MCP Server Quality Scores

Independent quality analysis of 69052 public MCP servers

69052
Discovered
→
33772
Scored
→
2112
Verified
→
16953
Complete

Last updated 6 hours, 58 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
61551
Open-Agent-Tools
Provides AI agents with tools for paper trading stocks, options, ETFs, and bond…
— ○ ⏳ — — — — — —
61552
Byte-Naut
Provides an MCP server for local low-power screen vision, enabling AI agents to…
— ○ ⏳ — N/A N/A — — —
61553
emqx
Enables natural language interaction with industrial IoT devices using Sparkplu…
— ○ ⏳ — N/A N/A — — —
61554
netloc8
netloc8-mcp Claim
Model Context Protocol server for the NetLoc8 IP geolocation API. Gives AI assi…
— ○ ⏳ — — — — — —
61555
contextualizer-ai
artl-mcp Claim
Enables comprehensive scientific literature retrieval and analysis through Euro…
— ○ ⏳ — — — — — —
61556
apex-500
calendar-mcp Claim
MCP server that lets AI agents manage Google Calendar -- create events, check a…
— ○ ⏳ — N/A N/A — — —
61557
stlkrdumb
mmxomni Claim
Model Context Protocol server exposing MiniMax's image, speech, music, and vide…
— ○ ⏳ — — — — — —
61558
chrisurf
A read-only MCP server that provides AI agents structured access to Jira Cloud,…
— ○ ⏳ — N/A N/A — — —
61559
namdzmaso02
Enables AI agents to interact with Metricool API for social media metrics, camp…
— ○ ⏳ — — — — — —
61560
GongRzhe
Provides OpenCV computer vision capabilities for AI assistants, enabling image …
— ○ ⏳ — N/A N/A — — —
61561
sjgant80-hub
fallnet-mcp Claim
Exposes a sovereign peer-to-peer mesh (WebRTC + BroadcastChannel) to any MCP cl…
— ○ ⏳ — — — — — —
61562
lirad
A Shopify-focused MCP server that enables AI agents to manage store operations …
— ○ ⏳ — — — — 81 —
61563
the-meta-value
quantum_echo Claim
— ○ ⏳ — N/A N/A — 95 —
61564
NeoNexAI
Beebole MCP Claim
MCP server to connect Claude with Beebole for time tracking, enabling project a…
— ○ ⏳ — — — — — —
61565
qirabot
@qirabot/mcp Claim
Enables AI assistants to control mobile and desktop devices with natural langua…
— ○ ⏳ — — — — — —
61566
ErenAri
A stdio-based MCP server for fast, bounded search and navigation of large code …
— ○ ⏳ — N/A N/A — — —
61567
Baneado98
Audits npm dependencies for license compatibility, catching copyleft and source…
— ○ ⏳ — N/A N/A — — —
61568
maxime-fromentin
An MCP server that enables spreadsheet operations on LibreOffice Calc workbooks…
— ○ ⏳ — N/A N/A — — —
61569
oliverhees
lokyy-mcp Claim
This MCP server connects your AI to a knowledge base through semantic tools, en…
— ○ ⏳ — N/A N/A — — —
61570
lucifer-ux
ContextCore Claim
A local-first MCP server that indexes all your local files (text, code, images,…
— ○ ⏳ — N/A N/A — — —
61571
alexfu
mcp-ynab Claim
FastMCP server that exposes the YNAB API for budget management, enabling intera…
— ○ ⏳ — — — — — —
61572
storehausai
Enables AI assistants to interact with ECOUNT ERP through natural language, pro…
— ○ ⏳ — — — — — —
61573
Christian-Carminati
Wraps Maven and Spring Boot operations for Claude Code, providing structured JS…
— ○ ⏳ — N/A N/A — — —
61574
stopthegears
A remote MCP server that compresses long text contexts, stores compact reusable…
— ○ ⏳ — N/A N/A — — —
61575
2captcha
Provides browser automation and reCAPTCHA v2 solving tools for AI agents, integ…
— ○ ⏳ — N/A N/A — — —
61576
AojdevStudio
A lightweight MCP server that provides persistent knowledge graph storage for A…
— ○ ⏳ — N/A N/A — — —
61577
datacraftdevelopment
Enables Claude to interact with FileMaker databases through the FileMaker Data …
— ○ ⏳ — N/A N/A — — —
61578
gh33k
Enables Claude to answer natural language questions about your Apple Health dat…
— ○ ⏳ — N/A N/A — — —
61579
pytheum
Pytheum MCP Claim
Wraps the four public endpoints on api.pytheum.com as MCP tools so AI agents ca…
— ○ ⏳ — — — — — —
61580
spawnpoint-inc
spawnpoint Claim
Deploy the small apps your agent builds: one tool call returns a live, private …
— ○ ⏳ — — — — — —
61581
JuliusPinsker
mdify-mcp Claim
MCP server that gives LLMs the power to convert PDFs to Markdown on the fly usi…
— ○ ⏳ — N/A N/A — — —
61582
xodn348
ClawPay Claim
Connects AI agents to payment processors (Lithic, Stripe, PayPal) for automated…
— ○ ⏳ — N/A N/A — — —
61583
sKuangster
A general-purpose Google Maps MCP server that provides geocoding, place search,…
— ○ ⏳ — — — — — —
61584
AnuwatThisuka
edgemem Claim
Filesystem-native agent memory for Claude Code, enabling persistent team contex…
— ○ ⏳ — — — — — —
61585
fastmcp-me
MCP Fivetran Claim
Enables AI assistants to manage Fivetran users and connections, including invit…
— ○ ⏳ — — — — — —
61586
Rajpopzein
Retrieves YouTube Channel statistics, metadata, and uploaded videos using the Y…
— ○ ⏳ — — — — — —
61587
rokasklive
Source-code intelligence for agents, powered by OpenGrok and Go.
— ○ ⏳ — — — — — —
61588
Imsharad
Provides access to Gmail functionality through the Model Context Protocol, allo…
— ○ ⏳ — — — — — —
61589
shimondoodkin
Enables Claude to control the local desktop via screenshot, mouse, keyboard, an…
— ○ ⏳ — N/A N/A — — —
61590
pipeworx-io
Query and explore Delaware Open Data datasets via Socrata API, including search…
— ○ ⏳ — — — — — —
61591
baekbeombyeon
Enables interaction with the Flow Team API through MCP clients, allowing endpoi…
— ○ ⏳ — N/A N/A — — —
61592
hdmt
A Model Context Protocol server that enables managing Shopify store operations …
— ○ ⏳ — — — — — —
61593
jnorberg
Bridges AI assistants to HubSpot CRM via OAuth2.1+PKCE, enabling tool access th…
— ○ ⏳ — — — — — —
61594
a-g-e-n-t-s
Listens for Discord @mentions via Gateway and queues them for processing by an …
— ○ ⏳ — — — — — —
61595
Flexcrit
A TypeScript-based MCP server template for the Antigravity agentic environment,…
— ○ ⏳ — N/A N/A — — —
61596
mobus-ai
Mobus Claim
Search, preview, and analyze datasets from 20+ platforms via a single MCP conne…
— ○ ⏳ — N/A N/A — — —
61597
EXPESRaza
Implements the Model Context Protocol to retrieve context from a locally runnin…
— ○ ⏳ — N/A N/A — — —
61598
EezyMAcc
Tattoo Feed Claim
Enables browsing and curating posts from Instagram tattoo artists via Business …
— ○ ⏳ — — — — — —
61599
pipeworx-io
Mono County GIS — Mono County & Mammoth Lakes, California open geospatial data …
— ○ ⏳ — — — — — —
61600
jsoares
baselight Claim
— ○ ⏳ — N/A N/A — 95 —
Showing 61551–61600 of 69052 servers