conformance-loop

A repeatable process for improving Fallow's code analysis by comparing its results with other tools and verified source code.

In plain words
What is it for?
It is for building a stable test corpus, checking disagreements, classifying results, adding regression tests, and rerunning the full comparison.
Why use it?
It helps distinguish real analysis errors from differences between tools, so fixes improve accuracy without introducing regressions.

Skill for Claude CodeCodex

Install

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.

agentmods
npx agentmods add skills/fallow-rs/fallow/conformance-loop
Any agent
npx skills add fallow-rs/fallow --skill conformance-loop
Clone the repo
git clone --depth 1 https://github.com/fallow-rs/fallow

Made for: Claude Code, Codex.

Per session 28 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 129 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
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 $0.00028 $0.00129
Opus 5 $0.00014 $0.00064
Sonnet 5 $0.00006 $0.00026
Haiku 4.5 $0.00003 $0.00013

Measured 2d ago against content hash c1a3cc5f7519, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

conformance-loop 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.

.agents/skills/conformance-loop/SKILL.md · 17 lines

What it actually says

Conformance loop

  1. Define the capability and stable project corpus.
  2. Run Fallow and comparison tools with documented equivalent settings.
  3. Manually verify disagreements against source.
  4. Classify true positive, false positive, false negative, or model difference.
  5. Implement one general correction with a regression fixture.
  6. Re-run the full corpus and retain only net improvements.
  7. Run review.

Competitor output is a lead, not ground truth.

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. 2d ago First seen · 17 lines · 28 tokens per session scan A c1a3cc5f7519

Subscribe to this mod's changes

conformance-loop is a skill published in the GitHub repository fallow-rs/fallow (4,438 stars, last pushed today), licensed MIT. It adds 28 tokens to every session and 129 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.

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