Compare LLM cost/latency on one prompt; PDF translate, PPTX, cited research. No key needed.
Copy the AI prompt to install this server into Claude Code, Cursor, or another agent β or use 1-click editor setup below.
We haven't yet run this listing's install command through our automated sandbox check. This isn't a red flag β we're steadily working through the catalog.
π‘ Paste into ~/Library/Application Support/Claude/claude_desktop_config.json (macOS) or %APPDATA%\Claude\claude_desktop_config.json (Windows)
Hosted open-source AI apps, callable by your agent over MCP β and from your terminal.
Every number above is read from the upstream usage response, not derived from a
published price list. That distinction matters more than it sounds β while building
this we found the obvious conversion formula was wrong for several models
(one was off by ~9Γ, another by ~3Γ), and only billing-delta measurement matched
reality. Full method and data.
Or directly:
| 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 β PDFMathTranslate, GPT Academic, GPT Researcher, NextChat, LobeChat β hosted pre-configured so you can try them without installing Docker, Python, or supplying an API key.
Anonymous calls get a small free quota β 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.
MIT
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