Diagnose a Red Run
different-ai/openwork
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.
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.
$ npx skills add manaflow-ai/cmux --skill cmux-test-bisect -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install manaflow-ai/cmux cmux-test-bisect --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/manaflow-ai/cmux.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/cmux-test-bisect .claude/skills/cmux-test-bisect && 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 "cmux-test-bisect" agent skill from https://github.com/manaflow-ai/cmux/tree/main/skills/cmux-test-bisect into .claude/skills/cmux-test-bisect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cmux-test-bisect", 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/manaflow-ai/cmux/tree/main/skills/cmux-test-bisectType 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 manaflow-ai/cmux --skill cmux-test-bisect -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install manaflow-ai/cmux cmux-test-bisect --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/manaflow-ai/cmux.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/cmux-test-bisect .agents/skills/cmux-test-bisect && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "cmux-test-bisect" agent skill from https://github.com/manaflow-ai/cmux/tree/main/skills/cmux-test-bisect into .agents/skills/cmux-test-bisect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cmux-test-bisect", 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 manaflow-ai/cmux --skill cmux-test-bisect -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install manaflow-ai/cmux cmux-test-bisect --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/manaflow-ai/cmux.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/cmux-test-bisect .cursor/skills/cmux-test-bisect && 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 "cmux-test-bisect" agent skill from https://github.com/manaflow-ai/cmux/tree/main/skills/cmux-test-bisect into .cursor/skills/cmux-test-bisect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cmux-test-bisect", 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/manaflow-ai/cmux.git --path skills/cmux-test-bisect--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 manaflow-ai/cmux --skill cmux-test-bisect -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install manaflow-ai/cmux cmux-test-bisect --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/manaflow-ai/cmux.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/cmux-test-bisect .gemini/skills/cmux-test-bisect && 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 "cmux-test-bisect" agent skill from https://github.com/manaflow-ai/cmux/tree/main/skills/cmux-test-bisect into .gemini/skills/cmux-test-bisect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cmux-test-bisect", 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 manaflow-ai/cmux cmux-test-bisectInstalls 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 manaflow-ai/cmux --skill cmux-test-bisect -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/manaflow-ai/cmux.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/cmux-test-bisect .github/skills/cmux-test-bisect && 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 "cmux-test-bisect" agent skill from https://github.com/manaflow-ai/cmux/tree/main/skills/cmux-test-bisect into .github/skills/cmux-test-bisect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cmux-test-bisect", 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 manaflow-ai/cmux --skill cmux-test-bisect -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install manaflow-ai/cmux cmux-test-bisect --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/manaflow-ai/cmux.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/cmux-test-bisect .opencode/skills/cmux-test-bisect && 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 "cmux-test-bisect" agent skill from https://github.com/manaflow-ai/cmux/tree/main/skills/cmux-test-bisect into .opencode/skills/cmux-test-bisect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cmux-test-bisect", 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.
cmux-test-bisectFinds 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.
In the cmux repository, pull request CI runs only selected tests, so a Swift package suite can sit red on main unnoticed. This skill finds the commit behind each failure on CI rather than on a laptop. It covers the SwiftPM suites under `Packages/iOS` and `Packages/Shared` that `test-ios.yml` can run, while failures in the app-host tests have their own automatic bisect. You read the resulting failure matrix and decide per test whether the test went stale or the code regressed.
Before starting, it collects the current failing set from the red run with `gh`, runs the full suite twice so that a test seen only once is treated as a flake candidate, searches open pull requests for an existing fix and works from a worktree on `upstream/main`. The bisect itself uses `scripts/ci/package_bisect.py`: `start` dispatches probes on old commits with today's CI files laid over them, `status --wait` can take up to 45 minutes, and options such as `--filter`, `--paths`, `--patch` and `--bisect` narrow or extend the search.
3 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit bbb3633. 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:
python3gitghFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use git and gh, 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.
cmux Package Test Bisect loads about 1.5k tokens when it runs. Until then it costs about 86 tokens; SKILL.md has 822 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 822 words (~1,485 tokens).
“PR CI runs selected tests, so a package suite can stay red on main for weeks with nobody noticing. This skill finds the commit behind each failure on CI, never on the Mac (no full cmux builds on laptops).”
SKILL.md and 1 other file in skills/cmux-test-bisect of manaflow-ai/cmux.
Open the folder on GitHubat commit bbb3633
cmux Package Test Bisect 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 |
|---|---|---|---|---|---|---|
| cmux Package Test Bisect this skillmanaflow-ai/cmux | 28k | — | ~1.5k | Automated safety check: Pass | Custom licence | |
| Diagnose a Red Rundifferent-ai/openwork | 24k | — | ~779 | 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 |
different-ai/openwork
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.
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.
manaflow-ai/cmux
Runs a read-only health check for cmux and explains what it finds, covering the CLI and socket, settings, agent hooks, session restore and notifications.
manaflow-ai/cmux
Reads and changes cmux preferences in `~/.config/cmux/cmux.json` through a helper that validates each change before writing, covering terminal, browser, viewers and shortcuts.
manaflow-ai/cmux
Sets the backend TypeScript and Cloud VM rules for cmux: Effect-based services, thin route handlers, Postgres as source of truth, migrations and provider secrets.
manaflow-ai/cmux
Covers debug logging, the Debug menu, profiling rules and runtime pitfalls for working on the cmux macOS terminal app.
manaflow-ai/cmux
Workflow rules for the Ghostty submodule in cmux: rebuilding GhosttyKit.xcframework, pushing fork changes and updating the parent submodule pointer safely.
manaflow-ai/cmux
Runs the cmux release process: gathers per-PR changelog lines since the last tag, bumps the version, guards against a bad tag, then tags and pushes the macOS DMG release.
Categories
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. In the cmux repository, pull request CI runs only selected tests, so a Swift package suite can sit red on main unnoticed. This skill finds the commit behind each failure on CI rather than on a laptop.
cmux Package Test Bisect fits situations like: A Swift package suite is red on main and nobody knows which PR broke it; PR CI ran only filtered tests and the full suite has drifted; someone asks which commit broke a specific test.
Run `npx skills add manaflow-ai/cmux --skill cmux-test-bisect -a claude-code`. Or copy the skill folder (skills/cmux-test-bisect in manaflow-ai/cmux) into .claude/skills/cmux-test-bisect in your project. Claude Code loads it when a task matches its description.
Run `npx skills add manaflow-ai/cmux --skill cmux-test-bisect -a codex`. Or copy the skill folder (skills/cmux-test-bisect in manaflow-ai/cmux) into .agents/skills/cmux-test-bisect 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 manaflow-ai/cmux --skill cmux-test-bisect -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/cmux-test-bisect, .gemini/skills/cmux-test-bisect, .github/skills/cmux-test-bisect and .opencode/skills/cmux-test-bisect in your project.
Going by SKILL.md and its folder, cmux Package Test Bisect needs the command-line tools its instructions call (python3, git and gh). Our summary lists: The cmux repository with scripts/ci/package_bisect.py; GitHub CLI (gh) access to the repository; Python 3.
SKILL.md contains no URLs. Its commands use git and gh, 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.
cmux Package Test Bisect has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
About 1.5k tokens (SKILL.md is roughly 5.9k 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 cmux Package Test Bisect: Diagnose a Red Run (different-ai/openwork, 24k 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.
manaflow-ai (a GitHub organization) maintains it in manaflow-ai/cmux, which has 28,076 GitHub stars. The repository holds 22 skills in this directory. The repository was last updated on October 10, 2026.
Source: manaflow-ai/cmux on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.