cmux Package Test Bisect
manaflow-ai/cmux
Finds which commit broke a failing Swift package suite in the cmux repo by bisecting on CI, then judges per test whether it went stale or the code regressed.
Classifies a failing test, typecheck or CI job before any code changes, by recording the failure and running a clean control to show whether it was already broken.
$ npx skills add different-ai/openwork --skill diagnose-a-red-run -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install different-ai/openwork diagnose-a-red-run --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/different-ai/openwork.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.opencode/skills/diagnose-a-red-run .claude/skills/diagnose-a-red-run && 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 "diagnose-a-red-run" agent skill from https://github.com/different-ai/openwork/tree/dev/.opencode/skills/diagnose-a-red-run into .claude/skills/diagnose-a-red-run/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "diagnose-a-red-run", 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/different-ai/openwork/tree/dev/.opencode/skills/diagnose-a-red-runType 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 different-ai/openwork --skill diagnose-a-red-run -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install different-ai/openwork diagnose-a-red-run --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/different-ai/openwork.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.opencode/skills/diagnose-a-red-run .agents/skills/diagnose-a-red-run && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "diagnose-a-red-run" agent skill from https://github.com/different-ai/openwork/tree/dev/.opencode/skills/diagnose-a-red-run into .agents/skills/diagnose-a-red-run/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "diagnose-a-red-run", 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 different-ai/openwork --skill diagnose-a-red-run -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install different-ai/openwork diagnose-a-red-run --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/different-ai/openwork.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.opencode/skills/diagnose-a-red-run .cursor/skills/diagnose-a-red-run && 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 "diagnose-a-red-run" agent skill from https://github.com/different-ai/openwork/tree/dev/.opencode/skills/diagnose-a-red-run into .cursor/skills/diagnose-a-red-run/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "diagnose-a-red-run", 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/different-ai/openwork.git --path .opencode/skills/diagnose-a-red-run--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 different-ai/openwork --skill diagnose-a-red-run -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install different-ai/openwork diagnose-a-red-run --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/different-ai/openwork.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.opencode/skills/diagnose-a-red-run .gemini/skills/diagnose-a-red-run && 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 "diagnose-a-red-run" agent skill from https://github.com/different-ai/openwork/tree/dev/.opencode/skills/diagnose-a-red-run into .gemini/skills/diagnose-a-red-run/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "diagnose-a-red-run", 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 different-ai/openwork diagnose-a-red-runInstalls 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 different-ai/openwork --skill diagnose-a-red-run -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/different-ai/openwork.git skills-src && mkdir -p .github/skills && cp -r skills-src/.opencode/skills/diagnose-a-red-run .github/skills/diagnose-a-red-run && 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 "diagnose-a-red-run" agent skill from https://github.com/different-ai/openwork/tree/dev/.opencode/skills/diagnose-a-red-run into .github/skills/diagnose-a-red-run/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "diagnose-a-red-run", 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 different-ai/openwork --skill diagnose-a-red-run -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install different-ai/openwork diagnose-a-red-run --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/different-ai/openwork.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.opencode/skills/diagnose-a-red-run .opencode/skills/diagnose-a-red-run && 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 "diagnose-a-red-run" agent skill from https://github.com/different-ai/openwork/tree/dev/.opencode/skills/diagnose-a-red-run into .opencode/skills/diagnose-a-red-run/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "diagnose-a-red-run", 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.
diagnose-a-red-runClassifies a failing test, typecheck or CI job before any code changes, by recording the failure and running a clean control to show whether it was already broken.
The skill starts by recording the exact command, commit SHA, exit code and the passed, failed and skipped counts, and quoting the first actionable failure rather than summarizing it. It classifies the check as a testkit spec, typecheck, build, lint or CI job. To call a failure pre-existing it requires a clean control: a detached git worktree of origin/dev with the same prerequisites, tool versions, environment and flags, where the same command is run again.
A failure counts as pre-existing only when the control shows the same failure. Otherwise it is labeled introduced, environment-specific or unresolved, and a control that does not reproduce it is not proof of flakiness until both sides are repeated. A signature list maps symptoms to causes, for example an INVALID_ORIGIN 403 pointing at trusted origins, a fresh_auth_required 403 meaning the session aged, and a timeout with an on-screen dump that names the state.
It also has steps for a red core journey job, starting with the job summary table, and for environment forensics: kill by port rather than process name, treat EADDRINUSE alongside a healthy response as a surviving zombie process, and kill the process group for Electron respawns.
Read from SKILL.md and the folder at commit 6325c02. 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:
gittsxFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use git, which can reach the network depending on how they are called.
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.
Diagnose a Red Run loads about 779 tokens when it runs. Until then it costs about 48 tokens; SKILL.md has 395 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.
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 395 words (~779 tokens).
“counts. Quote the first actionable failure; do not summarize it away.”
Just SKILL.md in .opencode/skills/diagnose-a-red-run of different-ai/openwork.
Open the folder on GitHubat commit 6325c02
Diagnose a Red Run 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 |
|---|---|---|---|---|---|---|
| Diagnose a Red Run this skilldifferent-ai/openwork | 24k | — | ~779 | Automated safety check: Pass | Custom licence | |
| cmux Package Test Bisectmanaflow-ai/cmux | 28k | — | ~1.5k | Automated safety check: Pass | Custom licence | |
| CI Failure Triage and RepairChachamaru127/claude-code-harness | 3.2k | 1 repos | ~1.1k | Automated safety check: Notes | MIT | |
| AI Bug Triagepetrkindlmann/qa-skills | 170 | — | ~5.2k | Automated safety check: Pass | MIT | |
| Regression Root Cause AnalyzerArabelaTso/Skills-4-SE | 253 | — | ~3.4k | Automated safety check: Pass | Apache-2.0 | |
| TiDB Test Diff Triagepingcap/tidb | 41k | — | ~498 | Automated safety check: Pass | Apache-2.0 |
manaflow-ai/cmux
Finds which commit broke a failing Swift package suite in the cmux repo by bisecting on CI, then judges per test whether it went stale or the code regressed.
Chachamaru127/claude-code-harness
Diagnoses failing CI pipelines and tests, deciding first whether the test or the implementation is at fault, and hands hard cases to a dedicated fixer subagent.
petrkindlmann/qa-skills
Hybrid fingerprint + LLM pipeline for bug classification, deduplication, and ticket generation.
ArabelaTso/Skills-4-SE
Locate root causes of failing regression tests by analyzing code changes, error messages, and test dependencies.
pingcap/tidb
Investigates TiDB plan or test-result diffs that the change does not explain, ruling out failpoint setup and merge effects before expected outputs are updated.
GreptimeTeam/greptimedb
Diagnoses a failed GreptimeDB fuzz CI job by pulling its GitHub Actions logs and fuzz artifacts, then matching the evidence to the local source code.
different-ai/openwork
Drives a running OpenWork desktop window over CDP from the shell to evaluate JS, take screenshots, start sessions and send prompts for hand checks.
different-ai/openwork
Makes the desktop app's model provider fail on demand, with refused connections, resets, stalls and HTTP 4xx and 5xx errors, so error and retry states can be reproduced.
different-ai/openwork
Manages OpenWork's inference model aliases, discounts and overlays over the upstream OpenRouter catalog, and triggers the GitHub workflow that refreshes base models.
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.
different-ai/openwork
Attaches OpenCode browser tools to the OpenWork Electron dev app through CDP to explore its UI, send a composer task and debug, not to give test verdicts.
different-ai/openwork
Covers Daytona CLI setup, sandbox debugging, keeping a sandbox alive and which credentials the CLI uses, for when Daytona itself is the problem rather than the tests.
Works with
Categories
Classifies a failing test, typecheck or CI job before any code changes, by recording the failure and running a clean control to show whether it was already broken. The skill starts by recording the exact command, commit SHA, exit code and the passed, failed and skipped counts, and quoting the first actionable failure rather than summarizing it. It classifies the check as a testkit spec, typecheck, build, lint or CI job.
Diagnose a Red Run fits situations like: A test, typecheck, lint or CI job has just gone red; deciding whether a failure was already present on the base branch; investigating a timeout, a flaky run or a leftover process holding a port.
Run `npx skills add different-ai/openwork --skill diagnose-a-red-run -a claude-code`. Or copy the skill folder (.opencode/skills/diagnose-a-red-run in different-ai/openwork) into .claude/skills/diagnose-a-red-run in your project. Claude Code loads it when a task matches its description.
Run `npx skills add different-ai/openwork --skill diagnose-a-red-run -a codex`. Or copy the skill folder (.opencode/skills/diagnose-a-red-run in different-ai/openwork) into .agents/skills/diagnose-a-red-run 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 different-ai/openwork --skill diagnose-a-red-run -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/diagnose-a-red-run, .gemini/skills/diagnose-a-red-run, .github/skills/diagnose-a-red-run and .opencode/skills/diagnose-a-red-run in your project.
Going by SKILL.md and its folder, Diagnose a Red Run needs the command-line tools its instructions call (git and tsx). Our summary lists: A git repository with an origin/dev branch for the clean control.
SKILL.md contains no URLs. Its commands use git, which can reach the network depending on how they are called. 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.
Diagnose a Red Run has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
About 779 tokens (SKILL.md is roughly 3.1k 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 Diagnose a Red Run: cmux Package Test Bisect (manaflow-ai/cmux, 28k stars), CI Failure Triage and Repair (Chachamaru127/claude-code-harness, 3.2k stars), AI Bug Triage (petrkindlmann/qa-skills, 170 stars) and Regression Root Cause Analyzer (ArabelaTso/Skills-4-SE, 253 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
different-ai (a GitHub organization) maintains it in different-ai/openwork, which has 23,987 GitHub stars. The repository holds 33 skills in this directory. The repository was last updated on October 10, 2026.
Source: different-ai/openwork on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.