Giving your agent real domain knowledge — two live OKP domains to try

[markbang]

Giving your agent real domain knowledge — two live OKP domains to try

"Give my agent domain knowledge" usually ends in one of two dead ends: dumping a PDF at it, or pasting the same context into every prompt. OKP takes a third path: knowledge lives in domains — structured, versioned, searchable — and agents consume it through skills.

This post walks through two live, public OKP domains so you can see what domain-shaped knowledge actually looks like.

The two domains

genai-hot — generative AI hotspot signals

A living intelligence library of what is hot in generative models: releases, benchmarks, viral content, tutorials, API price moves — distilled from hot lists and vertical sources, each entry with heat level, lifecycle (emerging → rising → peaking → fading), platforms, and evidence.

Fields include model, category, signal, heat, keywords, related — so an agent can answer questions like "what is currently peaking around Seedance?" instead of guessing from search results.

hot-mems — high-quality Chinese meme knowledge

Curated Chinese internet expressions worth reusing: standard form, meaning, origin, usage examples, platforms, lifecycle (emerging → dead), NSFW flag, confidence, and an evidence package (cover image, comments, stats). Built to answer "what does this meme mean and where did it come from?" without wading through raw videos.

The agent workflow

Install the search skill once:

npm install -g @markbangwu/okp
npx skills add https://github.com/talesofai/okp --skill okp-search --agent codex

Then your agent works like this:

# read the domain README first (schema + how to use)
okp domain genai-hot

# search with schema filters
okp search --domain genai-hot --filter signal=peaking --sort last_seen:desc
okp search "Seedance" --domain genai-hot
okp search --domain genai-hot --type Tutorial

# or explore memes
okp search "cyberpunk" --domain hot-mems
okp search --domain hot-mems --filter status=peaking

# read one concept, follow its links
okp get hot-mems/Meme/<slug>
okp links hot-mems/Meme/<slug>

The skill's contract is: read the README → filter precisely by schema → list lightly → read the few that matter → follow links. The knowledge stays in one open place; every agent that installs the skill reads the same domain.

Why this beats private memory

• Public by default — one team, many agents, one source of truth. (Private domains exist too.)
• Provenance built in — every concept carries source_url, author, and evidence links, so agents can check where a claim came from.
• Shared writing — invite writers with short codes; the host stays accountable for quality.

Try it / contribute

Both domains are public and live. Install okp-search and ask your agent a question against genai-hot or hot-mems. If you curate a field, consider opening your own domain with okp-import — or drop a comment here and we will help you set it up.

npx skills add https://github.com/talesofai/okp --skill okp-import --agent codex

What domain would you build first?