fallow: Skill for Claude Code

.agents/skills/debug-false-positive/SKILL.md

debug-false-positive is a skill for Claude Code, Codex from fallow-rs/fallow. It costs 34 tokens per session (298 once invoked), scanned A, original, MIT.

A debugging process for incorrect Fallow results, including false positives, where something is reported incorrectly, and false negatives, where a real issue is missed.

In plain words
What is it for?
Use it to reproduce the problem, reduce it to a small test case, inspect extraction through reporting, add a regression test, verify a real project, and review the change.
Why use it?
It traces the result through each processing stage so the fix targets the first incorrect step instead of hiding the symptom in the final output.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one. Also seen: installed under .agents/ (shared by several agents).

This is fallow-rs/fallow's own configuration. It tells Claude Code and Codex how to work on fallow itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything fallow configures →

About the project

Fallow is a command-line static-analysis tool that builds a dependency graph of TypeScript and JavaScript code to identify unused code, duplication, circular dependencies, complexity hotspots, boundary violations, and styling drift. It is for developers reviewing codebases and verifying changes, with catalogue entries that add agent, editor, and workflow integrations.

fallow-rs/fallow · 5,139 stars · on GitHub · docs.fallow.tools

Reuse

Borrowing it

Nothing to install: this file belongs to fallow-rs/fallow. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/fallow-rs/fallow/main/.agents/skills/debug-false-positive/SKILL.md
Clone the repo
git clone --depth 1 https://github.com/fallow-rs/fallow

Made for: Claude Code, Codex.

Wrote 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.

agentmods badge for debug-false-positive

README.md
[![agentmods](https://agentmods.dev/badge/skills/fallow-rs/fallow/debug-false-positive/github.svg)](https://agentmods.dev/skills/fallow-rs/fallow/debug-false-positive)
Your own site
<a href="https://agentmods.dev/skills/fallow-rs/fallow/debug-false-positive"><img src="https://agentmods.dev/badge/skills/fallow-rs/fallow/debug-false-positive/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.

agentmods 80×15 button for debug-false-positive

Your own site · 80×15
<a href="https://agentmods.dev/skills/fallow-rs/fallow/debug-false-positive"><img src="https://agentmods.dev/badge/skills/fallow-rs/fallow/debug-false-positive.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 34 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 298 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00034 $0.00298
Opus 5.5 $0.00014 $0.00119
Sonnet 5.5 $0.00007 $0.00060
Haiku 4.5 $0.00003 $0.00030

Measured 23d ago against content hash 93fed1a0d6f9, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

debug-false-positive 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 23d 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.

.agents/skills/debug-false-positive/SKILL.md · 27 lines

What it actually says

Debug a false result

  1. Reproduce on current main with --format json --quiet. Save one command that shows the wrong result. Change no code before this command exists. After a restart or an update, clear the .fallow/ cache first.
  2. Reduce to a minimal fixture without losing the behavior.
  3. Write 3 to 5 ranked hypotheses. Each one predicts a result that one probe can disprove. Test one hypothesis per probe.
  4. Trace the finding through extract, resolve, graph, reachability, analysis, suppression, filters, and report assembly.
  5. Fix the earliest incorrect layer. Fix the pattern, not the instance (see test evidence in docs/development/quality-gates.md). After 3 failed fixes, stop and write down the premise that they share. Question that premise before a fourth fix.
  6. Add a regression test that fails without the fix.
  7. Run the fixed binary on a real consumer project with a cleared .fallow/ cache and compare old versus new output.
  8. Run review with the affected surface reviewers.

Do not tune expected output around one fixture when the semantic model requires a broader correction.

Changes

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.

  1. 23d ago Changed · +7 lines 93fed1a0d6f9
  2. 1mo ago First seen · 20 lines · 34 tokens per session scan A 898ca094c7aa

Subscribe to this mod's changes

debug-false-positive is a skill published in the GitHub repository fallow-rs/fallow (5,139 stars, last pushed today), licensed MIT. It adds 34 tokens to every session and 298 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 2026-08-30.