- name
- ai-builder-signal-digest
- description
- Create a transparent, sourced “Top 3–5” AI builder signal digest (weekly or date-range) from a list of links or from a local signals log; includes a short “why care” line per item and explicit maturity/adoption notes (e.g., GitHub stars/forks, paper-only). Use when preparing ClawHub Skill content or posts for the AI agent/tooling community.
Generate short, post-ready digests that answer: what is it, why should builders care, and how mature is it.
Rules (non-negotiable)
- Source-first: every item must include a primary link.
- No speculation: don’t claim adoption, performance, or production readiness unless the source states it.
- Transparent maturity:
- GitHub repos → include stars/forks (or “unknown” if you can’t fetch). - Papers → label as paper and prefer quoting the headline quantitative claim from the abstract. - Very early repos (low stars/forks) → explicitly call it out (“early / reference implementation”).
Preferred output shape
Title + 3–5 numbered bullets.
Each bullet:
- Name — one-liner (what it is)
- Why care: one sentence (builder-relevant benefit)
- Maturity: one short clause (e.g., “early repo (~X★, Y forks)” or “paper + open-source link”)
- Link
Keep it tight. If a digest needs nuance, add a single “Notes” line at the end.
Use the bundled script (recommended)
If you have a local JSONL signals log (e.g., memory/edge-signal-miner.normalized.jsonl), use:
python3 skills/ai-builder-signal-digest/scripts/make_digest.py \
--input memory/edge-signal-miner.normalized.jsonl \
--since 2026-03-05 \
--until 2026-03-19 \
--top 5 \
--category "Secure Cognitive / CDS" \
--out /tmp/digest.mdIf you already have curated links, you can pass them directly:
python3 skills/ai-builder-signal-digest/scripts/make_digest.py \
--links https://github.com/Kailash-Sankar/PocketMCP https://arxiv.org/abs/2603.04428 \
--out /tmp/digest.mdWhat to do if GitHub stats fetch fails
- Keep the item.
- Replace maturity with:
Maturity: GitHub stats unavailable (rate-limit/blocked). - Do not guess.