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 commands/linxule/interpretive-orchestration/qual-code-deductivegit clone --depth 1 https://github.com/linxule/interpretive-orchestrationWhat 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 | $0.00013 | $0.00882 |
| Opus 5 | $0.00006 | $0.00441 |
| Sonnet 5 | $0.00003 | $0.00176 |
| Haiku 4.5 | $0.00001 | $0.00088 |
Grade A, and why
qual-code-deductive 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 2d 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.
The source is not reproduced here
No licence file
A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.
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.
- 2d ago First seen · 129 lines · 13 tokens per session scan A 7863da362be8
qual-code-deductive is a command published in the GitHub repository linxule/interpretive-orchestration (17 stars, last pushed 1mo ago), with no licence file. It adds 13 tokens to every session and 882 once invoked, about $0.0001 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 2026-08-30.
Other commands, from other repositories
research-init
Initialize a research project with Zotero-integrated literature review. Creates or audits project-scoped sources, generates research question cards, and only writes a research proposal when the evidence gate passes.
update-memory
Check and update CLAUDE.md memory based on changes to skills, commands, agents, and hooks.
setup-pm
Configure your preferred package manager (npm/pnpm/yarn/bun).
kb-init
Initialize or rebuild a vault-first, project-scoped Obsidian KB under Research/{project-slug}/ for the current repository.
kb-sync
Run deterministic KB maintenance to refresh scaffold integrity, registry, index, daily note, and runtime binding summary.
zotero-review
Read and analyze papers from a Zotero collection, then synthesize them into the bound Obsidian project knowledge base or markdown review outputs.