OKTS
GitHub ↗
Open Knowledge Tool Search · interactive demos

Give your agent 300 tools.
It only ever sees 3.

OKTS wraps any pile of tools — MCP servers, functions, HTTP APIs, sub-agents — into a searchable catalog behind a stable three-tool interface. Pick a demo below and feel how it works.

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Playground

Play the agent yourself.
  • Feel the context “flood” without OKTS
  • Assemble a catalog from toggleable sources
  • Run the search → load → call loop
  • Watch a HUD track the tokens you save
Open the playground →
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Retrieval Showdown

Press play — a 60-second explainer.
  • Vector-embedding search vs OKTS descriptors
  • Animated flowchart, step by step
  • Graph-aware retrieval surfaces alternatives
  • “Cost at scale” meter for embedding overhead
Watch the showdown →
Viewing tip: these are self-contained static pages. On GitHub Pages (Settings → Pages → deploy from main /docs) they’re served live at https://prabhukirangit.github.io/OKTS/. Opened through htmlpreview.github.io, the links above rewrite themselves automatically so navigation still works.