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Get Started Free →Crawl all SkillFinder data sources (SkillsMP, ClawHub, SkillHub, Anthropic marketplace, GitHub topics) and write fresh raw JSONL files to data/raw/. Runs crawlers in parallel; supports incremental resume and per-source limits.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-05 | ✗→✓ | ▲ Improved | 18% | 0% |
| case-06 | ✗→✓ | ▲ Improved | 38% | 0% |
| case-08 | ✗→✓ | ▲ Improved | 127% | 0% |
| case-09 | ✗→✓ | ▲ Improved | 36% | 0% |
| case-10 | ✗→✓ | ▲ Improved | 4% | 0% |
Crawl all skill registries and refresh the raw data files in data/raw/.
This skill covers the crawl step only — it does not normalize, embed, or rebuild the index. Run update-index afterward to turn fresh raw data into a searchable index.
GITHUB_TOKEN env var set (required by SkillsMP, ClawHub, and topic crawlers)pip install -r requirements-dev.txtWhen this skill triggers, determine scope from the user's request:
| User says | Scope | |-----------|-------| | "crawl everything" / "all sources" | Run all five crawlers (default) | | "crawl skillsmp" / "crawl github" | SkillsMP only | | "crawl clawhub" / "crawl openclaw" | ClawHub only | | "crawl skillhub" | SkillHub only | | "crawl marketplace" / "crawl anthropic" | Marketplace only | | "crawl topics" / "crawl github topics" | Topic crawler only | | "quick test" / "limit N" | Add --limit N to each crawler |
bashecho "${GITHUB_TOKEN:0:4}..."
If empty, stop: > "Set GITHUB_TOKEN before crawling: export GITHUB_TOKEN=ghp_..."
bashmkdir -p data/raw
All sources (parallel — default):
bashpython -m crawlers.skillsmp_crawler -o data/raw/skillsmp.jsonl & python -m crawlers.clawhub_crawler -o data/raw/clawhub.jsonl & python -m crawlers.skillhub_crawler -o data/raw/skillhub.jsonl & python -m crawlers.marketplace_crawler -o data/raw/marketplace.jsonl & python -m crawlers.topic_crawler -o data/raw/topic.jsonl --data-dir data/raw & wait
Single-source variants (use when user targets one source):
bash# SkillsMP (GitHub code search for SKILL.md files; ~30 min full run) python -m crawlers.skillsmp_crawler -o data/raw/skillsmp.jsonl # ClawHub / OpenClaw (awesome-list + org/topic discovery) python -m crawlers.clawhub_crawler -o data/raw/clawhub.jsonl # SkillHub (HTML scrape with pagination) python -m crawlers.skillhub_crawler -o data/raw/skillhub.jsonl # Anthropic official marketplace python -m crawlers.marketplace_crawler -o data/raw/marketplace.jsonl # GitHub topic tags (claude-skill, codex-skill, agent-skill, …) python -m crawlers.topic_crawler -o data/raw/topic.jsonl --data-dir data/raw
Useful flags (apply to any crawler):
| Flag | Effect | |------|--------| | --limit N | Cap at N records — use for quick tests | | --mode incremental | Skip repos already present in the output file (preferred over --resume) | | --mode full | Complete re-crawl (default) | | --mode metadata | Refresh stars/ETags only, skip content fetch | | --mode discover | Only fetch repos pushed since last run (date-filtered search) | | --resume | Deprecated — use --mode incremental instead | | --since YYYY-MM-DD | Only include repos pushed after this date (SkillsMP) | | --log-level DEBUG | Verbose output | | --filter-cache FILE | Path to dedup cache (default: data/filter_cache.jsonl) |
Orchestrator (runs all crawlers in the right order):
bashpython pipeline/update_crawl.py --mode incremental python pipeline/update_crawl.py --mode full --sources clawhub,skillsmp python pipeline/update_crawl.py --mode incremental --chain # also runs normalize/embed/build
After all crawlers finish:
bashfor f in data/raw/skillsmp.jsonl data/raw/clawhub.jsonl data/raw/skillhub.jsonl data/raw/marketplace.jsonl data/raw/topic.jsonl; do [ -f "$f" ] && echo "$(wc -l < $f) $(basename $f)" done
Report the counts to the user. Flag any source with 0 records as a potential failure.
If crawl succeeded, offer: > "Raw data is refreshed. Run the update-index skill to normalize, embed, and rebuild the FAISS index — or run it now?"
If the user says yes, hand off to the update-index skill starting at its Step 3 (Backfill metadata).
| Symptom | Likely cause | Fix | |---------|-------------|-----| | SkillsMP returns 0 records | Rate limit or bad token | Check GITHUB_TOKEN; retry with --limit 50 | | ClawHub hangs | GitHub API slow | Add --limit 200 for a quick run | | SkillHub returns few records | Site structure changed | Run with --log-level DEBUG and inspect HTML | | filter_cache.jsonl grows large | Normal — dedup cache | Safe to delete; will be rebuilt on next run |
Other measured skills in the registry, with their headline benchmark lift.