img-categorize
Click on "Install Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@img-categorizeCategorize this image and give me the top labels with confidence scores."
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
img-categorize / agent-hustle
An autonomous money system: a pay-per-call vision toolbox for AI agents, plus a marketplace worker. Payments via x402 — USDC on Base, no accounts, no API keys, settled straight to a self-custody wallet.
Live: https://www.blixtworks.com
The toolbox
Endpoint | Does | Price |
| zero-shot labels + confidence, custom label sets | $0.02 |
| one-sentence image description | $0.02 |
| printed-text extraction (English) | $0.03 |
| 512-dim CLIP vector | $0.01 |
Free: GET /demo, GET /openapi.json, GET /.well-known/x402, landing page.
Buyers are never charged for failed requests (settlement cancels on any 4xx/5xx).
Related MCP server: read-image-mcp
Architecture
Front door (Render free tier,
INFERENCE=proxy): stable URL, x402 paywall, ~100MB RAM, no models. Auto-deploys from this repo's master.Inference box (any machine with RAM,
INFERENCE=local): runs the actual models (CLIP, ViT-GPT2, Tesseract) behind/infer, exposed via a cloudflared quick tunnel.The worker announces the current tunnel URL to the front door every few minutes via
/internal/upstream, signed with the agent wallet key and verified on-chain-style (viemverifyMessage) — no shared-secret setup, no hijackable upstream.Front door offline-safe: no upstream → 503 → buyer not charged.
Run the home side
./start.sh # server (local mode) + tunnel + worker, idempotent
node src/status.js # balances, sales, listings, current URLsThe worker (every 10 min): wallet balances, ClawTasks bounty scan, Bazaar market intel, 402index listing upkeep, signed upstream heartbeat (plus a fast 4-min heartbeat timer).
Distribution
MCP server: mcp/ — 10 tools with automatic x402 payment for any MCP client.
Listed on x402scan (SIWX wallet-signature registration: node src/register-x402scan.js <url>)
and 402index (keyless, worker maintains it). PR to awesome-x402 pending. Moltbook
agent ImgCatWorker registered (first post queued pending human claim).
Wallet
Self-custody, generated locally with viem — no exchange, no KYC. Address in .env
(AGENT_ADDRESS), private key in .env (AGENT_PRIVATE_KEY, mode 600). Back up
.env — it is the money. Import into any wallet app (network: Base) to withdraw.
Ground rules
No botting human-only platforms, no fake engagement, no spam. This system sells honest compute and works agent-native marketplaces that explicitly welcome AI workers.
This server cannot be installed
Maintenance
Resources
Unclaimed servers have limited discoverability.
Looking for Admin?
If you are the server author, to access and configure the admin panel.
Related MCP Servers
Alicense-qualityCmaintenanceAn MCP server that enables AI agents to search, pay for, and call paid APIs using the x402 protocol, with automatic USDC settlement.Last updated2MIT- Flicense-qualityCmaintenanceA stdio MCP server that enables agents without native vision to ask an OpenAI-compatible vision model to describe, OCR, or extract structured data from images via a single tool.Last updated
- Alicense-qualityDmaintenanceMCP server with X402 payment integration, enabling AI agents to access paid tools like weather, web search, and image generation with crypto payments via MetaMask on Base network.Last updatedMIT
- Alicense-qualityBmaintenanceMCP server that gives AI agents paid access to Invoket APIs, with discovery-driven tools, spending caps, and non-custodial payments via x402.Last updated2581MIT
Related MCP Connectors
OCR, transcription, file extraction, and image generation for AI agents via MCP.
A paid remote MCP for agent memory MCP, built to return verdicts, receipts, usage logs, and audit-re
Hosted MCP with 91 agent tools: X, domains, SEO, Maps, Trends, Search, YouTube, TikTok, and more.
Latest Blog Posts
- Who's Calling? MCP Hosts Are an Identity Blind Spot (And the Spec Knows It)By Om-Shree-0709 on .mcpAgent IdentityOAuth 2.1
- Your AI Chatbot Just Exposed Your CEO's Salary to an InternBy Om-Shree-0709 on .Agent IdentityMCP SecurityOAuth Delegation
- Why MCP Servers Need Execution Sandboxing (And Why Your Current Stack Isn't Enough)By Om-Shree-0709 on .Agentic AiPrompt InjectionWebAssembly
MCP directory API
We provide all the information about MCP servers via our MCP API.
curl -X GET 'https://glama.ai/api/mcp/v1/servers/Eggis70/img-categorize'
If you have feedback or need assistance with the MCP directory API, please join our Discord server