Megatron-LM CI Failure Triage
NVIDIA/Megatron-LM
Investigates a failing GitHub Actions run or job for Megatron-LM, finds the root cause plus the PR and test author involved, and files a structured bug issue.
Continuously monitor GitHub PR CI checks and automatically fix failures until all checks pass.
$ npx skills add latitude-dev/latitude-llm --skill ci-watchdog -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install latitude-dev/latitude-llm ci-watchdog --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/latitude-dev/latitude-llm.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/ci-watchdog .claude/skills/ci-watchdog && 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 "ci-watchdog" agent skill from https://github.com/latitude-dev/latitude-llm/tree/development/.agents/skills/ci-watchdog into .claude/skills/ci-watchdog/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ci-watchdog", 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/latitude-dev/latitude-llm/tree/development/.agents/skills/ci-watchdogType 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 latitude-dev/latitude-llm --skill ci-watchdog -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install latitude-dev/latitude-llm ci-watchdog --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/latitude-dev/latitude-llm.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/ci-watchdog .agents/skills/ci-watchdog && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "ci-watchdog" agent skill from https://github.com/latitude-dev/latitude-llm/tree/development/.agents/skills/ci-watchdog into .agents/skills/ci-watchdog/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ci-watchdog", 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 latitude-dev/latitude-llm --skill ci-watchdog -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install latitude-dev/latitude-llm ci-watchdog --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/latitude-dev/latitude-llm.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/ci-watchdog .cursor/skills/ci-watchdog && 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 "ci-watchdog" agent skill from https://github.com/latitude-dev/latitude-llm/tree/development/.agents/skills/ci-watchdog into .cursor/skills/ci-watchdog/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ci-watchdog", 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/latitude-dev/latitude-llm.git --path .agents/skills/ci-watchdog--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 latitude-dev/latitude-llm --skill ci-watchdog -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install latitude-dev/latitude-llm ci-watchdog --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/latitude-dev/latitude-llm.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/ci-watchdog .gemini/skills/ci-watchdog && 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 "ci-watchdog" agent skill from https://github.com/latitude-dev/latitude-llm/tree/development/.agents/skills/ci-watchdog into .gemini/skills/ci-watchdog/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ci-watchdog", 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 latitude-dev/latitude-llm ci-watchdogInstalls 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 latitude-dev/latitude-llm --skill ci-watchdog -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/latitude-dev/latitude-llm.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/ci-watchdog .github/skills/ci-watchdog && 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 "ci-watchdog" agent skill from https://github.com/latitude-dev/latitude-llm/tree/development/.agents/skills/ci-watchdog into .github/skills/ci-watchdog/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ci-watchdog", 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 latitude-dev/latitude-llm --skill ci-watchdog -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install latitude-dev/latitude-llm ci-watchdog --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/latitude-dev/latitude-llm.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/ci-watchdog .opencode/skills/ci-watchdog && 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 "ci-watchdog" agent skill from https://github.com/latitude-dev/latitude-llm/tree/development/.agents/skills/ci-watchdog into .opencode/skills/ci-watchdog/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ci-watchdog", 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.
ci-watchdogContinuously monitor GitHub PR CI checks and automatically fix failures until all checks pass.
CI Watchdog is an agent skill from latitude-dev/latitude-llm. Continuously monitor GitHub PR CI checks and automatically fix failures until all checks pass. USE THIS SKILL when: - The user wants to "keep an eye on CI" or "wait for checks to pass" - The user mentions monitoring PR status, CI status, or GitHub checks - The user asks to watch a PR until it's ready or fix failing checks - After pushing commits, the user wants to ensure CI stays green - The user mentions automated fix loops for CI failures This skill handles watching GitHub Actions (or other CI) checks…
Its SKILL.md is about 1.6k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including scripts (for example `scripts/parse_failures.py`).
It sits in DevOps & Cloud, covering Failing and flaky tests and CI/CD. It works with GitHub and GitHub Actions. The repository describes itself as: Open-source observability for AI agents. Find where your agents fail, dispatch your coding agent to fix it, and verify the fix against real traces. The licence is MIT.
6 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 87e8aa0. 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.
Ships 1 file in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
ghpythonFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use 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.
CI Watchdog loads about 1.6k tokens when it runs. Until then it costs about 174 tokens; SKILL.md has 455 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); the scripts in this folder are not scanned.
The full file from latitude-dev/latitude-llm at commit 87e8aa0, republished under its MIT licence (© latitude-dev). 455 words, ~1,551 tokens.
.claude/skills/ci-watchdog/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.Monitor a GitHub PR's CI checks continuously, automatically fix failures, and loop until everything passes.
# Watch current PR until all checks pass (auto-fix enabled)
gh pr checks --watch --fail-fast
# Watch with auto-fix loop
ci-watchdog --fix --loopThe CI watchdog follows this loop:
Just monitor without fixing:
gh pr checks --watchMonitor and automatically fix issues:
LOOP:
1. Run: gh pr checks --watch --fail-fast
2. IF checks pass → DONE
3. IF checks fail:
a. Identify failed check names
b. Fetch logs: gh run view <run-id> --log-failed
c. Analyze error patterns
d. Apply fixes to codebase
e. Commit and push
f. GOTO LOOPDetection: typecheck, lint, check, pyright, tsgo failures
Common fixes:
Example flow:
# Check failed with pyright errors in file X
python -m pyright src/path/to/file.py 2>&1 | head -30
# → Shows specific line/column errors
# → Fix the issues
# → Commit and pushDetection: test check failures
Common fixes:
Example flow:
# Tests failed
# Read the test file mentioned in error
# Update assertions or remove obsolete tests
# Commit and pushDetection: build, bundle, compile failures
Common fixes:
Detection: Errors about missing attributes, properties, or imports
Example:
error: Cannot access attribute "name" for class "X"
Attribute "name" is unknownFix:
# List current checks
gh pr checks
# Watch until complete (blocks)
gh pr checks --watch
# Watch and exit immediately on failure
gh pr checks --watch --fail-fast# View failed check logs
gh run view <run-id> --log-failed
# View specific job
gh run view --job=<job-id># View current PR
gh pr view
# Push changes
gh push
# Create PR (if needed)
gh pr create --draft --title "..." --body "..."When fixing CI failures:
fix(scope): description or test(scope): descriptionTypical checks to watch for:
check / lint - General lintingtypecheck / type-check - TypeScript/Python type checkingtest / tests - Test suitebuild - Build verificationknip - Dead code detectionformat - Code formattingUser: "Watch this PR and fix any issues until CI passes"
→ Start: gh pr checks --watch --fail-fast
→ Wait for completion...
→ FAILED: pyright errors in latitude_span_processor.py
→ Read the failing file
→ Identify: references to removed 'name' attribute
→ Fix: Remove the name handling code
→ Commit: "fix(telemetry): remove name handling from processor"
→ Push
→ Restart: gh pr checks --watch --fail-fast
→ Wait...
→ FAILED: test failures in capture_test.py
→ Read test file
→ Identify: tests checking ctx.name which no longer exists
→ Fix: Remove ctx.name assertions
→ Commit: "test(telemetry): update tests for removed name field"
→ Push
→ Restart: gh pr checks --watch --fail-fast
→ Wait...
→ ALL PASSED ✓
→ Done!--watch to avoid polling manually--fail-fast flag exits immediately on first failure--force) unless explicitly requested© latitude-dev, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 1 other file (scripts) in .agents/skills/ci-watchdog of latitude-dev/latitude-llm.
Open the folder on GitHubat commit 87e8aa0
CI Watchdog 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 |
|---|---|---|---|---|---|---|
| CI Watchdog this skilllatitude-dev/latitude-llm | 4.7k | — | ~1.6k | Automated safety check: Pass | MIT | |
| Megatron-LM CI Failure TriageNVIDIA/Megatron-LM | 18k | — | ~1.6k | Automated safety check: Pass | Apache-2.0 | |
| Parallel CI Triagespencerpauly/awesome-cursor-skills | 841 | — | ~793 | Automated safety check: Pass | CC0-1.0 | |
| Gh Fix CIJetBrains/skills | 363 | 7 repos | ~953 | Automated safety check: Pass | Apache-2.0 | |
| Openai Gh Fix CItrailofbits/skills-curated | 512 | — | ~955 | Automated safety check: Notes | CC-BY-SA-4.0 | |
| ONNX Runtime CI Managementmicrosoft/onnxruntime | 22k | — | ~4.1k | Automated safety check: Pass | MIT |
NVIDIA/Megatron-LM
Investigates a failing GitHub Actions run or job for Megatron-LM, finds the root cause plus the PR and test author involved, and files a structured bug issue.
spencerpauly/awesome-cursor-skills
When GitHub Actions fails, fetch failing job logs and assign each failing job to a separate subagent that fixes its slice of the problem in parallel.
JetBrains/skills
A skill your agent uses when a user asks to debug or fix failing GitHub PR checks that run in GitHub Actions; use gh to inspect checks and logs, summarize failure context, draft a fix plan, and…
trailofbits/skills-curated
A skill your agent uses when a user asks to debug or fix failing GitHub PR checks that run in GitHub Actions; use gh to inspect checks and logs, summarize failure context, draft a fix plan, and…
microsoft/onnxruntime
Triggers, re-runs and unblocks the CI checks on an ONNX Runtime pull request, after diagnosing whether a failure is transient or needs a code change.
ruby-git/ruby-git
Diagnoses and fixes failing GitHub Actions runs by identifying the failure, fetching only the relevant logs, finding the root cause and reproducing it locally.
latitude-dev/latitude-llm
Configure Better Auth server and client, set up database adapters, manage sessions, add plugins, and handle environment variables.
latitude-dev/latitude-llm
Create, validate, preview, and publish self-contained HTML artifacts.
latitude-dev/latitude-llm
This skill should be used when the user asks to "create a Temporal workflow", "write a Temporal activity", "debug stuck workflow", "fix non-determinism error", "Temporal Python", "Temporal…
latitude-dev/latitude-llm
Review the current conversation context and git changes, then persist durable repository knowledge into dev-docs/.md by domain and into AGENTS.md for cross-cutting repo rules.
latitude-dev/latitude-llm
Enables or disables Latitude production maintenance mode by redirecting all publicly exposed production services to the Better Stack status page.
latitude-dev/latitude-llm
Run the public Mintlify product docs site locally for live preview.
Works with
Categories
Continuously monitor GitHub PR CI checks and automatically fix failures until all checks pass. CI Watchdog is an agent skill from latitude-dev/latitude-llm. Continuously monitor GitHub PR CI checks and automatically fix failures until all checks pass.
CI Watchdog fits situations like: : - The user wants to keep an eye on CI; wait for checks to pass - The user mentions monitoring PR status; GitHub checks - The user asks to watch a PR until its ready; fix failing checks - After pushing commits.
Run `npx skills add latitude-dev/latitude-llm --skill ci-watchdog -a claude-code`. Or copy the skill folder (.agents/skills/ci-watchdog in latitude-dev/latitude-llm) into .claude/skills/ci-watchdog in your project. Claude Code loads it when a task matches its description.
Run `npx skills add latitude-dev/latitude-llm --skill ci-watchdog -a codex`. Or copy the skill folder (.agents/skills/ci-watchdog in latitude-dev/latitude-llm) into .agents/skills/ci-watchdog 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 latitude-dev/latitude-llm --skill ci-watchdog -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ci-watchdog, .gemini/skills/ci-watchdog, .github/skills/ci-watchdog and .opencode/skills/ci-watchdog in your project.
Going by SKILL.md and its folder, CI Watchdog needs Python for the scripts in its folder and the command-line tools its instructions call (gh and python). Our summary lists: Python 3.
SKILL.md contains no URLs. Its commands use 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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
CI Watchdog is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.6k tokens (SKILL.md is roughly 6.2k 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 CI Watchdog: Megatron-LM CI Failure Triage (NVIDIA/Megatron-LM, 18k stars), Parallel CI Triage (spencerpauly/awesome-cursor-skills, 841 stars), Gh Fix CI (JetBrains/skills, 363 stars) and Openai Gh Fix CI (trailofbits/skills-curated, 512 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
latitude-dev (a GitHub organization) maintains it in latitude-dev/latitude-llm, which has 4,712 GitHub stars. The repository holds 28 skills in this directory. The repository was last updated on October 6, 2026.
Source: latitude-dev/latitude-llm on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.