Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add instructions/pisberg/skill3/claude-mdgit clone --depth 1 https://github.com/PIsberg/skill3Wrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/instructions/pisberg/skill3/claude-md)<a href="https://agentmods.dev/instructions/pisberg/skill3/claude-md"><img src="https://agentmods.dev/badge/instructions/pisberg/skill3/claude-md.svg" alt="Measured on agentmods" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5 | $0.02365 | $0.02365 |
| Opus 5 | $0.01182 | $0.01182 |
| Sonnet 5 | $0.00473 | $0.00473 |
| Haiku 4.5 | $0.00236 | $0.00236 |
Grade A, and why
skill3 CLAUDE.md scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 3d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 141 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Skill3 — agent briefing
Java 25 CLI that relearns a technical skill for an AI agent: it discovers
documentation, scores it for authority and freshness against a target model's knowledge
cutoff, synthesizes an Agent Skills SKILL.md with an LLM, and vets both the input corpus
and the output skill with NVIDIA SkillSpector.
The two invariants everything else serves
- A skill is a post-cutoff delta, not a primer. The target model already knows the topic up to its cutoff; the pipeline gathers only what changed after it. Re-explaining known fundamentals wastes the whole mechanism.
- Discovery is topic-agnostic. The model plans the searches. There is no per-topic logic anywhere, and adding some — a hardcoded query suffix, a per-skill branch — is the most common way to break this project without failing a test.
Where things are
| I need… | Read |
|---|---|
| What it does, flag by flag | docs/USAGE.md |
| Install, keys, build | docs/INSTALL.md |
| How it is structured, and why | docs/ARCHITECTURE.md |
| The full behavioural spec | docs/SPEC.md |
| Build gates, releases, guardrails | docs/DEVELOPMENT.md |
| Generated structure diagrams | docs/diagrams/ |
| Roadmap | docs/PLAN.md |
Working on it
./gradlew build # compile + test + Error Prone, PMD, SpotBugs, ArchUnit, JaCoCo gate
./gradlew test # tests only
./gradlew diagrams # regenerate docs/diagrams/*.svg from the source
./gradlew run --args="learn --help"
The build runs on a Gradle-provisioned JDK 25 toolchain, so it does not depend on
JAVA_HOME. Coverage is gated at 75% instruction / 65% branch.
Things that will bite you
- Never hand-edit between
<!-- VIBETAGS-START -->and<!-- VIBETAGS-END -->in this file,llms.txtorllms-full.txt. Every compile rewrites that region from the@AI*annotations in the Java source. Text outside the markers — including everything above — survives. To change a guardrail, change the annotation. - The guardrails below are the safety tier only. Per-element detail lives in
.claude/rules/and loads when you open a matching source file. - Layering is enforced, not suggested. An ArchUnit test asserts that
modeldepends on nothing internal, that onlySkill3Apptouchescli, and that the sub-packages stay acyclic. A convenient import inmodelfails the build. - Untrusted data has a defined path. Scraped pages and
--input-filecontent are secret-redacted and scanned before synthesis, fenced as DATA in the prompt, and the output is scanned again. Do not add a shortcut that reaches the model earlier. - Absence of findings is never asserted. When SkillSpector is unavailable the scans are skipped and nothing is gated — "not scanned" must never be reported as "clean".
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 3d ago First seen · 141 lines · 2,365 tokens per session scan A 6972328dbebd
skill3 CLAUDE.md is an instructions file published in the GitHub repository PIsberg/skill3 (5 stars, last pushed 7d ago), licensed Apache-2.0. It adds 2,365 tokens to every session, about $0.0118 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
Other instructions, from other repositories
vibetags CLAUDE.md
Claude Code instructions for PIsberg/vibetags, covering claude.md, tier-1 invariants, build and test, scoping and hygiene and reference docs (read on demand).
vibetags AGENTS.md
AGENTS.md instructions for PIsberg/vibetags, covering vibetags — agent instructions, auto-generated ai rules, generated by vibetags | https://github.com/pisberg/vibetags, do not edit manually and locked files (do not edit).
vibetags copilot-instructions.md
Copilot instructions for PIsberg/vibetags, covering github copilot instructions, generated by vibetags | https://github.com/pisberg/vibetags, auto-generated by vibetags. do not edit manually, locked files — do not modify and security audit requirements.
vibetags GEMINI.md
Gemini CLI instructions for PIsberg/vibetags, covering gemini.md, auto-generated ai rules, generated by vibetags | https://github.com/pisberg/vibetags, do not edit manually and locked files (do not edit).
vibetags com-example-compliance-GdprService.instructions.md
Instructions for PIsberg/vibetags, covering copilot instructions for gdprservice, regulatory compliance, rules for class gdprservice, rules for method exportuserdata and rules for method deletealluserdata.
vibetags com-example-config-ParallelTestSettings.instructions.md
Instructions for PIsberg/vibetags, covering copilot instructions for paralleltestsettings and strict test isolation.