …
47236
mailgo
AI-powered cold email campaign management through Model Context Protocol (MCP).
81
47237
galatanovidiu
Enables WordPress content management through the Model Context Protocol, allowi…
47238
CSOAI-ORG
MEOK Governance Engine - 62 AI governance tools. EU AI Act + NIST + ISO 42001 +…
N/A N/A
47239
Joe-Spencer
Enables LLMs to interact with small business data systems through tools for doc…
N/A N/A
47240
deak-ai
Enables MCP clients like Claude Desktop to interact with openEHR REST APIs (EHR…
47241
youcanautomate-yca
appium-mcp Claim
Professional mobile test automation framework with AI-powered test generation, …
N/A N/A
47242
mcp-developers Claim 1
Gaudio Lab Audio AI — Stem Separation, DME Separation, AI Text Sync
N/A N/A 69
47243
VictoriaMetrics-Community
MCP Server for VictoriaLogs. Provides integration with VictoriaLogs API and doc…
N/A N/A 83
47244
groupdocs-comparison
MCP server for GroupDocs.Comparison — compare documents and inspect source info…
N/A N/A
47245
merciless-artist
serverclaude Claim
N/A N/A 95
47246
Read and verify Content Credentials (C2PA) from images and media using the c2pa…
N/A N/A 81
47247
asancivieri
API Locker Claim
Encrypted credential vault with a 21-tool MCP server. Store and manage LLM API …
81
47248
CSOAI-ORG
EV-recall transport compliance — ADR Class 9 (UN3480/3481/3536/3556/3557/3558),…
N/A N/A
47249
CSOAI-ORG
Agent Content Watermark MCP — dedicated EU AI Act Article 50(2) GenAI watermark…
81
47250
dev-jpnobrega
Provides real-time weather information for Brazilian cities, built with domain-…
Showing 47201–47250 of 47403 servers
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