Code Review Checklist
shareAI-lab/learn-claude-code
Reviews code against a five-part checklist covering security, correctness, performance, maintainability and testing, and reports findings in a fixed format.
How the Zig↔Python binding layer works (pyzig), including build-on-import, wrapper generation patterns, ownership rules, and where to add new exported APIs.
$ npx skills add atopile/atopile --skill pyzig -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install atopile/atopile pyzig --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/atopile/atopile.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/pyzig .claude/skills/pyzig && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "pyzig" agent skill from https://github.com/atopile/atopile/tree/main/.claude/skills/pyzig into .claude/skills/pyzig/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pyzig", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/atopile/atopile/tree/main/.claude/skills/pyzigType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add atopile/atopile --skill pyzig -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install atopile/atopile pyzig --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/atopile/atopile.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/pyzig .agents/skills/pyzig && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "pyzig" agent skill from https://github.com/atopile/atopile/tree/main/.claude/skills/pyzig into .agents/skills/pyzig/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pyzig", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add atopile/atopile --skill pyzig -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install atopile/atopile pyzig --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/atopile/atopile.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/pyzig .cursor/skills/pyzig && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "pyzig" agent skill from https://github.com/atopile/atopile/tree/main/.claude/skills/pyzig into .cursor/skills/pyzig/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pyzig", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/atopile/atopile.git --path .claude/skills/pyzig--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add atopile/atopile --skill pyzig -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install atopile/atopile pyzig --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/atopile/atopile.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/pyzig .gemini/skills/pyzig && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "pyzig" agent skill from https://github.com/atopile/atopile/tree/main/.claude/skills/pyzig into .gemini/skills/pyzig/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pyzig", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install atopile/atopile pyzigInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add atopile/atopile --skill pyzig -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/atopile/atopile.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/pyzig .github/skills/pyzig && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "pyzig" agent skill from https://github.com/atopile/atopile/tree/main/.claude/skills/pyzig into .github/skills/pyzig/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pyzig", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add atopile/atopile --skill pyzig -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install atopile/atopile pyzig --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/atopile/atopile.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/pyzig .opencode/skills/pyzig && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "pyzig" agent skill from https://github.com/atopile/atopile/tree/main/.claude/skills/pyzig into .opencode/skills/pyzig/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pyzig", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
pyzigHow the Zig↔Python binding layer works (pyzig), including build-on-import, wrapper generation patterns, ownership rules, and where to add new exported APIs.
Pyzig is an agent skill from atopile/atopile. How the Zig↔Python binding layer works (pyzig), including build-on-import, wrapper generation patterns, ownership rules, and where to add new exported APIs. Use when adding Zig-Python bindings, modifying native extensions, or debugging C-API interactions.
Its SKILL.md is about 1k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Development. It works with Python. The repository describes itself as: Design circuit boards with code! ✨ Get software-like design reuse 🚀, validation, version control and collaboration in hardware; starting with electronics ⚡️. The licence is MIT.
3 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 619eda7. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Shell commands in SKILL.md call:
pythonFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Pyzig loads about 1k tokens when it runs. Until then it costs about 65 tokens; SKILL.md has 361 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from atopile/atopile at commit 619eda7, republished under its MIT licence (© atopile). 361 words, ~1,031 tokens.
.claude/skills/pyzig/SKILL.md (or your agent's skills folder).pyzig is the Zig↔Python interoperability layer used by Faebryk’s native modules (graph, sexp, faebryk typegraph, …).
There are three distinct layers to keep straight:
src/faebryk/core/zig/__init__.py (build-on-import + .pyi syncing)src/faebryk/core/zig/build.zig (builds pyzig.so + pyzig_sexp.so, generates stubs)src/faebryk/core/zig/src/pyzig/* (wrapper generation + minimal C-API surface)ato dev compile
python -c "import faebryk.core.zig; import faebryk.core.graph"src/faebryk/core/zig/__init__.py (ZIG_NORECOMPILE, ZIG_RELEASEMODE, lock, stub syncing)src/faebryk/core/zig/build.zig (builds extensions + runs .pyi generator)src/faebryk/core/zig/src/pyzig/pybindings.zig (minimal CPython C-API declarations)src/faebryk/core/zig/src/pyzig/pyzig.zig (wrapper generation helpers)src/faebryk/core/zig/src/pyzig/type_registry.zig (global type-object registry)src/faebryk/core/zig/src/pyzig/pyi.zig (stub generation helpers)src/faebryk/core/zig/src/python/graph/graph_py.zigsrc/faebryk/core/zig/src/python/sexp/sexp_py.zigsrc/faebryk/core/zig/src/python/graph/*src/faebryk/core/zig/src/python/sexp/*src/faebryk/core/zig/src/python/faebryk/* (and friends)wrap_in_python(...) / wrap_in_python_simple(...).PyTypeObjects for the same Zig type (type_registry).__init__ (by default): many “reference” types are not meant to be user-constructed; pyzig often installs an init that raises.__zig_address__() to help debug pointer identity.src/faebryk/core/zig/src/pyzig/*src/faebryk/core/zig/src/python/**ato dev compile (imports faebryk.core.zig; editable installs compile-on-import)ZIG_RELEASEMODE=ReleaseFast|ReleaseSafe|Debug as neededsrc/faebryk/core/zig/gen/** gets updated (this is driven by src/faebryk/core/zig/__init__.py)python -m faebryk.core.graph (GraphView allocation/cleanup stress)ato dev test --llm test/core/solver (heavy user of graph + bindings via many subsystems).destroy() vs tp_dealloc calling .deinit()).free(...) path and document it.tp_dealloc that calls deinit..pyi surface accurate; many callers rely on types for navigation.src/faebryk/core/zig/__init__.py is responsible for:
ZIG_NORECOMPILE=1)pyzig.so and pyzig_sexp.so from src/faebryk/core/zig/zig-out/lib/.pyi files into src/faebryk/core/zig/gen/** (black + ruff)© atopile, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in .claude/skills/pyzig of atopile/atopile.
Open the folder on GitHubat commit 619eda7
Pyzig next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Pyzig this skillatopile/atopile | 4k | — | ~1k | Automated safety check: Pass | MIT | |
| Code Review ChecklistshareAI-lab/learn-claude-code | 78k | 5 repos | ~1.1k | Automated safety check: Pass | MIT | |
| Summarise Ecosystem Resultsastral-sh/ruff | 50k | 1 repos | ~2.2k | Automated safety check: Pass | MIT | |
| Minimizing Ty Ecosystem Changesastral-sh/ruff | 50k | — | ~4.6k | Automated safety check: Pass | MIT | |
| Merge Dependabot PRsonyx-dot-app/onyx | 32k | 1 repos | ~2.2k | Automated safety check: Pass | MIT | |
| Code Graph Mermaid Diagramstrailofbits/skills | 7.4k | 1 repos | ~1.7k | Automated safety check: Pass | CC-BY-SA-4.0 |
shareAI-lab/learn-claude-code
Reviews code against a five-part checklist covering security, correctness, performance, maintainability and testing, and reports findings in a fixed format.
astral-sh/ruff
A skill your agent uses when a user says "summarise ecosystem results", "summarize this ty ecosystem report", "what changed in this ecosystem run?", or asks to summarise or summarize ty ecosystem…
astral-sh/ruff
A skill your agent uses when a user says "minimize this ty ecosystem change", "reproduce this ecosystem result", "investigate a primer difference", "investigate a mypyprimer difference"…
onyx-dot-app/onyx
Triages and lands a batch of open Dependabot PRs in the Onyx repo, where main is gated exclusively by GitHub's merge queue: approves and enqueues green PRs, closes superseded duplicates, fixes…
trailofbits/skills
Generates Mermaid diagrams from Trailmark code graphs, including call graphs, class hierarchies, module dependency maps, complexity heatmaps and attack surface data flows.
Jeffallan/claude-skills
Walks through designing, building and polishing a command-line tool: user workflow and command hierarchy, implementation in commander, click, typer or cobra, completions and cross-platform testing.
atopile/atopile
Reference for the .ato declarative DSL: type system, connection semantics, constraint model, and standard library.
atopile/atopile
How the atopile compiler builds and links TypeGraphs from .ato (ANTLR front-end → AST → TypeGraph → Linker → DeferredExecutor), plus the key invariants and test entrypoints.
atopile/atopile
Instructions for electronics-specific logic and build processes: netlists, PCBs, build steps, and exporters.
atopile/atopile
How FabLL (faebryk.core.node) maps Python node/trait declarations into the TypeGraph + instance graph, including field/trait invariants and instantiation patterns.
atopile/atopile
How Faebryk's TypeGraph works (GraphView + Zig edges), how to traverse/resolve references, and how FabLL types/traits map onto edge types.
atopile/atopile
How the Zig-backed instance graph works (GraphView/NodeReference/EdgeReference), the real Python API surface, and the invariants around allocation, attributes, and cleanup.
Works with
Categories
How the Zig↔Python binding layer works (pyzig), including build-on-import, wrapper generation patterns, ownership rules, and where to add new exported APIs. Pyzig is an agent skill from atopile/atopile. How the Zig↔Python binding layer works (pyzig), including build-on-import, wrapper generation patterns, ownership rules, and where to add new exported APIs.
Pyzig fits situations like: adding Zig-Python bindings; modifying native extensions; debugging C-API interactions.
Run `npx skills add atopile/atopile --skill pyzig -a claude-code`. Or copy the skill folder (.claude/skills/pyzig in atopile/atopile) into .claude/skills/pyzig in your project. Claude Code loads it when a task matches its description.
Run `npx skills add atopile/atopile --skill pyzig -a codex`. Or copy the skill folder (.claude/skills/pyzig in atopile/atopile) into .agents/skills/pyzig in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add atopile/atopile --skill pyzig -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/pyzig, .gemini/skills/pyzig, .github/skills/pyzig and .opencode/skills/pyzig in your project.
Going by SKILL.md and its folder, Pyzig needs the command-line tools its instructions call (python). Our summary lists: Python 3.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Pyzig is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1k tokens (SKILL.md is roughly 4.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Pyzig: Code Review Checklist (shareAI-lab/learn-claude-code, 78k stars), Summarise Ecosystem Results (astral-sh/ruff, 50k stars), Minimizing Ty Ecosystem Changes (astral-sh/ruff, 50k stars) and Merge Dependabot PRs (onyx-dot-app/onyx, 32k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
atopile (a GitHub organization) maintains it in atopile/atopile, which has 3,976 GitHub stars. The repository holds 19 skills in this directory. The repository was last updated on June 13, 2026.
Source: atopile/atopile on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.