Getting it into your agent
There is no command for this one: it runs only inside a plugin, and the catalogue could not identify which plugin ships it. The source is linked below.
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.
[](https://agentmods.dev/instructions/paiml/depyler/claude-md)<a href="https://agentmods.dev/instructions/paiml/depyler/claude-md"><img src="https://agentmods.dev/badge/instructions/paiml/depyler/claude-md.svg" alt="Measured on agentmods" 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 | $0.02877 | $0.02877 |
| Opus 5 | $0.01438 | $0.01438 |
| Sonnet 5 | $0.00575 | $0.00575 |
| Haiku 4.5 | $0.00288 | $0.00288 |
Grade A, and why
depyler CLAUDE.md 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 6d 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 — 280 lines — stays where its author put it; the contents beside it link to each section on GitHub.
CLAUDE.md - Depyler Compiler Implementation Protocol
CRITICAL: Contract-First Design
NEVER write code before writing a provable contract.
All code changes MUST have a corresponding contract (YAML in ../provable-contracts/contracts// or .pmat-work//contract.json) BEFORE implementation. This is enforced by pmat comply CB-1400.
- Use
pmat comply checkto verify contract coverage - Minimum verification level: L1 (recommended L3+)
- See docs/agent-instructions/provable-contract-first-agents.md for the full workflow
Prime Directive
Generate correct Rust code that compiles on first attempt. Quality is built-in, not bolted-on.
Project Context
Depyler is a Python-to-Rust transpiler focusing on energy-efficient, safe code generation with progressive verification.
Python Packaging Protocol
MANDATORY: Use uv for ALL Python operations (uv add, uv run pytest, uv run <script.py>)
Code Search (pmat query)
NEVER use grep or rg for code discovery. Use pmat query instead -- it returns quality-annotated, ranked results with TDG scores and fault annotations.
# Find functions by intent
pmat query "python ast conversion" --limit 10
# Find high-quality code
pmat query "type inference" --min-grade A --exclude-tests
# Find with fault annotations (unwrap, panic, unsafe, etc.)
pmat query "transpilation pass" --faults
# Filter by complexity
pmat query "code generation" --max-complexity 10
# Cross-project search
pmat query "rust codegen" --include-project ../trueno
# Git history search (find code by commit intent via RRF fusion)
pmat query "fix type mapping" -G
pmat query "ast visitor" --git-history
# Enrichment flags (combine freely)
pmat query "ast visitor" --churn # git volatility (commit count, churn score)
pmat query "pattern matcher" --duplicates # code clone detection (MinHash+LSH)
pmat query "code emitter" --entropy # pattern diversity (repetitive vs unique)
pmat query "transpilation" --churn --duplicates --entropy --faults -G # full audit
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.
- 6d ago First seen · 280 lines · 2,877 tokens per session scan A 38993a938a5b
depyler CLAUDE.md is an instructions file published in the GitHub repository paiml/depyler (358 stars, last pushed 4mo ago), licensed MIT. It adds 2,877 tokens to every session, about $0.0144 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 instructions, from other repositories
rez-next AGENTS.md
AGENTS.md instructions for loonghao/rez-next, covering rez-next - ai agent guide, project overview, quick start, drop-in replacement for most use cases and supported top-level api.
NexusTrader CLAUDE.md
Instructions for Quantweb3-com/NexusTrader, covering claude.md, project overview, development commands, dependencies and setup and install with uv (package manager used in this project).
epistemic-graph AGENTS.md
Instructions for Knuckles-Team/epistemic-graph, covering agents.md — epistemic graph compute engine, epistemic os surfaces in the main build, commands for ai agents, python api (out-of-process client — not in-process) and async.
rez-next GEMINI.md
Gemini CLI instructions for loonghao/rez-next, covering gemini.md - google gemini guidance for rez-next, for google gemini agents, 1. start here, 2. key principles and 3. python code patterns.
rayt GEMINI.md
Gemini CLI instructions for gkmngrgn/rayt, covering project overview, building and running, basic rendering (cpu), high-quality rendering (cpu) and gpu rendering.
intelligent-terminal rust.instructions.md
Concise Rust coding conventions for this repository.