MCP Server Quality Scores

Independent quality analysis of 62098 public MCP servers

62098
Discovered
30093
Scored
2112
Verified
16953
Complete

Last updated 17 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
61701
docs Claim 1
Search and read the Free Battery Factory docs (LiteShip, batpak) as live MCP to…
67
61702
emrgcl
Measures TCP connection latency to Azure blob storage endpoints across regions,…
N/A N/A
61703
Parse PDF/Word/PPT/HTML to Markdown; tables as JSON, image extraction, RAG chun…
67
61704
ivinitus
MCP server for Zephyr Scale test management enabling test case, test run, folde…
N/A N/A
61705
aribot-mcp Claim 1
Threat modeling, code, API & cloud security, shadow-AI & compliance governance.
67
61706
@ssdeanx
ssd-ai Claim
This is upgrade of hi-ai mcp server converted into english, also all unuse var…
N/A N/A 95
61707
Greg-Swiftomatic
Substack MCP Claim 1
An MCP server that enables AI assistants like Claude to interact with Substack …
81
61708
pipeworx-io
AI Incident Database (AIID) MCP
61709
Search and compare products from Singapore, SEA, and US markets via MCP.
N/A N/A 81
61710
anuoua
Enables progressive exploration of Swagger/OpenAPI API documentation. Supports …
81
61711
blaideinc
recipe-mcp Claim
Generate and remix recipes using cookwith.co
N/A N/A 95
61712
MaraBank
Enables Claude to connect to servers via SSH, execute commands, transfer files,…
N/A N/A
61713
statespace-tech
Statespace Claim
Enables users to document data and connect it to AI agents by defining tools an…
81
61714
breezykalama
MCPGen Claim
Generates safe-by-default MCP servers from OpenAPI specs, exposing only low-ris…
61715
nfshanq
MCP Invoice Claim
A Python MCP server for invoice and receipt processing that uses OCR technology…
N/A N/A 95
61716
Futuremine97
quant information provider bot
N/A N/A
61717
phbernard
hoaster Claim
Hosts AI-generated web content (HTML, images, SVG, JSON) at a public URL, with …
61718
OpenSIN-Code
Scaffolds new MCP servers for the OpenSIN-Code ecosystem with templates for Pyt…
N/A N/A
61719
felipenalves
A template for deploying remote MCP servers to Cloudflare Workers without authe…
81
61720
Uncommontayo
A high-performance MCP server that enables AI assistants to interact with Gmail…
N/A N/A
61721
jbarket
loom Claim
Provides persistent identity and memory for AI agents across MCP-compatible har…
N/A N/A
61722
german-tax-data Claim 1
German municipal tax data (Hundesteuer, Zweitwohnungsteuer, Pfaendung), cited t…
67
61723
ai-mcp-garage
A standardized MCP server implementation that provides AI models with dynamic t…
81
61724
tobyandrews1985
Basketeer Claim
Personal UK Tesco grocery account over MCP: search, basket, slots, orders, and …
N/A N/A
61725
itsbharatj
Converts a live ROS 2 occupancy map into shareable images (PNG/JPEG/base64) and…
N/A N/A
61726
anuragagrawal0430
An open-source MCP server that lets AI assistants read, create, search, and man…
61727
benreichman
Enables web search and content scraping from multiple engines via a local SearX…
N/A N/A
61728
h-ping
tdhc Claim
N/A N/A 95
61729
Aakashbhardwaj27
AI Scanner Claim
Scan codebases for LLM/AI SDK usage, exposed API tokens, and hardcoded secrets.
N/A N/A 95
61730
GregoriSoria
Enables LLMs to interact with Billforward's billing and subscription management…
61731
chiz0me
Enables scanning Express.js route surfaces for inventory and audit, classifying…
N/A N/A
61732
wynandw87
ElevenLabs Claim
MCP server that brings ElevenLabs to Claude Code — text-to-speech, sound effect…
N/A N/A
61733
algony-tony
Exposes full Linux system control to AI clients via MCP tools for bash executio…
61734
websitebutlers
An MCP server that enforces the clean-room software reimplementation process wi…
N/A N/A
61735 N/A N/A 95
61736
lvncer
VRMCP Claim
Enables AI to control 3D VRM models via natural language, supporting expression…
N/A N/A
61737
shiz81463
BlenderMCP Claim
Connects Blender to Claude AI through MCP, allowing Claude to directly interact…
N/A N/A
61738
shufl9dka
Provides tools for web, image, generative search, and Wordstat keyword statisti…
61739 N/A N/A 95
61740
atende-direito
Deploys a remote MCP server on Cloudflare Workers without authentication, suppo…
61741
theta4ai
Theta Health MCP is a HIPAA-complaint intelligent memory layer for your health …
81
61742
josuekongolo
Provides comprehensive Norwegian business intelligence through Brønnøysund and …
81
61743
digital-go-jp
MCP server for Japan's Jグランツ grant application system, enabling LLMs to search …
61744
christos
Zuplo Claim
Retrieve insurance profiles on demand to enrich customer workflows. Access up-t…
81
61745
sarptandoven
Dynamically exposes Python SDKs (Kubernetes, GitHub, Azure) through an agent-fr…
81
61746
lock3r
A project-scoped private journaling and semantic search server for Claude, usin…
N/A N/A
61747
cxzzzz
wavekit-mcp Claim
An MCP server that provides AI assistants with a persistent, sandboxed Python e…
N/A N/A
61748
rudedoggg
Generates clean, PG-13 dad jokes using AI and creates visual illustrations to a…
81
61749
ChenyqThu
An MCP server enabling LLMs to access WeChat Reading bookshelf, notes, highligh…
61750
sauravtom
A safety layer and monitoring copilot for AI agents using Splunk MCP, recording…
N/A N/A
Showing 61701–61750 of 62098 servers