lenny-research — independently scanned and version-tracked by SaferSkills.
SaferSkills independently audited lenny-research (Agent Skill) and scored it 100/100 (green). The audit ran 55 deterministic rules across Security, Supply Chain, Maintenance, Transparency, and Community; it found 0 high-severity and 0 lower-severity findings. The full rule-by-rule trace and per-finding evidence are below. Free, methodology-open.
Findings & checks · 0 flagged
Every scanned point with the score it earned and what moved between them.
First recorded scan — no prior version to compare against.
The primary manifest — the file an agent reads to learn what this artifact does.
Research Lenny's archive using multi-probe retrieval for comprehensive, well-cited answers.
Identify query type and search dimensions:
Read references/topic-map.md to expand query terms into pipe-delimited search probes. Most real questions span 2-3 topic clusters — create a separate search probe for each dimension.
Fire 2-3 search_content calls in parallel with different term expansions. Use content_type filter only when query clearly targets one type.
Example for "Moving from engineering to product in the AI era":
Probe 1: search_content("career|transition|role|engineering to product|switch", limit=15)
Probe 2: search_content("AI|LLM|product manager|new world|changing", limit=10)If Probe 1 returns <3 results, skip further probes — topic is sparse, note this in response.
Deduplicate by filename. Rank: multi-probe overlap > title match > tag relevance > recency.
For top 5-10 results, extract in parallel:
read_content for full textread_excerpt with radius=800, iterate match_index 0-2See references/retrieval-guide.md for detailed extraction strategy per query type.
Adaptive depth based on query type:
| Query type | Sources | Style |
|---|---|---|
| Topic deep-dive | 5-10 | Group by sub-theme, multiple perspectives |
| Guest-specific | 3-5 episodes | Organize by topics discussed |
| Actionable advice | 3-5 | Lead with clearest framework, then alternatives |
| Comparison | 3-5 per side | Table or side-by-side format |
| Quick factual | 1-3 | Direct answer with citation |
[Post Title](filename) — include guest name for podcasts~30 seconds. Free. No account. Every finding cites a rule and a line of evidence.