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 chan4lk/specclaw --skill bf-clarifygit clone --depth 1 https://github.com/chan4lk/specclawWrote 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/chan4lk/specclaw/bf-clarify)<a href="https://agentmods.dev/skills/chan4lk/specclaw/bf-clarify"><img src="https://agentmods.dev/badge/skills/chan4lk/specclaw/bf-clarify/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/chan4lk/specclaw/bf-clarify"><img src="https://agentmods.dev/badge/skills/chan4lk/specclaw/bf-clarify.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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 | $0.00016 | $0.05883 |
| Opus 5.5 | $0.00006 | $0.02353 |
| Sonnet 5.5 | $0.00003 | $0.01177 |
| Haiku 4.5 | $0.00002 | $0.00588 |
Grade A, and why
bf-clarify 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 24d 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 — 133 lines — stays where its author put it; the contents beside it link to each section on GitHub.
specclaw bf-clarify
First, run specclaw-ensure-init .specclaw — idempotently creates .specclaw/ if it doesn't exist (silent if already initialized; auto-inits using the current directory's basename as the project name).
Turn the implicit uncertainty in .specclaw/analysis/*.md, plus the shaping questions no amount of code extraction can surface, into one explicit, numbered decision record. Read-only side-command — no specclaw-validate-change call, no <change> involved, matching the analyze/architecture/domain/rebuild-plan pattern.
Three question families share one clarifications.md and one --resolve pipeline — see templates/clarifications.md's HTML comment for the authoritative field-by-field breakdown:
CQ-NNN— extracted from.specclaw/analysis/*.mdby the extraction agent (unchanged from before this upgrade). Allocated per-repo, in extraction order.SQ-NNN— the standard bank (references/clarify-standard-questions.md, shipped with the plugin). IDs are fixed by the bank file itself, not allocated per-repo —SQ-001means "target platform" in every project.Type/Blocking/Options/Proposed defaultare spliced in verbatim from the bank file byrender, identical everywhere; onlyFinding/Why it matters/Source/Answerare project-specific.UQ-NNN— per-repo custom questions from.specclaw/analysis/custom-questions.md, ingested byrenderdirectly (no agent involved). Allocated per-repo, in file order.renderscaffolds this file itself: the first time a Mode A run (default or--bank-only) finds nothing at.specclaw/analysis/custom-questions.md, it copiestemplates/custom-questions.mdthere verbatim, and the run summary reports the scaffold. Edit the scaffolded file and re-run to turn its questions into realUQ-NNNs. The invariant that matters most: once anything exists at that path — even an empty file, even a malformed one — it is never overwritten, re-rendered, or otherwise touched again, by any later run, no matter how it got there or what it contains. It becomes user-authored the moment it exists. De-duplicated by each question's original heading text, recorded in itsSourcefield — editing an already-ingested heading's wording later does not retroactively rewrite the renderedUQ-NNN; it reads as a brand-new question with a new ID. Edit the rendered question inclarifications.mdinstead if you want to change it.
Three modes, chosen by which flag the user's invocation carries: --resolve selects Mode B, --options-pack selects Mode C, neither selects Mode A. Mode A additionally accepts --bank-only. The three flags are mutually exclusive — if an invocation carries more than one, say so and ask which was meant rather than picking one. Mode C runs no extraction, spawns no bank agent, and writes neither clarifications.md nor decisions.md: it is a read-and-package pass over what Modes A and B already wrote.
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.
- 24d ago Changed · +16 tokens per session c2c48a23cba8
- 1mo ago Changed · +3 lines a8b71c88b86e
- 2mo ago First seen · 130 lines · 0 tokens per session scan A 7e7c31c353d2
bf-clarify is a skill published in the GitHub repository chan4lk/specclaw (14 stars, last pushed 3d ago), licensed MIT. It adds 16 tokens to every session and 5,883 once invoked, about $0.0001 per session on Opus 5.5. 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 2026-09-05.
bf-clarify compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| bf-clarifychan4lk/specclaw | Skill | 14 | 3d ago | MIT | A | 16 | Claude Code |
| backloga-lottes/aSPARK | Skill | 25 | 2d ago | MIT | A | 94 | Claude Code |
| backend-developerolehsvyrydov/AI-development-team | Skill | 19 | 19d ago | MIT | A | 94 | Claude Code |
| javaolehsvyrydov/AI-development-team | Skill | 19 | 19d ago | MIT | A | 136 | Claude Code |
| secops-engineerolehsvyrydov/AI-development-team | Skill | 19 | 19d ago | MIT | A | 161 | Claude Code |
| sqlolehsvyrydov/AI-development-team | Skill | 19 | 19d ago | MIT | A | 94 | Claude Code |
| e2e-testerolehsvyrydov/AI-development-team | Skill | 19 | 19d ago | MIT | A | 72 | Claude Code |