Explorer
supabase/supabase
Build and modify Studio Explorer surfaces, including notebooks, chats, SQL snippets, query cells, and their shared toolbar patterns.
Consult and maintain AutoWS documentation. An agent skill from facebookexperimental/triton.
OfficialMITAuto-check passed
Install Autows Docs
$ npx skills add facebookexperimental/triton --skill autows-docs -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install facebookexperimental/triton autows-docs --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/facebookexperimental/triton.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/autows-docs .claude/skills/autows-docs && 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 "autows-docs" agent skill from https://github.com/facebookexperimental/triton/tree/main/.claude/skills/autows-docs into .claude/skills/autows-docs/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "autows-docs", 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/facebookexperimental/triton/tree/main/.claude/skills/autows-docsType 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 facebookexperimental/triton --skill autows-docs -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install facebookexperimental/triton autows-docs --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/facebookexperimental/triton.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/autows-docs .agents/skills/autows-docs && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "autows-docs" agent skill from https://github.com/facebookexperimental/triton/tree/main/.claude/skills/autows-docs into .agents/skills/autows-docs/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "autows-docs", 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 facebookexperimental/triton --skill autows-docs -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install facebookexperimental/triton autows-docs --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/facebookexperimental/triton.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/autows-docs .cursor/skills/autows-docs && 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 "autows-docs" agent skill from https://github.com/facebookexperimental/triton/tree/main/.claude/skills/autows-docs into .cursor/skills/autows-docs/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "autows-docs", 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/facebookexperimental/triton.git --path .claude/skills/autows-docs--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 facebookexperimental/triton --skill autows-docs -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install facebookexperimental/triton autows-docs --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/facebookexperimental/triton.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/autows-docs .gemini/skills/autows-docs && 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 "autows-docs" agent skill from https://github.com/facebookexperimental/triton/tree/main/.claude/skills/autows-docs into .gemini/skills/autows-docs/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "autows-docs", 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 facebookexperimental/triton autows-docsInstalls 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 facebookexperimental/triton --skill autows-docs -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/facebookexperimental/triton.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/autows-docs .github/skills/autows-docs && 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 "autows-docs" agent skill from https://github.com/facebookexperimental/triton/tree/main/.claude/skills/autows-docs into .github/skills/autows-docs/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "autows-docs", 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 facebookexperimental/triton --skill autows-docs -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install facebookexperimental/triton autows-docs --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/facebookexperimental/triton.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/autows-docs .opencode/skills/autows-docs && 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 "autows-docs" agent skill from https://github.com/facebookexperimental/triton/tree/main/.claude/skills/autows-docs into .opencode/skills/autows-docs/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "autows-docs", 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.
Facts
- Skill name
autows-docs- GitHub stars
- 201
- Token cost
- ~968 tokens
- SKILL.md length
- 413 words
- Files
- 1
- Skills in repo
- 18
- Repo updated
- First seen
- Licence
- MIT
At a glance
Consult and maintain AutoWS documentation. An agent skill from facebookexperimental/triton.
- Works in 3 steps: Read the matching doc(s) from the table… → Then explore source files, guided by… → If no doc matches your task, read…
- SKILL.md covers CRITICAL: Read docs BEFORE… and CRITICAL: Update docs AFTER…
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Autows Docs is an agent skill from facebookexperimental/triton, published by the product's own GitHub organization. Consult and maintain AutoWS documentation. Use BEFORE exploring AutoWS source code — when investigating, planning, or modifying files under WarpSpecialization/, partition scheduling, warpspecialize ops, WSCodePartition, WSDataPartition, WSTaskPartition, WSMemoryPlanner, or related passes. Also use AFTER making non-trivial changes to AutoWS code to keep docs in sync.
Its SKILL.md is about 970 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
The repository describes itself as: Github mirror of trition-lang/triton repo. The licence is MIT.
Example prompts
- “/autows-docs”
Workflow steps
3 steps, taken from the first numbered list in SKILL.md.
- Read the matching doc(s) from the table above.
- Then explore source files, guided by what the docs describe.
- If no doc matches your task, read docs/Overview.md for the pipeline
What it can do on your machine
Read from SKILL.md and the folder at commit 612bd83. It shows what the files ask for, not the result of running them.
Tool permissions
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.
Runs code
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Autows Docs loads about 968 tokens when it runs. Until then it costs about 95 tokens; SKILL.md has 413 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.
Safety
Auto-check passed
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.
SKILL.md
The full file from facebookexperimental/triton at commit 612bd83, republished under its MIT licence (© facebookexperimental). 413 words, ~968 tokens.
Download SKILL.mdSave it as
.claude/skills/autows-docs/SKILL.md (or your agent's skills folder).- name
- autows-docs
- description
- Consult and maintain AutoWS documentation. Use BEFORE exploring AutoWS source code — when investigating, planning, or modifying files under WarpSpecialization/, partition scheduling, warp_specialize ops, WSCodePartition, WSDataPartition, WSTaskPartition, WSMemoryPlanner, or related passes. Also use AFTER making non-trivial changes to AutoWS code to keep docs in sync.
AutoWS Documentation
AutoWS has comprehensive design docs that live alongside the source code at:
third_party/nvidia/hopper/lib/Transforms/WarpSpecialization/docs/CRITICAL: Read docs BEFORE reading source
When investigating or planning changes to AutoWS code, always read the relevant docs first before exploring the source files. The docs explain the design intent, invariants, and relationships between passes — information that is difficult to reconstruct from code alone. Reading docs first will:
- Give you the correct mental model before diving into implementation details
- Identify which files are relevant so you search less
- Surface invariants and edge cases that aren't obvious from code
How to find the right doc
Use the file map below to match your task to the relevant doc(s):
| If you're working on... | Read this doc first |
|---|---|
| Overall pipeline, pass ordering | docs/Overview.md |
| Task ID assignment (Hopper) | docs/TaskPartitionAndPropagation.md |
| Splitting ops across warp groups | docs/DataPartition.md |
| Channel insertion, async copies, barriers | docs/CodePartition.md |
| Code specialization / cloning into regions | docs/CodeSpecialization.md |
| SMEM/TMEM allocation, multi-buffering | docs/BufferAllocation.md, docs/AccumulationCounters.md, docs/SmemAllocationDesign.md |
| Memory planner liveness analysis | docs/MemoryPlannerVisualization.md |
| Memory lowering (global/shared/tensor) | docs/MemoryLowering.md |
| Token/barrier lowering to hardware | docs/TokenBarrierLowering.md |
| Ping-pong scheduling | docs/PingPongScheduling.md |
| Barrier fusion/merging | docs/BarrierFusion.md |
| Operand D / accumulator handling | docs/OperandDHandling.md |
| Reuse groups for buffer sharing | docs/ReuseGroups.md |
| TMEM allocation heuristics | docs/TMEMAllocationHeuristics.md |
| Utility functions | docs/Utilities.md |
Workflow
- Read the matching doc(s) from the table above.
- Then explore source files, guided by what the docs describe.
- If no doc matches your task, read
docs/Overview.mdfor the pipeline context and file map, then proceed to source.
Show full SKILL.md (180 more words)Show less
CRITICAL: Update docs AFTER non-trivial code changes
When you make changes to AutoWS code that go beyond a simple bug fix, you must update the corresponding documentation. Specifically, update docs when:
- Adding a new pass or file: Add an entry to
docs/Overview.md(file map and pipeline diagram) and create a new doc if the pass is substantial. - Changing pass behavior or invariants: Update the doc that describes that pass to reflect the new behavior.
- Adding or changing data structures: Update the doc that references those structures.
- Changing the pipeline order: Update
docs/Overview.md. - Adding new concepts or terminology: Document them in the relevant doc or create a new one if no existing doc fits.
Do NOT update docs for:
- Pure bug fixes that don't change documented behavior
- Code style / refactoring that preserves semantics
Doc conventions
- Docs live in
third_party/nvidia/hopper/lib/Transforms/WarpSpecialization/docs/ - Each doc covers one logical area (one pass or closely related group of passes)
- Docs should explain why, not just what — design rationale matters
- Include the file(s) the doc covers at the top
- Use code snippets or IR examples to illustrate transformations
© facebookexperimental, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in .claude/skills/autows-docs of facebookexperimental/triton.
Open the folder on GitHubat commit 612bd83
Compare with similar skills
Autows Docs 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 |
|---|---|---|---|---|---|---|
| Autows Docs this skillfacebookexperimental/triton | 201 | — | ~968 | Automated safety check: Pass | MIT | |
| Explorersupabase/supabase | 111k | — | ~845 | Automated safety check: Pass | Apache-2.0 | |
| Wiki Maintaineropenclaw/openclaw | 392k | 1 repos | ~462 | Automated safety check: Pass | MIT | |
| Obsidian Vault Maintaineropenclaw/openclaw | 392k | 2 repos | ~262 | Automated safety check: Pass | MIT | |
| Openclaw PR Maintaineropenclaw/openclaw | 392k | — | ~2.2k | Automated safety check: Pass | MIT | |
| Agent Scout Explorerruvnet/ruflo | 74k | 3 repos | ~1.6k | Automated safety check: Pass | MIT |
Similar skills
- Official
Wiki Maintainer
openclaw/openclaw
Maintain the OpenClaw memory wiki vault with deterministic pages, managed blocks, and source-backed updates.
Obsidian Vault Maintainer
openclaw/openclaw
Maintain an Obsidian-friendly memory wiki vault with wikilinks, frontmatter, and official Obsidian CLI awareness.
Openclaw PR Maintainer
openclaw/openclaw
Review, triage, repair, or land OpenClaw issues and pull requests with current-source evidence and the native maintainer workflow.
Agent Scout Explorer
ruvnet/ruflo
Agent skill for scout-explorer - invoke with $agent-scout-explorer
Open Source Maintainer Assistant
slopus/happy
Helps maintain the slopus/happy open source project by triaging issues, drafting closing comments, finding duplicates and checking fixes, with approval before anything is posted.
More from facebookexperimental/triton
All 18 skills in this repo- Official
Amd Att Trace
facebookexperimental/triton
Collect, validate, package, and inspect rocprofv3 Advanced Thread Trace bundles for AMD GPU kernels.
- Official
Ir Override Ablation
facebookexperimental/triton
Design and run Triton TTGIR debugging ablations using iroverride.
- Official
Tlx Kernel Optimization Agent
facebookexperimental/triton
Execute the TLX Kernel Optimization Agent CLI on a Triton or TLX kernel.
- Official
Compute Sanitizer
facebookexperimental/triton
Run NVIDIA compute-sanitizer (memcheck, racecheck, initcheck, synccheck) against a Triton/TLX kernel to find runtime memory and synchronization bugs.
- Official
Debug Failing GPU
facebookexperimental/triton
Recover from GPU-busy / GPU-unavailable failures. An agent skill from facebookexperimental/triton.
- Official
Ir Debugging
facebookexperimental/triton
Debug Triton compilation by dumping IR at each stage (TTIR, TTGIR, LLVM, PTX).
Questions about Autows Docs
What does Autows Docs do?
Consult and maintain AutoWS documentation. An agent skill from facebookexperimental/triton. Autows Docs is an agent skill from facebookexperimental/triton, published by the product's own GitHub organization. Consult and maintain AutoWS documentation.
How do I install Autows Docs in Claude Code?
Run `npx skills add facebookexperimental/triton --skill autows-docs -a claude-code`. Or copy the skill folder (.claude/skills/autows-docs in facebookexperimental/triton) into .claude/skills/autows-docs in your project. Claude Code loads it when a task matches its description.
How do I install Autows Docs in Codex?
Run `npx skills add facebookexperimental/triton --skill autows-docs -a codex`. Or copy the skill folder (.claude/skills/autows-docs in facebookexperimental/triton) into .agents/skills/autows-docs in your project. Codex loads it when a task matches its description.
Can I use Autows Docs in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add facebookexperimental/triton --skill autows-docs -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/autows-docs, .gemini/skills/autows-docs, .github/skills/autows-docs and .opencode/skills/autows-docs in your project.
What does Autows Docs need to run?
SKILL.md names no scripts, command-line tools or credentials: Autows Docs is instructions for the agent only.
Does Autows Docs access the network?
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.
Is Autows Docs safe to install?
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.
What licence does Autows Docs use?
Autows Docs is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Autows Docs use?
About 968 tokens (SKILL.md is roughly 3.9k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Autows Docs?
Skills that share tags, products or a category with Autows Docs: Explorer (supabase/supabase, 111k stars), Wiki Maintainer (openclaw/openclaw, 392k stars), Obsidian Vault Maintainer (openclaw/openclaw, 392k stars) and Openclaw PR Maintainer (openclaw/openclaw, 392k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Autows Docs?
facebookexperimental (a GitHub organization, an official publisher) maintains it in facebookexperimental/triton, which has 201 GitHub stars. The repository holds 18 skills in this directory. The repository was last updated on October 8, 2026.
Source: facebookexperimental/triton on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.