ultraworkers/claw-code-parityPublicArchived

Join Discord: https://discord.gg/5TUQKqFWd / claw-code Rust port parity work - it is temporary work while claw-code repo is doing migration

AI summary: A temporary Python port aiming for functional parity with the rapidly growing Claw Code coding harness.

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6.6K
+-4 today
Forks
5.2K
Watchers
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RustNo licenseCreated Apr 2, 2026Last push 6mo ago+-6 stars this week+-22 this month

Quick answers

What is claw-code-parity?
A temporary Python port aiming for functional parity with the rapidly growing Claw Code coding harness.
What does claw-code-parity do?
Claw Code Parity is a transitional repository focused on rewriting the highly popular Claw Code agent harness (which originally reached 50k stars in record time) into Python. It serves as an active, temporary workspace to achieve feature parity with the original TypeScript system while a larger structural migration takes place. Uniquely, the repository is actively developed and maintained not by human developers, but autonomously by parallel AI agents utilizing specialized orchestration tools like oh-my-codex. It acts as a live proving ground to map original tool capabilities and command inventories into a structurally compliant Python architecture.
Who is claw-code-parity for?
Contributors to the Claw Code project, AI agent researchers, and developers interested in architectural porting and autonomous, AI-driven software development workflows.
How do I get started with claw-code-parity?
python3 -m src.main parity-audit
How popular is claw-code-parity on GitHub?
ultraworkers/claw-code-parity has 6,623 stars and 5,195 forks on GitHub, and gained -6 stars in the last 7 days.

Star history

since Jul 29, 2026
02K4K6KJul 2026Aug 2026Sep 2026Oct 2026
6.6K stars as of Oct 3, 2026. Measured daily since Jul 29, 2026; GitHub no longer exposes earlier star timestamps.

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421 commits in the last yearLessMore

Signals and awards

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    3 trending appearances

What claw-code-parity does

Claw Code Parity is a transitional repository focused on rewriting the highly popular Claw Code agent harness (which originally reached 50k stars in record time) into Python. It serves as an active, temporary workspace to achieve feature parity with the original TypeScript system while a larger structural migration takes place. Uniquely, the repository is actively developed and maintained not by human developers, but autonomously by parallel AI agents utilizing specialized orchestration tools like oh-my-codex. It acts as a live proving ground to map original tool capabilities and command inventories into a structurally compliant Python architecture.

Contributors to the Claw Code project, AI agent researchers, and developers interested in architectural porting and autonomous, AI-driven software development workflows.

  • Python implementation: Rebuilds existing harness functionality entirely in Python to map the core execution patterns of the original TypeScript system.
  • Autonomous orchestration: Extensively developed and maintained by parallel AI agent routines utilizing the oh-my-codex harness rather than human developers.
  • Feature parity matching: Focuses specifically on mirroring the exact subsystem architecture, file surfaces, and command inventories of the original codebase.
  • Transitional architecture: Designed purely as a temporary bridge to facilitate a larger migration effort away from the original exposed snapshot.
  • Iterative parity auditing: Features built-in Python CLI tools to continuously cross-reference porting progress against the archived baseline.
  • Agent-driven development: Utilizes specific AI orchestration modes (like $team and $ralph) for coordinated parallel review and persistent execution.

Where teams use it

Evaluating port performance

The community can test the stability and architectural map of the new Python port to see if it holds up to the original implementation.

Observing agentic development

Researchers can study the repository to understand how a complex codebase is actively managed and expanded by autonomous AI lobsters/claws.

Contributing to the migration

Developers can utilize the built-in parity audit tools to help translate missing specific features and achieve full behavioral parity.

Safe architectural experimentation

Serves as an isolated sandbox for architectural changes that might be too risky or structurally incompatible with the main repository.

Getting started: python3 -m src.main parity-audit

README

main branch

Rewriting Project Claw Code

⭐ The fastest repo in history to surpass 50K stars, reaching the milestone in just 2 hours after publication ⭐

Star History Chart

Claw

Autonomously maintained by lobsters/claws — not by human hands

clawhip · oh-my-openagent · oh-my-claudecode · oh-my-codex · UltraWorkers Discord

Important

The active Rust workspace now lives in rust/. Start with USAGE.md for build, auth, CLI, session, and parity-harness workflows, then use rust/README.md for crate-level details.

Want the bigger idea behind this repo? Read PHILOSOPHY.md and Sigrid Jin's public explanation: https://x.com/realsigridjin/status/2039472968624185713

Shout-out to the UltraWorkers ecosystem powering this repo: clawhip, oh-my-openagent, oh-my-claudecode, oh-my-codex, and the UltraWorkers Discord.


Backstory

This repo is maintained by lobsters/claws, not by a conventional human-only dev team.

The people behind the system are Bellman / Yeachan Heo and friends like Yeongyu, but the repo itself is being pushed forward by autonomous claw workflows: parallel coding sessions, event-driven orchestration, recovery loops, and machine-readable lane state.

In practice, that means this project is not just about coding agents — it is being actively built by them. Features, tests, telemetry, docs, and workflow hardening are landed through claw-driven loops using clawhip, oh-my-openagent, oh-my-claudecode, and oh-my-codex.

This repository exists to prove that an open coding harness can be built autonomously, in public, and at high velocity — with humans setting direction and claws doing the grinding.

See the public build story here:

https://x.com/realsigridjin/status/2039472968624185713

Tweet screenshot


Porting Status

The main source tree is now Python-first.

  • src/ contains the active Python porting workspace
  • tests/ verifies the current Python workspace
  • the exposed snapshot is no longer part of the tracked repository state

The current Python workspace is not yet a complete one-to-one replacement for the original system, but the primary implementation surface is now Python.

Why this rewrite exists

I originally studied the exposed codebase to understand its harness, tool wiring, and agent workflow. After spending more time with the legal and ethical questions—and after reading the essay linked below—I did not want the exposed snapshot itself to remain the main tracked source tree.

This repository now focuses on Python porting work instead.

Repository Layout

.
├── src/                                # Python porting workspace
│   ├── __init__.py
│   ├── commands.py
│   ├── main.py
│   ├── models.py
│   ├── port_manifest.py
│   ├── query_engine.py
│   ├── task.py
│   └── tools.py
├── tests/                              # Python verification
├── assets/omx/                         # OmX workflow screenshots
├── 2026-03-09-is-legal-the-same-as-legitimate-ai-reimplementation-and-the-erosion-of-copyleft.md
└── README.md

Python Workspace Overview

The new Python src/ tree currently provides:

  • port_manifest.py — summarizes the current Python workspace structure
  • models.py — dataclasses for subsystems, modules, and backlog state
  • commands.py — Python-side command port metadata
  • tools.py — Python-side tool port metadata
  • query_engine.py — renders a Python porting summary from the active workspace
  • main.py — a CLI entrypoint for manifest and summary output

Quickstart

Render the Python porting summary:

python3 -m src.main summary

Print the current Python workspace manifest:

python3 -m src.main manifest

List the current Python modules:

python3 -m src.main subsystems --limit 16

Run verification:

python3 -m unittest discover -s tests -v

Run the parity audit against the local ignored archive (when present):

python3 -m src.main parity-audit

Inspect mirrored command/tool inventories:

python3 -m src.main commands --limit 10
python3 -m src.main tools --limit 10

Current Parity Checkpoint

The port now mirrors the archived root-entry file surface, top-level subsystem names, and command/tool inventories much more closely than before. However, it is not yet a full runtime-equivalent replacement for the original TypeScript system; the Python tree still contains fewer executable runtime slices than the archived source.

Built with oh-my-codex

The restructuring and documentation work on this repository was AI-assisted and orchestrated with Yeachan Heo's oh-my-codex (OmX), layered on top of Codex.

  • $team mode: used for coordinated parallel review and architectural feedback
  • $ralph mode: used for persistent execution, verification, and completion discipline
  • Codex-driven workflow: used to turn the main src/ tree into a Python-first porting workspace

OmX workflow screenshots

OmX workflow screenshot 1

Ralph/team orchestration view while the README and essay context were being reviewed in terminal panes.

OmX workflow screenshot 2

Split-pane review and verification flow during the final README wording pass.

Community

instructkr

Join the instructkr Discord — the best Korean language model community. Come chat about LLMs, harness engineering, agent workflows, and everything in between.

Discord

Star History

See the chart at the top of this README.

Ownership / Affiliation Disclaimer

  • This repository does not claim ownership of the original Claude Code source material.
  • This repository is not affiliated with, endorsed by, or maintained by Anthropic.
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Recent activity

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Code frequency

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421 commits in the last 52 weeks.

When work happens

weekday and hour
SunMonTueWedThuFriSat036912151821Sun 0:00 — 2 commitsSun 1:00 — 2 commitsSun 2:00 — 0 commitsSun 3:00 — 3 commitsSun 4:00 — 1 commitsSun 5:00 — 0 commitsSun 6:00 — 0 commitsSun 7:00 — 0 commitsSun 8:00 — 0 commitsSun 9:00 — 0 commitsSun 10:00 — 1 commitsSun 11:00 — 1 commitsSun 12:00 — 0 commitsSun 13:00 — 0 commitsSun 14:00 — 0 commitsSun 15:00 — 0 commitsSun 16:00 — 0 commitsSun 17:00 — 0 commitsSun 18:00 — 0 commitsSun 19:00 — 0 commitsSun 20:00 — 0 commitsSun 21:00 — 0 commitsSun 22:00 — 0 commitsSun 23:00 — 0 commitsMon 0:00 — 0 commitsMon 1:00 — 0 commitsMon 2:00 — 0 commitsMon 3:00 — 0 commitsMon 4:00 — 0 commitsMon 5:00 — 0 commitsMon 6:00 — 0 commitsMon 7:00 — 0 commitsMon 8:00 — 0 commitsMon 9:00 — 0 commitsMon 10:00 — 0 commitsMon 11:00 — 0 commitsMon 12:00 — 0 commitsMon 13:00 — 0 commitsMon 14:00 — 0 commitsMon 15:00 — 0 commitsMon 16:00 — 0 commitsMon 17:00 — 0 commitsMon 18:00 — 0 commitsMon 19:00 — 0 commitsMon 20:00 — 0 commitsMon 21:00 — 0 commitsMon 22:00 — 0 commitsMon 23:00 — 0 commitsTue 0:00 — 0 commitsTue 1:00 — 0 commitsTue 2:00 — 0 commitsTue 3:00 — 0 commitsTue 4:00 — 0 commitsTue 5:00 — 1 commitsTue 6:00 — 0 commitsTue 7:00 — 0 commitsTue 8:00 — 1 commitsTue 9:00 — 0 commitsTue 10:00 — 0 commitsTue 11:00 — 0 commitsTue 12:00 — 0 commitsTue 13:00 — 0 commitsTue 14:00 — 0 commitsTue 15:00 — 0 commitsTue 16:00 — 0 commitsTue 17:00 — 4 commitsTue 18:00 — 2 commitsTue 19:00 — 40 commitsTue 20:00 — 28 commitsTue 21:00 — 22 commitsTue 22:00 — 12 commitsTue 23:00 — 14 commitsWed 0:00 — 22 commitsWed 1:00 — 24 commitsWed 2:00 — 18 commitsWed 3:00 — 12 commitsWed 4:00 — 22 commitsWed 5:00 — 8 commitsWed 6:00 — 12 commitsWed 7:00 — 10 commitsWed 8:00 — 9 commitsWed 9:00 — 0 commitsWed 10:00 — 0 commitsWed 11:00 — 0 commitsWed 12:00 — 0 commitsWed 13:00 — 0 commitsWed 14:00 — 0 commitsWed 15:00 — 0 commitsWed 16:00 — 0 commitsWed 17:00 — 0 commitsWed 18:00 — 4 commitsWed 19:00 — 1 commitsWed 20:00 — 0 commitsWed 21:00 — 0 commitsWed 22:00 — 0 commitsWed 23:00 — 0 commitsThu 0:00 — 0 commitsThu 1:00 — 0 commitsThu 2:00 — 0 commitsThu 3:00 — 0 commitsThu 4:00 — 0 commitsThu 5:00 — 0 commitsThu 6:00 — 2 commitsThu 7:00 — 7 commitsThu 8:00 — 1 commitsThu 9:00 — 0 commitsThu 10:00 — 9 commitsThu 11:00 — 6 commitsThu 12:00 — 0 commitsThu 13:00 — 0 commitsThu 14:00 — 1 commitsThu 15:00 — 0 commitsThu 16:00 — 0 commitsThu 17:00 — 1 commitsThu 18:00 — 14 commitsThu 19:00 — 0 commitsThu 20:00 — 0 commitsThu 21:00 — 0 commitsThu 22:00 — 0 commitsThu 23:00 — 0 commitsFri 0:00 — 0 commitsFri 1:00 — 1 commitsFri 2:00 — 0 commitsFri 3:00 — 0 commitsFri 4:00 — 1 commitsFri 5:00 — 2 commitsFri 6:00 — 0 commitsFri 7:00 — 4 commitsFri 8:00 — 2 commitsFri 9:00 — 0 commitsFri 10:00 — 0 commitsFri 11:00 — 0 commitsFri 12:00 — 0 commitsFri 13:00 — 0 commitsFri 14:00 — 2 commitsFri 15:00 — 2 commitsFri 16:00 — 1 commitsFri 17:00 — 8 commitsFri 18:00 — 4 commitsFri 19:00 — 6 commitsFri 20:00 — 0 commitsFri 21:00 — 0 commitsFri 22:00 — 2 commitsFri 23:00 — 0 commitsSat 0:00 — 14 commitsSat 1:00 — 2 commitsSat 2:00 — 2 commitsSat 3:00 — 2 commitsSat 4:00 — 1 commitsSat 5:00 — 1 commitsSat 6:00 — 0 commitsSat 7:00 — 0 commitsSat 8:00 — 0 commitsSat 9:00 — 0 commitsSat 10:00 — 0 commitsSat 11:00 — 0 commitsSat 12:00 — 0 commitsSat 13:00 — 0 commitsSat 14:00 — 3 commitsSat 15:00 — 5 commitsSat 16:00 — 16 commitsSat 17:00 — 3 commitsSat 18:00 — 2 commitsSat 19:00 — 3 commitsSat 20:00 — 3 commitsSat 21:00 — 5 commitsSat 22:00 — 3 commitsSat 23:00 — 4 commits
Commit volume by weekday and hour (UTC). Larger dots mean more commits.
DateListRankStars gained
Apr 4, 2026daily#12+305
Apr 3, 2026daily#7+535
Apr 2, 2026daily#13+359
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