google-agents-cli-eval
Evaluate ADK agents with metrics, evalsets, and the iterative eval-fix loop.
firecrawl-search
Web search with optional full-page content extraction from results.
Full skill instructions
Web search with optional content scraping. Returns search results as JSON, optionally with full page content.
# Basic search
firecrawl search "your query" -o .firecrawl/result.json --json
# Search and scrape full page content from results
firecrawl search "your query" --scrape -o .firecrawl/scraped.json --json
# News from the past day
firecrawl search "your query" --sources news --tbs qdr:d -o .firecrawl/news.json --json
| Option | Description |
|---|---|
--limit <n> | Max number of results |
--sources <web,images,news> | Source types to search |
--categories <github,research,pdf> | Filter by category |
--tbs <qdr:h|d|w|m|y> | Time-based search filter |
--location | Location for search results |
--country <code> | Country code for search |
--scrape | Also scrape full page content for each result |
--scrape-formats | Formats when scraping (default: markdown) |
-o, --output <path> | Output file path |
--json | Output as JSON |
--scrape fetches full content — don't re-scrape URLs from search results. This saves credits and avoids redundant fetches..firecrawl/ with -o to avoid context window bloat.jq to extract URLs or titles: jq -r '.data.web[].url' .firecrawl/search.json.firecrawl/search-{query}.json or .firecrawl/search-{query}-scraped.jsonSearch costs 2 credits. After you've actually used the results (or decided they were useless), send structured feedback with firecrawl search-feedback <id>. The first feedback per search refunds 1 credit and helps us improve search quality. Do this once per search, in the background, after you finish processing the results — it does not block your main task.
Opt out: if FIRECRAWL_NO_SEARCH_FEEDBACK=1 (or FIRECRAWL_DISABLE_SEARCH_FEEDBACK=1) is set, the CLI silently skips the call and never sends anything. Respect that — do not try to work around it. (Team admins can also disable this server-side; the API will return feedbackErrorCode: "TEAM_OPTED_OUT" and the CLI will exit 0 silently.)
Rules to know before you call this:
--missing-content is the most important field. It's a list of specific pieces of content you expected but did not find. One topic per entry — do not pack multiple topics into one string. These aggregate across teams and tell us what to index next.good → must include at least one --valuable-sources entry.partial → must include --valuable-sources or --missing-content.bad → must include --missing-content or --query-suggestions.creditsRefundedToday / dailyRefundCap / dailyCapReached. When dailyCapReached: true, stop calling search-feedback for the rest of the UTC day — it won't refund anything and you're wasting bandwidth.--silent & is the right pattern — exit code 0 even on failure, so a rejected/expired call never crashes your pipeline.Read the search response's id:
SEARCH_ID=$(jq -r '.id' .firecrawl/search-react-hooks.json)
Then send feedback. Pick the rating that matches what actually happened:
# Results were useful, with notes on what was still missing
firecrawl search-feedback "$SEARCH_ID" \
--rating good \
--valuable-sources '[{"url":"https://react.dev/reference/react/hooks","reason":"Most authoritative"}]' \
--missing-content '[
{"topic":"useDeferredValue","description":"No example of useDeferredValue with Suspense"},
{"topic":"useTransition","description":"No coverage of useTransition for routing"}
]' \
--query-suggestions "Boost react.dev for queries about react hooks" \
--silent &
# Results were partially useful — multiple missing topics, one entry per topic
firecrawl search-feedback "$SEARCH_ID" \
--rating partial \
--missing-content '[
{"topic":"useDeferredValue"},
{"topic":"useTransition","description":"Need React 18+ examples"},
{"topic":"Server Components hooks"}
]' \
--silent &
# Quick form — repeat --missing-content or use comma-separated topics
firecrawl search-feedback "$SEARCH_ID" \
--rating bad \
--missing-content "official api reference: missing v2 endpoints" \
--missing-content "code examples in python" \
--silent &
--missing-content accepts:
{topic, description?} objects (richest, preferred)"topic: description" strings (shorthand)"topic1, topic2, topic3" (when you only have topic names)--missing-content flags--silent suppresses output and & runs it in the background so feedback never blocks you.
Evaluate ADK agents with metrics, evalsets, and the iterative eval-fix loop.
Project scaffolding, deployment configuration, and CI/CD setup for Google ADK agents.
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