Langsmith Observability
Orchestra-Research/AI-Research-SKILLs
LLM observability platform for tracing, evaluation, and monitoring.
Observe the authoritative exact PR/head/base workflow attempt, wait without mutation while it runs, and enter bounded remediation only after its aggregate job has completed with failure.
Custom licenceAuto-check passed
Install CI Watch And Fix
$ npx skills add digipulse-engineering/GAAI-framework --skill ci-watch-and-fix -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install digipulse-engineering/GAAI-framework ci-watch-and-fix --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/digipulse-engineering/GAAI-framework.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.gaai/core/skills/delivery/ci-watch-and-fix .claude/skills/ci-watch-and-fix && 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-watch-and-fix" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/delivery/ci-watch-and-fix into .claude/skills/ci-watch-and-fix/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ci-watch-and-fix", 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/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/delivery/ci-watch-and-fixType 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 digipulse-engineering/GAAI-framework --skill ci-watch-and-fix -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install digipulse-engineering/GAAI-framework ci-watch-and-fix --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/digipulse-engineering/GAAI-framework.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.gaai/core/skills/delivery/ci-watch-and-fix .agents/skills/ci-watch-and-fix && 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-watch-and-fix" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/delivery/ci-watch-and-fix into .agents/skills/ci-watch-and-fix/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ci-watch-and-fix", 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 digipulse-engineering/GAAI-framework --skill ci-watch-and-fix -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install digipulse-engineering/GAAI-framework ci-watch-and-fix --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/digipulse-engineering/GAAI-framework.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.gaai/core/skills/delivery/ci-watch-and-fix .cursor/skills/ci-watch-and-fix && 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-watch-and-fix" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/delivery/ci-watch-and-fix into .cursor/skills/ci-watch-and-fix/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ci-watch-and-fix", 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/digipulse-engineering/GAAI-framework.git --path .gaai/core/skills/delivery/ci-watch-and-fix--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 digipulse-engineering/GAAI-framework --skill ci-watch-and-fix -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install digipulse-engineering/GAAI-framework ci-watch-and-fix --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/digipulse-engineering/GAAI-framework.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.gaai/core/skills/delivery/ci-watch-and-fix .gemini/skills/ci-watch-and-fix && 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-watch-and-fix" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/delivery/ci-watch-and-fix into .gemini/skills/ci-watch-and-fix/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ci-watch-and-fix", 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 digipulse-engineering/GAAI-framework ci-watch-and-fixInstalls 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 digipulse-engineering/GAAI-framework --skill ci-watch-and-fix -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/digipulse-engineering/GAAI-framework.git skills-src && mkdir -p .github/skills && cp -r skills-src/.gaai/core/skills/delivery/ci-watch-and-fix .github/skills/ci-watch-and-fix && 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-watch-and-fix" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/delivery/ci-watch-and-fix into .github/skills/ci-watch-and-fix/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ci-watch-and-fix", 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 digipulse-engineering/GAAI-framework --skill ci-watch-and-fix -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install digipulse-engineering/GAAI-framework ci-watch-and-fix --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/digipulse-engineering/GAAI-framework.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.gaai/core/skills/delivery/ci-watch-and-fix .opencode/skills/ci-watch-and-fix && 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-watch-and-fix" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/delivery/ci-watch-and-fix into .opencode/skills/ci-watch-and-fix/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ci-watch-and-fix", 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
ci-watch-and-fix- GitHub stars
- 163
- Token cost
- ~2.4k tokens
- SKILL.md length
- 1,095 words
- Files
- 1
- Skills in repo
- 51
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Observe the authoritative exact PR/head/base workflow attempt, wait without mutation while it runs, and enter bounded remediation only after its aggregate job has completed with failure.
- Works in 5 steps: Re-read the PR and verify its exact… → Build the authoritative run subset using… → Select the lexicographic maximum… → …
- SKILL.md covers Purpose / When to Activate, External Dependencies, Preconditions and Authoritative Attempt Selection, plus 8 more sections
- Calls gh
What it does
CI Watch And Fix is an agent skill from digipulse-engineering/GAAI-framework. Observe the authoritative exact PR/head/base workflow attempt, wait without mutation while it runs, and enter bounded remediation only after its aggregate job has completed with failure.
Its SKILL.md is about 2.4k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts. Compatibility notes: Works with any filesystem-based AI coding agent using GitHub Actions CI
The repository describes itself as: Turns AI coding tools into reliable software delivery systems. Drop a .gaai/ folder into any project — Discovery defines what to build, Delivery executes autonomously until…
Example prompts
- “/ci-watch-and-fix”
Requirements
- Compatibility (from SKILL.md): Works with any filesystem-based AI coding agent using GitHub Actions CI
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
- Re-read the PR and verify its exact repository, number, head and base association.
- Build the authoritative run subset using exact repository, configured workflow ID and matching
- Select the lexicographic maximum (run_number, run_attempt) across the complete matching subset.
- If the selected run is queued or running, return WAIT without requiring a job. If it is
- Re-resolve the subset and greatest-current attempt on every poll.
What it can do on your machine
Read from SKILL.md and the folder at commit a26ea7a. 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
Shell commands in SKILL.md call:
gh
From the folder's file list and the shell code blocks in SKILL.md.
Network
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.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Compatibility
Works with any filesystem-based AI coding agent using GitHub Actions CI
From compatibility in the SKILL.md frontmatter.
Context cost
CI Watch And Fix loads about 2.4k tokens when it runs. Until then it costs about 51 tokens; SKILL.md has 1,095 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
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 1,095 words (~2,394 tokens).
- name
- ci-watch-and-fix
- compatibility
- Works with any filesystem-based AI coding agent using GitHub Actions CI
- license
- ELv2
- metadata.author
- gaai-framework
- metadata.version
- 1.0
- metadata.category
- delivery
- metadata.track
- delivery
- metadata.id
- SKILL-DELIVERY-CI-WATCH-001
- metadata.updated_at
- 2026-03-02
- metadata.owner
- Delivery Orchestrator
- metadata.status
- stable
- inputs
- repository_id, pr_number, story_id, story_branch, admitted_head_sha, admitted_base_ref, configured_workflow_identity, configured_event, worktree_path, log_dir
Files
Just SKILL.md in .gaai/core/skills/delivery/ci-watch-and-fix of digipulse-engineering/GAAI-framework.
Open the folder on GitHubat commit a26ea7a
Compare with similar skills
CI Watch And Fix 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 Watch And Fix this skilldigipulse-engineering/GAAI-framework | 163 | — | ~2.4k | Automated safety check: Pass | Custom licence | |
| Langsmith ObservabilityOrchestra-Research/AI-Research-SKILLs | 13k | 3 repos | ~2.4k | Automated safety check: Pass | MIT | |
| ObservabilityBuilderIO/agent-native | 7.1k | — | ~7k | Automated safety check: Pass | None | |
| Frontend Observabilitysickn33/agentic-awesome-skills | 47k | 1 repos | ~5.1k | Automated safety check: Pass | MIT | |
| Ebpf Observabilitysickn33/agentic-awesome-skills | 47k | 2 repos | ~3.3k | Automated safety check: Notes | MIT | |
| Python Observabilitywshobson/agents | 40k | — | ~1.8k | Automated safety check: Pass | MIT |
Similar skills
Observability
BuilderIO/agent-native
Agent observability, evals, feedback, and experiments. An agent skill from BuilderIO/agent-native.
Frontend Observability
sickn33/agentic-awesome-skills
A portable, framework-agnostic field-side observability system for any React or React Native app.
Ebpf Observability
sickn33/agentic-awesome-skills
Use eBPF for deep kernel-level observability — trace syscalls, network flows, and application behavior without code changes using Cilium, Tetragon, and bpftrace.
Python Observability
wshobson/agents
Python observability patterns including structured logging, metrics, and distributed tracing.
Observability Designer
alirezarezvani/claude-skills
Design production-ready observability strategies combining metrics, logs, and traces.
More from digipulse-engineering/GAAI-framework
All 51 skills in this repoEval Run
digipulse-engineering/GAAI-framework
Evaluate any output file against a structured evals.yaml assertions file and produce a score report with per-assertion pass/fail results.
Pattern Transfer
digipulse-engineering/GAAI-framework
Discover structurally similar patterns across domains, assess transfer viability via structural invariant checking, and propose domain adaptations with risk gates.
Skill Optimize
digipulse-engineering/GAAI-framework
Run a structured evaluate-analyze-improve cycle on any GAAI skill to measure quality, detect regressions, and propose targeted improvements.
Abort Safe Handler
digipulse-engineering/GAAI-framework
Orchestrator-level Stage 4 entry gate for /gaai:bootstrap. An agent skill from digipulse-engineering/GAAI-framework.
Create Skill
digipulse-engineering/GAAI-framework
Guide creation of a new GAAI skill following the agentskills.io spec and GAAI best practices.
Discovery High Level Plan
digipulse-engineering/GAAI-framework
Transform vague or high-level human intent into a governed Discovery action plan.
Questions about CI Watch And Fix
What does CI Watch And Fix do?
Observe the authoritative exact PR/head/base workflow attempt, wait without mutation while it runs, and enter bounded remediation only after its aggregate job has completed with failure. CI Watch And Fix is an agent skill from digipulse-engineering/GAAI-framework. Observe the authoritative exact PR/head/base workflow attempt, wait without mutation while it runs, and enter bounded remediation only after its aggregate job has completed with failure.
How do I install CI Watch And Fix in Claude Code?
Run `npx skills add digipulse-engineering/GAAI-framework --skill ci-watch-and-fix -a claude-code`. Or copy the skill folder (.gaai/core/skills/delivery/ci-watch-and-fix in digipulse-engineering/GAAI-framework) into .claude/skills/ci-watch-and-fix in your project. Claude Code loads it when a task matches its description.
How do I install CI Watch And Fix in Codex?
Run `npx skills add digipulse-engineering/GAAI-framework --skill ci-watch-and-fix -a codex`. Or copy the skill folder (.gaai/core/skills/delivery/ci-watch-and-fix in digipulse-engineering/GAAI-framework) into .agents/skills/ci-watch-and-fix in your project. Codex loads it when a task matches its description.
Can I use CI Watch And Fix 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 digipulse-engineering/GAAI-framework --skill ci-watch-and-fix -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-watch-and-fix, .gemini/skills/ci-watch-and-fix, .github/skills/ci-watch-and-fix and .opencode/skills/ci-watch-and-fix in your project.
What does CI Watch And Fix need to run?
Going by SKILL.md and its folder, CI Watch And Fix needs the command-line tools its instructions call (gh). Compatibility (from SKILL.md): Works with any filesystem-based AI coding agent using GitHub Actions CI.
Does CI Watch And Fix access the network?
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.
Is CI Watch And Fix 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 CI Watch And Fix use?
CI Watch And Fix has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does CI Watch And Fix use?
About 2.4k tokens (SKILL.md is roughly 9.6k 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 CI Watch And Fix?
Skills that share tags, products or a category with CI Watch And Fix: Langsmith Observability (Orchestra-Research/AI-Research-SKILLs, 13k stars), Observability (BuilderIO/agent-native, 7.1k stars), Frontend Observability (sickn33/agentic-awesome-skills, 47k stars) and Ebpf Observability (sickn33/agentic-awesome-skills, 47k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains CI Watch And Fix?
digipulse-engineering (a GitHub organization) maintains it in digipulse-engineering/GAAI-framework, which has 163 GitHub stars. The repository holds 51 skills in this directory. The repository was last updated on September 29, 2026.
Source: digipulse-engineering/GAAI-framework on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.