MCP Server Quality Scores

Independent quality analysis of 66484 public MCP servers

66484
Discovered
31817
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 47 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
58551
leporel
Extract palettes from images, generate harmonies, gradients, random palettes; C…
58552
biccio
A generic MCP (Model Context Protocol) server for any Hugo blog, deployed on Cl…
58553
epe105
MCP server for interacting with NetBox API, enabling users to query and manage …
N/A N/A
58554
tsukumonasu
MCP server for LINE WORKS that enables accessing user profiles, calendars, task…
N/A N/A
58555
vannet
GotFreeFax Claim
Send free or paid faxes to US/Canada from Claude, ChatGPT, and other AI agents.
58556
MicaelJarniac
gong-mcp Claim
MCP server for interacting with Gong's sales engagement platform, enabling acce…
N/A N/A
58557
foudhilriahi
DepGuard Claim
DepGuard is an MCP server for real-time dependency safety checks, verifying pac…
58558
Hermes-pm
An MCP server that enables AI agents to search, read, and create notes across s…
58559
mehuljn
devenv-cache Claim
Provides a local SQLite cache of package documentation and APIs, enabling AI co…
N/A N/A
58560
cardea-mcp
Rust Coder Claim
Enables AI agents to generate, compile, and fix Rust projects from natural lang…
58561
fltln-io
Faultline Claim
Check infrastructure health, manage incidents, and run runbooks in Faultline.
58562
TOT-Concept
Multi-LLM entity enrichment: schemas, single/batch enrichment, fusion, model be…
58563
catlog22
Integrates with Claude Code to execute AI-powered code analysis and workflow au…
N/A N/A
58564
ViranjPatel
Ultra-lightweight MCP server for construction calculations and material estimat…
58565
tryflask
Video feedback for AI agents via Flask (flask.do). Agents upload renders for hu…
58566
benomahony
Jira CLI MCP Claim
A Model Context Protocol (MCP) server that wraps the Jira CLI tool, exposing Ji…
N/A N/A
58567
fastmcp-me
Enables building, running unit tests, and instrumented tests for Android projec…
N/A N/A
58568
Zlash65
A secure PostgreSQL MCP server with built-in SSH tunneling that enables AI assi…
58569
yejianye
Enables AI agents to find semantic connections and perform text searches in Obs…
N/A N/A
58570
wuruiqi
Connects Zotero and Obsidian for an AI-assisted academic reading workflow, enab…
N/A N/A
58571
trongthoaivn
Bridges AI assistants with EVE-NG network simulation labs, enabling autonomous …
58572
remynln
An MCP server that connects AI assistants to Xray Cloud for Jira test managemen…
58573
eltociear
EVM contract/token risk check + ERC20 approval (proxy, EIP-7702, unlimited-allo…
N/A N/A
58574
emirrcodes
Enables searching for places and tourist activities using Foursquare and Amadeu…
N/A N/A
58575
malkreide
An MCP server providing AI-powered access to Open Data from the City of Zurich,…
58576
jmgomezl
peer-relay Claim
A message relay MCP server enabling two separate Claude Code instances to excha…
58577
CSOAI-ORG
pci-dss-mcp Claim
pci-dss-mcp MCP server by MEOK AI Labs
N/A N/A
58578
iamevandrake
Analyze any company's identity. Get a Soul Score, dimension scores, a soul.md, …
N/A N/A 83
58579
sbs1003
sbs_mcp_1010 Claim
N/A N/A 95
58580
jangisaac-dev
OwlOCR MCP Claim
A macOS-based MCP server that enables high-accuracy text extraction from PDF an…
N/A N/A 95
58581
AnChainAI
Enables AI assistants to access AnChain.AI blockchain intelligence APIs for ris…
58582
pymupdf
MCP server for exporting PDF to markdown, optimized for LLM consumption.
N/A N/A
58583
AIHomeDesign
MCP server to virtually stage, redesign, enhance and declutter real-estate phot…
58584
Frankhoubre
imaginode Claim
Generate AI images and videos (Flux, Nano Banana, Kling, Veo, 48+ models), refu…
58585
VitalyOstanin
MCP server that lets AI coding tools control and observe a running Node.js proc…
N/A N/A
58586
blong-dev
The public record of local government: what your officials actually say and do,…
58587
andysolomon
MCP server that queues stories and feeds them to live Claude Code sessions, del…
N/A N/A
58588
nathanaeljyhlee
MCP server that gives AI agents access to Babson's campus events and student or…
58589
chensiling
Windbg-MCP Claim
Enables AI-driven WinDbg kernel debugging via the Model Context Protocol, allow…
N/A N/A
58590
walidboulanouar
n8n-mcphj Claim
N/A N/A 95
58591
jomapps
Enables character management and semantic search for the Auto-Movie application…
81
58592
EtanHey
VoiceLayer Claim
VoiceLayer MCP server enables AI coding assistants to speak and hear via local,…
N/A N/A
58593
jungho-dev
Provides batch file operations, search, and essential git workflows via stdio M…
N/A N/A
58594
naruto1031
Uproad Claim
Share prototypes as private links clients open without an account, attach specs…
58595
tools-for-agents
scout Claim
MCP server that fetches web pages, extracts clean markdown (reducing token coun…
N/A N/A
58596
rajdeepmondaldotcom
WHOOP recovery, sleep, strain, and workouts with server-side analysis: trends, …
N/A N/A
58597
kioie
Minimal Go wrapper on the official [modelcontextprotocol/go-sdk](https://github…
N/A N/A
58598
Rhaera
mcp-server Claim
N/A N/A 95
58599
jabbawocky
MCP server that drafts client proposals in your own voice. Save 2-3 of your win…
N/A N/A
58600
benoib
Enables authenticated ROAST users to view their dashboard, profiles, photoshoot…
Showing 58551–58600 of 66484 servers