A command for running Depyler’s corpus convergence process, which checks how consistently a collection of Python examples can be converted into Rust. It supports progress displays for people, continuous integration, automation, or no output.

Use it to run convergence against an examples directory, set a target conversion rate, inspect status, or produce rich, minimal, JSON, or silent output.

It provides a repeatable way to measure and improve conversion results across many examples. Different output modes make it suitable for local work and automated systems.

How paiml/depyler configures Claude Code

Reuse

Borrowing it

Nothing to install: this file belongs to paiml/depyler. 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/paiml/depyler/main/.claude/commands/converge.md

Clone the repo

git clone --depth 1 https://github.com/paiml/depyler

Made for: Claude Code.

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.

README.md

[![agentmods](https://agentmods.dev/badge/commands/paiml/depyler/converge/github.svg)](https://agentmods.dev/commands/paiml/depyler/converge)

Your own site

<a href="https://agentmods.dev/commands/paiml/depyler/converge"><img src="https://agentmods.dev/badge/commands/paiml/depyler/converge/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.

Your own site · 80×15

<a href="https://agentmods.dev/commands/paiml/depyler/converge"><img src="https://agentmods.dev/badge/commands/paiml/depyler/converge.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 0 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.

When invoked 482 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.

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.

Model	Per session	Once invoked
Fable 5.1	$0.00000	$0.00482
Opus 5.5	$0.00000	$0.00193
Sonnet 5.5	$0.00000	$0.00096
Haiku 4.5	$0.00000	$0.00048

Measured 2mo ago against content hash b9299a3d9309, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

converge 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 2mo 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.

.claude/commands/converge.md · 55 lines

What it actually says

Corpus Convergence Protocol

Run the convergence protocol from docs/prompts/converge_reprorusted_100.md.

Quick Start

Use the built-in converge command with rich progress feedback:

# Build release binary first
cargo build --release --bin depyler

# Run convergence with rich TUI progress (progress bars, sparklines)
./target/release/depyler converge --input-dir /home/noah/src/reprorusted-python-cli/examples --target-rate 80 --display rich

# CI-friendly minimal output
./target/release/depyler converge --input-dir /home/noah/src/reprorusted-python-cli/examples --target-rate 80 --display minimal

Display Modes

Mode	Description
`--display rich`	TUI with progress bars and detailed cluster info (default)
`--display minimal`	Single-line CI-friendly output
`--display json`	JSON output for automation
`--display silent`	No output

Alternative: UTOL Automated Loop

./target/release/depyler utol --corpus /home/noah/src/reprorusted-python-cli/examples --target-rate 0.80 --display rich

Quick Status Check

./target/release/depyler utol --corpus /home/noah/src/reprorusted-python-cli/examples --status

Key Commands

Task	Command
Cache Warm	`depyler cache warm --input-dir $CORPUS`
Converge (Rich)	`depyler converge --input-dir $CORPUS --target-rate 80 --display rich`
Converge (CI)	`depyler converge --input-dir $CORPUS --target-rate 80 --display minimal`
UTOL	`depyler utol --corpus $CORPUS --target-rate 0.80 --display rich`
Status	`depyler utol --corpus $CORPUS --status`
Explain	`depyler explain <file.rs> --trace <trace.json>`

Full Protocol

See: docs/prompts/converge_reprorusted_100.md

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.

2mo ago First seen · 55 lines · 0 tokens per session scan A b9299a3d9309

Subscribe to this mod's changes

converge is a command published in the GitHub repository paiml/depyler (366 stars, last pushed yesterday), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 482 tokens. 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.

Languages Python Rust conversion mcp port pythontorust

converge next to 6 commands from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
convergepaiml/depyler	Command	366	yesterday	MIT	A	0	Claude Code
indexGoldziher/spikard	Command	124	3d ago	MIT	A	0	Claude Code
type-coverageTheBeardedBearSAS/claude-craft	Command	107	3d ago	MIT	A	8	Claude Code
package-reviewoborchers/fractional-cto	Command	36	12d ago	MIT	A	41	Claude Code
reviewoutfitter-dev/blz	Command	28	2mo ago	MIT	A	8	Claude Code
fastapimfmezger/ai_agent_dotfiles	Command	7	3mo ago	MIT	A	84	Claude Code, Gemini CLI
docskikakkz/wait-agent	Command	24	19d ago	none	A	9	Claude Code

depyler: Command for Claude Code