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ai-netcafe

Hosted open-source AI apps, callable by your agent over MCP — and from your terminal.

npx ai-netcafe compare "dedupe a JS array preserving order"
MODEL              COST       LATENCY
deepseek-v4-flash  $0.00012    7.6s
gemini-3.5-flash   $0.000341   10.0s
GLM5.2             $0.001828   9.0s

cheapest: deepseek-v4-flash   fastest: deepseek-v4-flash
15.2× between cheapest and priciest

The point: costs are metered, not quoted

Every number above is read from the upstream usage response, not derived from a published price list. That distinction matters more than it sounds — while building this we found the obvious conversion formula was wrong for several models (one was off by ~9×, another by ~3×), and only billing-delta measurement matched reality. Full method and data.

Related MCP server: aipaygen-mcp

Connect it to an agent

npx ai-netcafe install     # prints config for Claude Code / Desktop / Cursor

Or directly:

claude mcp add --transport http ai-netcafe https://ainetcafe.com/mcp

Skills the agent gets

Skill

What it does

compare_models

One prompt across many LLMs, with real metered cost + latency

translate_pdf

Translate a PDF keeping formulas, figures and two-column layout intact

deep_research

Plans sub-questions, searches, reads sources, writes a cited report

make_slides

Generates a real downloadable .pptx

list_apps / get_app

Catalogue of the hosted open-source apps, with source repos

ask_model / list_models

Single model call; model list with prices

Backed by open-source projects — PDFMathTranslate, GPT Academic, GPT Researcher, NextChat, LobeChat — hosted pre-configured so you can try them without installing Docker, Python, or supplying an API key.

CLI commands

npx ai-netcafe compare "<prompt>"   # multi-model comparison with real costs
npx ai-netcafe ask "<prompt>"       # single model
npx ai-netcafe apps                 # hosted apps + source repos
npx ai-netcafe models               # models with per-million prices
npx ai-netcafe install              # MCP config for your agent

Quota

Anonymous calls get a small free quota — enough to try. Heavy skills (whole-PDF translation, deep research, slide generation) need an account or your own key, because one of those runs costs dozens to hundreds of model calls.

export ALLROUTER_API_KEY=sk-...   # unlimited, billed to you

MIT

A
license - permissive license
-
quality - not tested
C
maintenance

Maintenance

Maintainers
Response time
Release cycle
Releases (12mo)
Commit activity

Resources

Unclaimed servers have limited discoverability.

Looking for Admin?

If you are the server author, to access and configure the admin panel.

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