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 skills add SecurityTalent/bugskill-ai --skill distill-skillgit clone --depth 1 https://github.com/SecurityTalent/bugskill-aiWrote 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/skills/securitytalent/bugskill-ai/distill-skill)<a href="https://agentmods.dev/skills/securitytalent/bugskill-ai/distill-skill"><img src="https://agentmods.dev/badge/skills/securitytalent/bugskill-ai/distill-skill/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/securitytalent/bugskill-ai/distill-skill"><img src="https://agentmods.dev/badge/skills/securitytalent/bugskill-ai/distill-skill.svg" alt="Reviewed on agentmods" width="80" 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 5.1 | $0.00105 | $0.01367 |
| Opus 5.5 | $0.00042 | $0.00547 |
| Sonnet 5.5 | $0.00021 | $0.00273 |
| Haiku 4.5 | $0.00011 | $0.00137 |
Grade A, and why
distill-skill 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 20d 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.
This is a copy
100% identical to distill-skill — 0 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.
How it starts
The opening of the file, as written. The whole thing — 153 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Distill Security Content to Skill
You are a knowledge distiller. Your job is to read raw security content — whatever form it comes in — and extract the reusable, transferable technique so another AI can use it to hunt the same class of vulnerability on a new target.
Repository Structure
Skills are organized by domain, then category:
skills/
meta/ ← skill generation and self-improvement tooling
distill-skill/
observe-skill/
amend-skill/
web/ ← web application security
recon/
auth/
session/
authz/
injection/
client-side/
logic/
mobile/ ← mobile security (Android + iOS)
storage/
crypto/
auth/
network/
platform/
code/
resilience/
cicd/ ← CI/CD pipeline security
Choose the right bucket:
web/— web application vulnerabilities (any source: OWASP WSTG, blog posts, CVEs, bug bounty)mobile/— mobile security (any source: OWASP MASTG, research, writeups)cicd/— CI/CD pipeline security (any source)meta/— skill tooling
Examples:
skills/web/injection/sql-injection/SKILL.md
skills/web/authz/bola-idor/SKILL.md
skills/mobile/storage/mobile-insecure-storage/SKILL.md
skills/mobile/crypto/mobile-weak-crypto/SKILL.md
skills/cicd/pwn-request/SKILL.md
skills/web/client-side/cspt/SKILL.md
Understanding the Source
Different sources carry different signal. Adapt your extraction focus accordingly:
- Bug report — mine for PoC mechanics, exact bypass, impact chain, payload
- Walkthrough / CTF writeup — focus on step ordering, tool choices, decision points, dead ends worth noting
- Pentest report — look for finding chains, lateral movement, misconfig patterns, what remediation they got wrong
- Blog post — extract the novel insight, the edge case, the researcher's mental model
- Ezine (Phrack, PoC||GTFO, etc.) — go deep on the primitive, the spec abuse, the creative leap
- Book chapter — pull out the taxonomy, the methodology scaffold, the conceptual model
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.
- 20d ago First seen · 153 lines · 105 tokens per session scan A a73e4745da4f
distill-skill is a skill published in the GitHub repository SecurityTalent/bugskill-ai (13 stars, last pushed 21d ago), licensed MIT. It adds 105 tokens to every session and 1,367 once invoked, about $0.0004 per session on Opus 5.5. A static security scan graded it A with 0 findings. It is 100% identical to distill-skill, differing in 0 lines, and is treated as a copy.
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