← 返回 Skills 市场

AI Builder Signal Digest (Transparent + Sourced)

Name: AI Builder Signal Digest (Transparent + Sourced)
Author: justsomeguyin2099

作者 Guy Smith · GitHub ↗ · v1.0.0 · MIT-0

cross-platform ✓ 安全检测通过

145

总下载

当前安装

版本数

在 OpenClaw 中安装

/install ai-builder-signal-digest

功能描述

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 “w...

使用说明 (SKILL.md)

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.

安全使用建议

This skill appears coherent and low-risk: it reads only the input path or links you provide and fetches public GitHub/arXiv pages to add 'why care' and maturity info. Before installing, consider whether you are comfortable with outbound network calls from the environment that runs skills (it uses unauthenticated GitHub API calls and simple HTML scraping of arXiv). If you want to avoid network access, do not pass external links and only run it against local logs; you can also inspect the included Python script before use (it is short and uses only the standard library).

功能分析

Type: OpenClaw Skill Name: ai-builder-signal-digest Version: 1.0.0 The skill is a legitimate utility for generating AI builder digests from GitHub repositories and arXiv papers. The core logic in `scripts/make_digest.py` uses standard Python libraries to fetch public metadata (stars, forks, abstracts) and contains no evidence of data exfiltration, malicious execution, or persistence. The instructions in `SKILL.md` are well-aligned with the tool's purpose and do not contain any prompt-injection attempts or deceptive directives.

能力评估

✓ Purpose & Capability

The name/description match the bundled script and SKILL.md: the tool accepts links or a JSONL signals log and produces a 3–5 item digest. No unrelated binaries, credentials, or config paths are requested.

✓ Instruction Scope

Runtime instructions stay on-task: they read either an explicit input JSONL or supplied links, enrich items by querying public GitHub and arXiv pages, and write a markdown digest to the provided out path or stdout. The script does not instruct indiscriminate system scanning or access to unrelated files or secrets. Note: it will read any input path you explicitly provide.

✓ Install Mechanism

No install spec; the skill is instruction-plus-script only and uses only the Python standard library. No third-party downloads or archives are fetched or installed.

✓ Credentials

No environment variables or credentials are required. The script makes unauthenticated requests to public GitHub API endpoints and arXiv pages (subject to rate-limiting), which is proportionate to the stated maturity-enrichment feature.

✓ Persistence & Privilege

The skill does not request persistent/always-on inclusion, does not modify other skills or global agent settings, and uses no privileged operations.

如何使用

确保已安装 OpenClaw（本地或 Docker 部署）
在对话框中输入安装命令：/install ai-builder-signal-digest
安装完成后，直接呼叫该 Skill 的名称或使用 /ai-builder-signal-digest 触发
根据 Skill 的参数说明提供必要输入，即可获得结构化输出

版本历史

v1.0.0

- Initial release of ai-builder-signal-digest. - Generates concise, transparent “Top 3–5” AI builder digests from links or logs. - Each item includes: what it is, why it matters for builders, and explicit maturity/adoption status (with direct source link). - Strict rules: source-first, no speculation, and clear maturity disclosure (including GitHub stars/forks or paper status). - Bundled script provided for automated digest creation from JSONL logs or curated links. - Output designed for post-ready clarity and community relevance.

元数据

Slug ai-builder-signal-digest

版本 1.0.0

许可证 MIT-0

累计安装 0

当前安装数 0

历史版本数 1

常见问题