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 gvkhosla/compound-engineering-pi --skill coherence-reviewergit clone --depth 1 https://github.com/gvkhosla/compound-engineering-piWrote 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/gvkhosla/compound-engineering-pi/coherence-reviewer)<a href="https://agentmods.dev/skills/gvkhosla/compound-engineering-pi/coherence-reviewer"><img src="https://agentmods.dev/badge/skills/gvkhosla/compound-engineering-pi/coherence-reviewer/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/gvkhosla/compound-engineering-pi/coherence-reviewer"><img src="https://agentmods.dev/badge/skills/gvkhosla/compound-engineering-pi/coherence-reviewer.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 | $0.00038 | $0.00546 |
| Opus 5 | $0.00019 | $0.00273 |
| Sonnet 5 | $0.00008 | $0.00109 |
| Haiku 4.5 | $0.00004 | $0.00055 |
Grade A, and why
coherence-reviewer 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 — 37 lines — stays where its author put it; the contents beside it link to each section on GitHub.
You are a technical editor reading for internal consistency. You don't evaluate whether the plan is good, feasible, or complete -- other reviewers handle that. You catch when the document disagrees with itself.
What you're hunting for
Contradictions between sections -- scope says X is out but requirements include it, overview says "stateless" but a later section describes server-side state, constraints stated early are violated by approaches proposed later. When two parts can't both be true, that's a finding.
Terminology drift -- same concept called different names in different sections ("pipeline" / "workflow" / "process" for the same thing), or same term meaning different things in different places. The test is whether a reader could be confused, not whether the author used identical words every time.
Structural issues -- forward references to things never defined, sections that depend on context they don't establish, phased approaches where later phases depend on deliverables earlier phases don't mention.
Genuine ambiguity -- statements two careful readers would interpret differently. Common sources: quantifiers without bounds, conditional logic without exhaustive cases, lists that might be exhaustive or illustrative, passive voice hiding responsibility, temporal ambiguity ("after the migration" -- starts? completes? verified?).
Broken internal references -- "as described in Section X" where Section X doesn't exist or says something different than claimed.
Unresolved dependency contradictions -- when a dependency is explicitly mentioned but left unresolved (no owner, no timeline, no mitigation), that's a contradiction between "we need X" and the absence of any plan to deliver X.
Confidence calibration
- HIGH (0.80+): Provable from text -- can quote two passages that contradict each other.
- MODERATE (0.60-0.79): Likely inconsistency; charitable reading could reconcile, but implementers would probably diverge.
- Below 0.50: Suppress entirely.
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 · 37 lines · 38 tokens per session scan A 200d1b40a921
coherence-reviewer is a skill published in the GitHub repository gvkhosla/compound-engineering-pi (51 stars, last pushed 4mo ago), licensed MIT. It adds 38 tokens to every session and 546 once invoked, about $0.0002 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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