MCP Server Quality Scores

Independent quality analysis of 47403 public MCP servers

47403
Discovered
29585
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 6 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
47251
rikachu225
An MCP server implementation that enables searching and retrieving research art…
81
47252
Humotica
MCP server for AI-to-AI messaging on the AInternet with TIBET provenance. Enabl…
47253
makingendless
Endless Claim 1
MCP server for Endless, an all-in-one platform to collaborate, transform, and c…
N/A N/A 95
47254
CSOAI-ORG
GOC-compliant optical dispense record validation. Captures prescription, lens c…
N/A N/A
47255
AppiumTestDistribution
Provides resources and tools for generating Appium mobile gesture code (tap, sw…
N/A N/A
47256 N/A N/A 95
47257
valentinludu
oblio-mcp Claim
Unofficial MCP server for Oblio.eu accounting software enabling natural languag…
47258
cloudpepper
CloudPepper Claim
Manage CloudPepper servers, Odoo instances, backups, and deployments over MCP.
47259
Facets-cloud
Enables AI assistants to explore and interact with the Facets Control Plane API…
47260
adebayojuwon200-pixel
layergen-mcp Claim
Layergen 3D model generation, retexture, and repair — for Claude Desktop and an…
N/A N/A
47261
liortesta
Enables AI agents to interact with a TikTok-style social video platform, includ…
47262
OJamals
An MCP server that provides web search and semantic reranking capabilities usin…
81
47263
CSOAI-ORG
FHIR-based patient records for domiciliary opticians
N/A N/A
47264 N/A N/A 95
47265
CSOAI-ORG
AI-powered survey builder ai MCP server for agents. Supports create survey, val…
N/A N/A
47266
zb-ss
Servonaut Claim
Manage AWS, Hetzner, OVH and SSH servers: status, logs, CloudWatch, IP bans, sa…
N/A N/A
47267
leocelis
28 tools that make AI write, implement, and verify structured intent — so hallu…
47268
Bloomidea
saft-mcp Claim
An MCP server that enables AI assistants to parse, validate, and analyze Portug…
N/A N/A
47269
elizabethsiegle
A remote MCP server deployable on Cloudflare Workers without authentication, pr…
47270
simonlin1212
etsy-data Claim 1
Pre-computed Etsy market data for AI agents: Blue Ocean niche scores, best sell…
67
47271
Sequentum
mcp Claim
Turn the web into structured, reliable, actionable enterprise data for AI Agents
47272
luizhbesper
MCP server that gives AI coding agents hands, eyes and a mechanic's ear for Rea…
N/A N/A
47273
tommyjin2894
mcp-service Claim
A 3-tier relay service that serves MCP tools via WebSocket, including calculato…
47274
chiaha-ai
SCModeling Claim
Supply-chain network design via simulation, optimization, and greenfield analys…
47275
alexandrali0506
Generates web images using AI via ModelScope FLUX model, supporting multiple im…
47276
TamalAdebisi
phasefolio Claim
Biotech rNPV/PoS engine for AI agents. Signed exports, evidence register, asset…
47277
xeonvs
Caches and serves DDR/DRAM weekly price series from memorys.com and historical …
47278
WorkingWolfOnline
Enables AI assistants to monitor and analyze industrial process data from DCS/S…
47279
Quelvio
mcp-server Claim
Your company's brain for AI agents. Cited, permission-aware knowledge across ev…
47280
abhi-d-git
git-mcp Claim
Standalone MCP server for GitHub that enables repository management, branch ope…
47281
PierrunoYT
Enables high-quality AI image generation with superior text rendering using the…
81
47282
artfulhacker
A Model Context Protocol (MCP) server that provides seamless integration with t…
N/A N/A
47283
AdityaDREXEL
Enables AI agents to run brand-visibility audits by querying multiple AI engine…
47284
Savvly
savvly Claim
Savvly Longevity Benefit: product, comparisons, eligibility, and retirement pro…
47285
cyberofficial
Serves RootApp documentation files with search and retrieval capabilities, enab…
N/A N/A
47286
zersys
Enables AI agents to inspect, log, and control React Native apps on Android emu…
N/A N/A
47287
fastmcp-me
Enables searching and retrieving content from Grokipedia, with tools for page l…
47288
horsfallnathan
A Model Context Protocol server that provides programmatic access to Firefly II…
47289
Zwondra
Live CRE analysis: Federal Reserve rates, Census 1/3/5-mile demographics, DCF m…
47290
a-church-ai
Catholic AI compass: system prompts from Pope Leo XIV's encyclical Magnifica Hu…
N/A N/A
47291
ndungukamami-sketch
A secure MCP server that enables Claude to read, search, send, reply, forward, …
N/A N/A
47292
schwarztim
Enables AI assistants to manage Empire listeners, stagers, agents, modules, and…
47293
soulnai
Enables accessing and querying Dutch government open datasets from CBS and data…
47294
ap311036
Safely schedule Outlook meetings on on-prem Exchange EWS with preview-confirmed…
N/A N/A
47295
HadyAhmed00
Android-MCP Claim
Enables AI agents to control Android devices and emulators through direct UI in…
N/A N/A 95
47296
Adgentek
adsmcp Claim
MCP-native ad server. Monetize AI chatbots and agents with conversational ads.
47297
mathiaschu
Enables AI assistants to manage Google Ads accounts by providing tools for quer…
N/A N/A 95
47298
rohanmistry231
Claude-OS Claim
A concise Claude reference bundle for developers, covering commands, MCP server…
N/A N/A
47299
solatis
An MCP server that provides a flexible lens into directory structures and files…
N/A N/A
47300
fsans
MCP server for FileMaker Server OData 4.01 API integration, enabling AI assista…
Showing 47251–47300 of 47403 servers