How do I install the AI Builder Signal Digest skill?

Run npx skillmds@latest add lord1egypt/ai-builder-signal-digest in your terminal (requires Node.js), paste this page's agent-chat prompt into Claude, Cursor, or any MCP-connected agent, or download the SKILL.md file and copy it into your agent's skills directory.

Is AI Builder Signal Digest safe to use?

This skill has not completed SkillMD's automated safety review yet. Independent scanners report: SkillSpector: PASS, Skill Scanner: PASS. Capability flags: makes network calls. SkillMD never runs a skill's scripts for you; review the SKILL.md before installing.

Which AI agents work with AI Builder Signal Digest?

This skill is tagged as working with Claude Code, Claude.ai, OpenAI Codex. SKILL.md is an open format, so most agents that read a skills directory can load it too.

Is AI Builder Signal Digest free to use?

Yes. Installing skills from SkillMD is free, and the skill stays under its author's original license.

Who published AI Builder Signal Digest?

Lord1Egypt (@lord1egypt) published this skill. Their other Agent Skills are listed on their SkillMD profile.

AI Builder Signal Digest by lord1egypt

Name: AI Builder Signal Digest
Rating: 4.666666666666667 (3 reviews)
Author: Lord1Egypt

AI Builder Signal Digest

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.

Lord1Egypt Updated Sep 8, 2026 2 repo stars

File contents

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.

---name: ai-builder-signal-digestdescription: 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 shapeTitle + 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”)- LinkKeep 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:```bashpython3 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:```bashpython3 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.

Frequently asked questions