MCP Server Quality Scores

Independent quality analysis of 46593 public MCP servers

46593
Discovered
29562
Scored
2112
Verified
16952
Complete

Last updated 35 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
46401
asancivieri
API Locker Claim
Encrypted credential vault with a 21-tool MCP server. Store and manage LLM API …
81
46402
CSOAI-ORG
EV-recall transport compliance — ADR Class 9 (UN3480/3481/3536/3556/3557/3558),…
N/A N/A
46403
CSOAI-ORG
Agent Content Watermark MCP — dedicated EU AI Act Article 50(2) GenAI watermark…
81
46404
dev-jpnobrega
Provides real-time weather information for Brazilian cities, built with domain-…
46405
rikachu225
An MCP server implementation that enables searching and retrieving research art…
81
46406
Humotica
MCP server for AI-to-AI messaging on the AInternet with TIBET provenance. Enabl…
46407
makingendless
Endless Claim 1
MCP server for Endless, an all-in-one platform to collaborate, transform, and c…
N/A N/A 95
46408
CSOAI-ORG
GOC-compliant optical dispense record validation. Captures prescription, lens c…
N/A N/A
46409
frase-io
Frase SEO Claim
SEO, GEO & AI Visibility — research, write, optimize, publish & monitor content…
N/A N/A 83
46410
AppiumTestDistribution
Provides resources and tools for generating Appium mobile gesture code (tap, sw…
N/A N/A
46411 N/A N/A 95
46412
chrischall
gemini-mcp Claim
Generate and edit images with Google Gemini (Nano Banana / Nano Banana Pro) ima…
N/A N/A
46413
valentinludu
oblio-mcp Claim
Unofficial MCP server for Oblio.eu accounting software enabling natural languag…
46414
cloudpepper
CloudPepper Claim
Manage CloudPepper servers, Odoo instances, backups, and deployments over MCP.
46415
Facets-cloud
Enables AI assistants to explore and interact with the Facets Control Plane API…
46416
CSOAI-ORG
ISO/IEC 42005:2025 AI Impact Assessment MCP — first international standard for …
46417
adebayojuwon200-pixel
layergen-mcp Claim
Layergen 3D model generation, retexture, and repair — for Claude Desktop and an…
N/A N/A
46418
liortesta
Enables AI agents to interact with a TikTok-style social video platform, includ…
46419
OJamals
An MCP server that provides web search and semantic reranking capabilities usin…
81
46420
CSOAI-ORG
FHIR-based patient records for domiciliary opticians
N/A N/A
46421 N/A N/A 95
46422
CSOAI-ORG
AI-powered survey builder ai MCP server for agents. Supports create survey, val…
N/A N/A
46423
zb-ss
Servonaut Claim
Manage AWS, Hetzner, OVH and SSH servers: status, logs, CloudWatch, IP bans, sa…
N/A N/A
46424
leocelis
28 tools that make AI write, implement, and verify structured intent — so hallu…
46425
Bloomidea
saft-mcp Claim
An MCP server that enables AI assistants to parse, validate, and analyze Portug…
N/A N/A
46426
elizabethsiegle
A remote MCP server deployable on Cloudflare Workers without authentication, pr…
46427
simonlin1212
etsy-data Claim 1
Pre-computed Etsy market data for AI agents: Blue Ocean niche scores, best sell…
67
46428
Sequentum
mcp Claim
Turn the web into structured, reliable, actionable enterprise data for AI Agents
46429
luizhbesper
MCP server that gives AI coding agents hands, eyes and a mechanic's ear for Rea…
N/A N/A
46430
tommyjin2894
mcp-service Claim
A 3-tier relay service that serves MCP tools via WebSocket, including calculato…
46431
chiaha-ai
SCModeling Claim
Supply-chain network design via simulation, optimization, and greenfield analys…
46432
TamalAdebisi
phasefolio Claim
Biotech rNPV/PoS engine for AI agents. Signed exports, evidence register, asset…
46433
alexandrali0506
Generates web images using AI via ModelScope FLUX model, supporting multiple im…
46434
xeonvs
Caches and serves DDR/DRAM weekly price series from memorys.com and historical …
46435
WorkingWolfOnline
Enables AI assistants to monitor and analyze industrial process data from DCS/S…
46436
Quelvio
mcp-server Claim
Your company's brain for AI agents. Cited, permission-aware knowledge across ev…
46437
abhi-d-git
git-mcp Claim
Standalone MCP server for GitHub that enables repository management, branch ope…
46438
PierrunoYT
Enables high-quality AI image generation with superior text rendering using the…
81
46439
artfulhacker
A Model Context Protocol (MCP) server that provides seamless integration with t…
N/A N/A
46440
AdityaDREXEL
Enables AI agents to run brand-visibility audits by querying multiple AI engine…
46441
Savvly
savvly Claim
Savvly Longevity Benefit: product, comparisons, eligibility, and retirement pro…
46442
MatthewDavisAIArchitect
Architecture-grounded query for AI agents. Governance constraints, system depen…
46443
cyberofficial
Serves RootApp documentation files with search and retrieval capabilities, enab…
N/A N/A
46444
zersys
Enables AI agents to inspect, log, and control React Native apps on Android emu…
N/A N/A
46445
fastmcp-me
Enables searching and retrieving content from Grokipedia, with tools for page l…
46446
horsfallnathan
A Model Context Protocol server that provides programmatic access to Firefly II…
46447
Flexberry
MCP server for converting various file formats (PDF, DOCX, images, audio, etc.)…
N/A N/A
46448
parser Claim 1
Parse receipts & invoices into structured JSON. Pay per call in USDC (x402 on B…
N/A N/A 61
46449
westkevin12
Transforms messy commit histories into clean, secure repositories by scanning f…
N/A N/A
46450
SOevHTRZ
Provide a basic MCP server implementation for testing purposes. Enable interact…
N/A N/A 95
Showing 46401–46450 of 46593 servers