AI Builder Signal Digest (Transparent + Sourced)

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:

bash

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:

bash

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.