AI Builder Signal Digest (Transparent + Sourced)

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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.

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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.md

If 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.md

What to do if GitHub stats fetch fails

Keep the item.

Replace maturity with: Maturity: GitHub stats unavailable (rate-limit/blocked).

Do not guess.