MCP Server Quality Scores

Independent quality analysis of 54421 public MCP servers

54421
Discovered
29776
Scored
2112
Verified
16952
Complete

Last updated 6 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
52301
willhamlam
Enables AI-powered browser automation through RoxyChrome browsers using Playwri…
81
52302
tanwenxin
Send emails securely using the 126 email service with SMTP support. Enable send…
N/A N/A 95
52303
ChristopherDavenport
github-twin Claim
Personal RAG over your GitHub history (commits, code, reviews), served to Claud…
N/A N/A
52304
driftsbot
drifts Claim
Multi-sensory AI experiences with time-locked progression and structured sensor…
N/A N/A 83
52305
Jonahbkerr
An MCP server that enables any AI agent to call Claude using your existing Max/…
N/A N/A
52306
AlfrescoLabs
A minimal MCP server for Alfresco providing tools via the Alfresco REST API, wi…
52307
agraciag
patxin Claim
Request qualified humans for real-time cognitive micro-tasks on demand.
N/A N/A 83
52308
botmonster
Image to SVG Claim
MCP server that converts raster images (PNG/JPG/WEBP) to SVG vector format
N/A N/A
52309
groundlight
Enables natural language interaction with Groundlight to create and manage comp…
52310
AiAgentKarl
MCP server giving AI agents access to global supply chain and trade data from U…
52311
l0kifs
Analyzes Python project structure by exploring directory trees, extracting outl…
N/A N/A
52312
MauroDruwel
Connect Claude and other MCP clients to your Smartschool account to ask about g…
52313
graph-memory
graphmemory Claim
An MCP server that builds a semantic graph memory from a project directory, ind…
N/A N/A
52314
aakashns
Provide comprehensive due diligence support by integrating various data sources…
N/A N/A 95
52315
hktari
Enables AI agents to access and analyze financial data from Toshl Finance, incl…
N/A N/A
52316
bioanywhere
Connects AI assistants to GitLab, enabling natural language queries for merge r…
81
52317
mwbidwell
Build forms, manage responses, and run AI analysis via the BionicForms API.
N/A N/A 83
52318
fieldcure
essentials Claim
Essential MCP server: HTTP, web search, downloads, Wolfram|Alpha, shell, JS, fi…
N/A N/A
52319
NguyenTrinh3008
Provides a unified MCP interface that proxies requests to multiple backend serv…
N/A N/A 95
52320
valentin-harrang
MCP server to automate Pull Request creation with AI. Analyzes Git branches, ge…
N/A N/A
52321
marvennai
Connect AI agents to Marvenn for outbound growth via email, voice, and LinkedIn.
N/A N/A 90
52322
honeyvig
WavespeedMCP Claim
An MCP server that provides a standardized interface for accessing WaveSpeed AI…
52323
ruchit
gsc Claim
N/A N/A 95
52324
1126misakp
A powerful MCP server for Excel operations with seamless Supabase Storage integ…
52325
MaxRadzey
swag Claim
Enables agents to browse a catalog of OpenAPI specs, search for operations, and…
52326
johnanleitner1
7,000+ live bookable slots across 20 suppliers in 28 cities and 15 countries — …
81
52327
abdallah-nasir
Enables interaction with Google NotebookLM through a real Chrome browser, allow…
52328
daleweaver1981
dealflow-mcp Claim
50 AI prompts for real estate investors — BRRRR, flips, multifamily
N/A N/A 95
52329
schwarztim
An MCP server that provides AI assistants with access to CrackMapExec/NetExec n…
N/A N/A
52330
autolearnai
An MCP server that enables AI agents to dynamically create and reuse executable…
N/A N/A
52331
devd3vil
mcpserver1 Claim
N/A N/A 95
52332
AiAgentKarl
MCP server giving AI agents access to US political finance data: campaign contr…
52333
Flexcrit
A TypeScript-based MCP server template for the Antigravity agentic environment,…
N/A N/A
52334
musictechlab
mtl-c2pa-mcp Claim
MCP server for reading C2PA content provenance manifests from media files, enab…
N/A N/A
52335
truthanb
MCP server for the Behringer DeepMind 12 synthesizer. Gives AI agents real-time…
N/A N/A
52336
bfernandesbfs
Enables natural language profiling of iOS apps using xctrace (Instruments) for …
N/A N/A
52337
hfhfn
mcp_server Claim
Provides configuration examples and management for MCP servers supporting stdio…
52338
mark-burg
An MCP server that helps AI agents comprehend a codebase by providing tools for…
N/A N/A
52339
lukisch
n8n Manager MCP Claim 1
MCP server for n8n workflow management -- view, create, sync and manage workflo…
N/A N/A 95
52340
ashuashu20691
Enables AI-powered database operations on Oracle Autonomous Database via natura…
52341
javeo2022
Enables Claude Code to directly manage WordPress sites via natural language, in…
N/A N/A
52342
Moeblack
Enables AI agents to generate anime-style images using ComfyUI and Anima models…
52343
wuwususu
An MCP server that provides controlled read/write tools for managing local-firs…
N/A N/A
52344
youngminsw
Enables AI assistants to control OriginLab Origin Pro via COM automation for da…
N/A N/A
52345
AElfProject
Enables interaction with AElf blockchain nodes, allowing users to read chain st…
52346
stoneHee99
velog-mcp Claim
Enables AI assistants to read, search, and write Velog blog posts. Supports pos…
52347
fastmcp-me
APIWeaver Claim
Dynamically creates MCP servers from web API configurations, enabling AI assist…
52348
trivago Claim 1
trivago's mcp server to find your ideal hotel and compare prices from multiple …
N/A N/A 81
52349
rudra016
An MCP server that enables AI assistants to search, discover, and install Acete…
52350
fireberry-crm
Enables AI assistants to securely interact with Fireberry CRM, allowing metadat…
Showing 52301–52350 of 54421 servers