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 vosslab/vosslab-skills --skill bptools-writer-expertgit clone --depth 1 https://github.com/vosslab/vosslab-skillsWrote 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/vosslab/vosslab-skills/bptools-writer-expert)<a href="https://agentmods.dev/skills/vosslab/vosslab-skills/bptools-writer-expert"><img src="https://agentmods.dev/badge/skills/vosslab/vosslab-skills/bptools-writer-expert/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/vosslab/vosslab-skills/bptools-writer-expert"><img src="https://agentmods.dev/badge/skills/vosslab/vosslab-skills/bptools-writer-expert.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 | $0.00060 | $0.01390 |
| Opus 5 | $0.00030 | $0.00695 |
| Sonnet 5 | $0.00012 | $0.00278 |
| Haiku 4.5 | $0.00006 | $0.00139 |
Grade A, and why
bptools-writer-expert 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 10d 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 — 115 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Bptools question authoring
Overview
Use this skill to author regular bptools-based Python generators in biology-problems.
Follow the repo's shared generator patterns and verify output with small local runs.
Required reading (load before any bptools edit)
references/docs/QUESTION_AUTHORING_GUIDE.md- Primary authoring workflow, TEMPLATE.py conventions, required structure.
bptools.pyat the target repo root (this skill is only invoked insidebiology-problems, so the file is reachable at the repo-root path returned bygit rev-parse --show-toplevel).- Canonical helper API. Copying signatures from memory drifts fast; read the
live file so
formatBB_*,collect_and_write_questions,make_outfile, and anti-cheat flags match what is actually defined.
- Canonical helper API. Copying signatures from memory drifts fast; read the
live file so
Do not summarize from memory. Exception: if you already Read both in this session, say so and continue.
Domain-specific guides in references/docs/problems/ must be loaded when the
task touches that domain (matching sets, PUBCHEM, MC statements, pedigrees,
phylogenetic trees). See references/docs.md for the full index.
Workflow
- Classify the request and detect project state
- Use
references/topic_index.mdas the routing front door: match the request to a row and load the named guide before opening any generator file. - Use
references/task_selection.mdto classify question family, output format, randomization scope, and anti-cheat policy before writing any code. - Use
references/project_workflow.mdto detect whether the target repo is greenfield (no generator exists for this question type) or existing (generators already present). Greenfield: start from TEMPLATE.py, write the authoring contract, implement with bptools primitives, validate with a small run, prove reproducibility. Existing repo: inspect-first (read live bptools.py, inventory generators), identify the current design, make one generator change at a time, then collect the three proof artifacts (before/after sample, seed log, anti-cheat audit).
- Use
What ships with it
21 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
- agents/openai.yaml 302 B
- references/api_surface.md 1.3 KB
- references/docs.md 3.7 KB
- references/docs/problems/biochemistry-problems/PUBCHEM/README_PUBCHEM_BPTOOLS.md 6.1 KB
- references/docs/problems/inheritance-problems/pedigrees/PEDIGREE_PIPELINE.md 15 KB
- references/docs/problems/inheritance-problems/pedigrees/PEDIGREE_SPEC_v1.md 6.5 KB
- references/docs/problems/inheritance-problems/phylogenetic_trees/TREELIB_SPEC_v1.md 3.6 KB
- references/docs/problems/inheritance-problems/phylogenetic_trees/TREELIB_TECH.md 3.7 KB
- references/docs/problems/inheritance-problems/phylogenetic_trees/TREELIB_USAGE.md 2.8 KB
- references/docs/problems/matching_sets/MATCHING_SET_AUTHORING_GUIDE.md 12 KB
- references/docs/problems/multiple_choice_statements/MC_STATEMENTS_AUTHORING_GUIDE.md 9.3 KB
- references/docs/QUESTION_AUTHORING_GUIDE.md 4.2 KB
- references/docs/QUESTION_FUNCTION_INDEX.md 36 KB
- references/docs/UNIFICATION_PLAN.md 15 KB
- references/docs/YAML_QUESTION_BANK_INDEX.md 14 KB
- references/project_workflow.md 5.1 KB
- references/repos.md 827 B
- references/task_selection.md 4.6 KB
- references/templates.md 501 B
- references/testing_and_oracles.md 5.1 KB
- references/topic_index.md 4.8 KB
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.
- 10d ago First seen · 115 lines · 60 tokens per session scan A 13bfa659497d
bptools-writer-expert is a skill published in the GitHub repository vosslab/vosslab-skills (2 stars, last pushed 14d ago), licensed MIT. It adds 60 tokens to every session and 1,390 once invoked, about $0.0003 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.
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