community-automations/serp-brave-rerank

Research & Intel

PublicClaude subagent

Brave + Gemini Re-rank

Keyword search puts the page that repeats your words on top, not the page that actually answers you. This layer sits over Brave Search and re-orders results by meaning.

sonnet4 daysBrave Search APIGeminipgvectorFastAPI
ClaudeClaude
ROI for
README.md

Why this subagent

Keyword search puts the page that repeats your words on top, not the page that actually answers you. This layer sits over Brave Search and re-orders results by meaning.

It embeds the query and every result, then scores them for real intent match before handing back a cleaner ranking. Drop it behind any agent or app that needs better search than raw keyword results, with a relevance note attached to each hit.

How it runs

    • Read

      Used at step 01 to kick off the pipeline.

    • Write

      Used at step 01 to kick off the pipeline.

    • WebFetch

      Used at step 01 to kick off the pipeline.

    • WebSearch

      Used at step 01 to kick off the pipeline.

Sample output

json
// Sample output
// (generated when the pipeline finishes)

Re-rank the Brave results by semantic match to the query intent and return them ordered, each with a relevance_score and one-line justification.

Unlock the rest

The full agent definition, install snippet, and starter task are gated for community members.

Members get the full `.md` agent file, the npm / pnpm install one-liners, a starter prompt that we've tuned against real runs, and the open-source repo when this automation ships there. One email, magic link, done.