Reproduce Chat States
different-ai/openwork
Fires known chat states in the running OpenWork desktop app, such as provider errors, retries and tool steps, so you can check how each renders.
Environment-verified friction sheets for field-standard computational tools (Rydberg pair interactions, QEC circuits, qLDPC decoding, code distance, atom dynamics, optics, quantum chemistry).
Install Compute Methods
$ npx skills add Muuuun/luxas --skill compute-methods -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Muuuun/luxas compute-methods --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/Muuuun/luxas.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/compute-methods .claude/skills/compute-methods && 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 "compute-methods" agent skill from https://github.com/Muuuun/luxas/tree/main/skills/compute-methods into .claude/skills/compute-methods/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "compute-methods", 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/Muuuun/luxas/tree/main/skills/compute-methodsType 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 Muuuun/luxas --skill compute-methods -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Muuuun/luxas compute-methods --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Muuuun/luxas.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/compute-methods .agents/skills/compute-methods && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "compute-methods" agent skill from https://github.com/Muuuun/luxas/tree/main/skills/compute-methods into .agents/skills/compute-methods/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "compute-methods", 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 Muuuun/luxas --skill compute-methods -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Muuuun/luxas compute-methods --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Muuuun/luxas.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/compute-methods .cursor/skills/compute-methods && 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 "compute-methods" agent skill from https://github.com/Muuuun/luxas/tree/main/skills/compute-methods into .cursor/skills/compute-methods/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "compute-methods", 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/Muuuun/luxas.git --path skills/compute-methods--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 Muuuun/luxas --skill compute-methods -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Muuuun/luxas compute-methods --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Muuuun/luxas.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/compute-methods .gemini/skills/compute-methods && 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 "compute-methods" agent skill from https://github.com/Muuuun/luxas/tree/main/skills/compute-methods into .gemini/skills/compute-methods/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "compute-methods", 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 Muuuun/luxas compute-methodsInstalls 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 Muuuun/luxas --skill compute-methods -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Muuuun/luxas.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/compute-methods .github/skills/compute-methods && 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 "compute-methods" agent skill from https://github.com/Muuuun/luxas/tree/main/skills/compute-methods into .github/skills/compute-methods/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "compute-methods", 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 Muuuun/luxas --skill compute-methods -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Muuuun/luxas compute-methods --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Muuuun/luxas.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/compute-methods .opencode/skills/compute-methods && 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 "compute-methods" agent skill from https://github.com/Muuuun/luxas/tree/main/skills/compute-methods into .opencode/skills/compute-methods/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "compute-methods", 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
compute-methods- GitHub stars
- 1.2k
- Token cost
- ~475 tokens
- SKILL.md length
- 165 words
- Files
- 8
- Skills in repo
- 9
- Repo updated
- First seen
- Licence
- MIT
At a glance
Environment-verified friction sheets for field-standard computational tools (Rydberg pair interactions, QEC circuits, qLDPC decoding, code distance, atom dynamics, optics, quantum chemistry).
- Tasks that involve QA and bug reports
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Compute Methods is an agent skill from Muuuun/luxas. Environment-verified friction sheets for field-standard computational tools (Rydberg pair interactions, QEC circuits, qLDPC decoding, code distance, atom dynamics, optics, quantum chemistry). Each sheet lists the tools the field actually uses, the first-use frictions that make agents wrongly abandon them, and one-line smoke tests. Injected at spawn time into experiment and toolimpl contexts by buildMethodsRegistry (src/agents/context-builders.ts) — the named reader; do not add sheets without match: keywords or…
Its SKILL.md is about 480 tokens, which your agent loads only when the skill is triggered. The skill folder holds 7 other files (for example `atom-dynamics.md`, `code-distance.md` and `optics.md`). Compatibility notes: Pure prompt skill. Sheets are data; the injection lives in the harness.
It sits in Testing & QA, covering QA and bug reports. The repository describes itself as: An autonomous research colleague — from a question to a compiled manuscript, while you sleep. The licence is MIT.
When your agent uses it
- Tasks that involve QA and bug reports
Example prompts
- “/compute-methods”
Requirements
- Compatibility (from SKILL.md): Pure prompt skill. Sheets are data; the injection lives in the harness.
What it can do on your machine
Read from SKILL.md and the folder at commit 9f77cef. 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.
Compatibility
Pure prompt skill. Sheets are data; the injection lives in the harness.
From compatibility in the SKILL.md frontmatter.
Context cost
Compute Methods loads about 475 tokens when it runs. Until then it costs about 140 tokens; SKILL.md has 165 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 Muuuun/luxas at commit 9f77cef, republished under its MIT licence (© Muuuun). 165 words, ~475 tokens.
Download SKILL.mdSave it as
.claude/skills/compute-methods/SKILL.md (or your agent's skills folder). This skill also uses 7 other files; get the full folder from GitHub.- name
- compute-methods
- description
- Environment-verified friction sheets for field-standard computational tools (Rydberg pair interactions, QEC circuits, qLDPC decoding, code distance, atom dynamics, optics, quantum chemistry). Each sheet lists the tools the field actually uses, the first-use frictions that make agents wrongly abandon them, and one-line smoke tests. Injected at spawn time into experiment and tool_impl contexts by buildMethodsRegistry (src/agents/context-builders.ts) — the named reader; do not add sheets without match: keywords or they will never be injected.
- compatibility
- Pure prompt skill. Sheets are data; the injection lives in the harness.
Compute-methods registry
Why this exists (2026-07-13, debate-adjudicated): experiment agents abandon
the field-standard tool over first-use friction and fall back to
approximations that change the science. Canonical: pairinteraction rejected as
"requires manual database download" when the real fix was the species string
'Yb174_mqdt' — the ν¹¹-scaling fallback missed series splitting and a pair
resonance that refuted a headline claim. A sheet row is cheaper than a
debugging spiral: a friction listed here is a usage bug, not a tool failure.
Sheet contract:
- frontmatter
match:comma-separated keywords (substring, case-insensitive) — ranked by hit count against RESEARCH.md + literature head + task text. - frontmatter
verified:YYYY-MM-DD +verified-on:vm|mac. Sheets withoutverified:are injected with an UNVERIFIED banner; older than 90 days get a STALE banner (frictions demote to hints). - Body: per-tool table (frictions, smoke test), then
## Known false rejections— verbatim wrong claims from past ledgers, so a reviewer can recognize a recurrence. - After you fix a new friction in anger, add the row in the same session — the next agent inherits it.
© Muuuun, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
SKILL.md and 7 other files in skills/compute-methods of Muuuun/luxas.
- SKILL.md
- atom-dynamics.md
- code-distance.md
- optics.md
- qec-circuits.md
- qldpc-decoding.md
- quantum-chemistry.md
- rydberg.md
Open the folder on GitHubat commit 9f77cef
Compare with similar skills
Compute Methods 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 |
|---|---|---|---|---|---|---|
| Compute Methods this skillMuuuun/luxas | 1.2k | — | ~475 | Automated safety check: Pass | MIT | |
| Reproduce Chat Statesdifferent-ai/openwork | 24k | — | ~673 | Automated safety check: Pass | Custom licence | |
| Dynamo Jira TicketDynamoDS/Dynamo | 2k | — | ~1.1k | Automated safety check: Pass | Apache-2.0 | |
| Minimal Run And Auditlllllllama/RigorPilot-Skills | 497 | 2 repos | ~691 | Automated safety check: Pass | MIT | |
| Moav E2EMotherofallVPNs/MoaV | 448 | — | ~1.9k | Automated safety check: Notes | MIT | |
| Anchor Reprolynxlangya/techne | 105 | 1 repos | ~1.2k | Automated safety check: Pass | MIT |
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DynamoDS/Dynamo
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Minimal Run And Audit
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Rigor Run skill for README-first deep learning repo reproduction.
Moav E2E
MotherofallVPNs/MoaV
Run and debug MoaV's end-to-end tests — real protocol connectivity (client-test.sh) and the moav CLI smoke test — against a LIVE server, via the self-hosted e2e workflow or a local test VPS.
Anchor Repro
lynxlangya/techne
Reproduce a behavioral bug before fixing it, record the failing probe, and verify the fix with the same probe.
Creating A Coral Task
Human-Agent-Society/CORAL
Author a new CORAL task — the three pieces that must line up (task.yaml, seed/, a packaged grader/), the coral init → coral validate → smoke-test loop, and how to pick a grader pattern (stdout…
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Related
Categories
Questions about Compute Methods
What does Compute Methods do?
Environment-verified friction sheets for field-standard computational tools (Rydberg pair interactions, QEC circuits, qLDPC decoding, code distance, atom dynamics, optics, quantum chemistry). Compute Methods is an agent skill from Muuuun/luxas. Environment-verified friction sheets for field-standard computational tools (Rydberg pair interactions, QEC circuits, qLDPC decoding, code distance, atom dynamics, optics, quantum chemistry).
When should I use Compute Methods?
Compute Methods fits situations like: tasks that involve QA and bug reports.
How do I install Compute Methods in Claude Code?
Run `npx skills add Muuuun/luxas --skill compute-methods -a claude-code`. Or copy the skill folder (skills/compute-methods in Muuuun/luxas) into .claude/skills/compute-methods in your project. Claude Code loads it when a task matches its description.
How do I install Compute Methods in Codex?
Run `npx skills add Muuuun/luxas --skill compute-methods -a codex`. Or copy the skill folder (skills/compute-methods in Muuuun/luxas) into .agents/skills/compute-methods in your project. Codex loads it when a task matches its description.
Can I use Compute Methods 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 Muuuun/luxas --skill compute-methods -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/compute-methods, .gemini/skills/compute-methods, .github/skills/compute-methods and .opencode/skills/compute-methods in your project.
What does Compute Methods need to run?
SKILL.md names no scripts, command-line tools or credentials: Compute Methods is instructions for the agent only. Compatibility (from SKILL.md): Pure prompt skill. Sheets are data; the injection lives in the harness..
Does Compute Methods 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 Compute Methods 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 Compute Methods use?
Compute Methods 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 Compute Methods use?
About 475 tokens (SKILL.md is roughly 1.9k 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 Compute Methods?
Skills that share tags, products or a category with Compute Methods: Reproduce Chat States (different-ai/openwork, 24k stars), Dynamo Jira Ticket (DynamoDS/Dynamo, 2k stars), Minimal Run And Audit (lllllllama/RigorPilot-Skills, 497 stars) and Moav E2E (MotherofallVPNs/MoaV, 448 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Compute Methods?
Muuuun (a GitHub user) maintains it in Muuuun/luxas, which has 1,169 GitHub stars. The repository holds 9 skills in this directory. The repository was last updated on September 6, 2026.
Source: Muuuun/luxas on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.