Opik Analytics Instrumentation
comet-ml/opik
Shows how to add product analytics events to Opik's frontend, Java backend and Python SDK, all reporting through Segment to PostHog with an opik_ name prefix.
Counts Q&A skip events from the abort-safe-handler and qa-loop-ui outputs.
Custom licenceAuto-check passed
Install User Skip Telemetry
$ npx skills add digipulse-engineering/GAAI-framework --skill user-skip-telemetry -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install digipulse-engineering/GAAI-framework user-skip-telemetry --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/cross/user-skip-telemetry .claude/skills/user-skip-telemetry && 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 "user-skip-telemetry" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/cross/user-skip-telemetry into .claude/skills/user-skip-telemetry/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "user-skip-telemetry", 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/cross/user-skip-telemetryType 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 user-skip-telemetry -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install digipulse-engineering/GAAI-framework user-skip-telemetry --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/cross/user-skip-telemetry .agents/skills/user-skip-telemetry && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "user-skip-telemetry" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/cross/user-skip-telemetry into .agents/skills/user-skip-telemetry/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "user-skip-telemetry", 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 user-skip-telemetry -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install digipulse-engineering/GAAI-framework user-skip-telemetry --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/cross/user-skip-telemetry .cursor/skills/user-skip-telemetry && 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 "user-skip-telemetry" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/cross/user-skip-telemetry into .cursor/skills/user-skip-telemetry/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "user-skip-telemetry", 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/cross/user-skip-telemetry--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 user-skip-telemetry -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install digipulse-engineering/GAAI-framework user-skip-telemetry --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/cross/user-skip-telemetry .gemini/skills/user-skip-telemetry && 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 "user-skip-telemetry" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/cross/user-skip-telemetry into .gemini/skills/user-skip-telemetry/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "user-skip-telemetry", 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 user-skip-telemetryInstalls 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 user-skip-telemetry -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/cross/user-skip-telemetry .github/skills/user-skip-telemetry && 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 "user-skip-telemetry" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/cross/user-skip-telemetry into .github/skills/user-skip-telemetry/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "user-skip-telemetry", 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 user-skip-telemetry -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 user-skip-telemetry --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/cross/user-skip-telemetry .opencode/skills/user-skip-telemetry && 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 "user-skip-telemetry" agent skill from https://github.com/digipulse-engineering/GAAI-framework/tree/main/.gaai/core/skills/cross/user-skip-telemetry into .opencode/skills/user-skip-telemetry/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "user-skip-telemetry", 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
user-skip-telemetry- GitHub stars
- 163
- Token cost
- ~2.9k tokens
- SKILL.md length
- 453 words
- Files
- 1
- Skills in repo
- 51
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Counts Q&A skip events from the abort-safe-handler and qa-loop-ui outputs.
- Works in 5 steps: No-questions shortcut → Classify skip type → Per-question skip metrics (AC1) → …
- SKILL.md covers Purpose / When to Activate, Input Schema, Process and Orchestrator responsibility…, plus 3 more sections
- Needs POSTHOG_API_KEY
What it does
User Skip Telemetry is an agent skill from digipulse-engineering/GAAI-framework. Counts Q&A skip events from the abort-safe-handler and qa-loop-ui outputs. Shows an optional skip-reason dropdown when a user-initiated skip occurred. Produces a structured skipmetricsrecord suitable for PostHog ingestion. Used in Stage 4 of the /gaai:bootstrap pipeline after abort-safe-handler returns.
Its SKILL.md is about 2.9k 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 in any interactive AI coding agent context (Claude Code, Cursor) where inline Q&A is supported
It works with PostHog. 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
- “Use the user-skip-telemetry skill to count Q&A skip events from the abort-safe-handler and qa-loop-ui outputs”
- “/user-skip-telemetry”
Requirements
- A credential in POSTHOG_API_KEY
- Compatibility (from SKILL.md): Works in any interactive AI coding agent context (Claude Code, Cursor) where inline Q&A is supported
Workflow steps
5 steps, taken from the step headings in SKILL.md.
- No-questions shortcut
- Classify skip type
- Per-question skip metrics (AC1)
- Optional reason capture (AC2)
- Produce skip_metrics_record (AC3)
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
No scripts in the folder and no shell commands in SKILL.md (its code samples are yaml).
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 these keys or tokens, usually read from environment variables:
POSTHOG_API_KEY
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Compatibility
Works in any interactive AI coding agent context (Claude Code, Cursor) where inline Q&A is supported
From compatibility in the SKILL.md frontmatter.
Context cost
User Skip Telemetry loads about 2.9k tokens when it runs. Until then it costs about 82 tokens; SKILL.md has 453 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 453 words (~2,865 tokens).
- name
- user-skip-telemetry
- compatibility
- Works in any interactive AI coding agent context (Claude Code, Cursor) where inline Q&A is supported
- license
- ELv2
- metadata.author
- gaai-framework
- metadata.version
- 1.0
- metadata.category
- cross
- metadata.track
- cross-cutting
- metadata.id
- SKILL-USER-SKIP-TELEMETRY-001
- metadata.updated_at
- 2026-04-29
- metadata.status
- stable
- inputs
- abort_safe_result, qa_session_result, workspace_id, workspace_size_class
- outputs
- skip_metrics_record
Files
Just SKILL.md in .gaai/core/skills/cross/user-skip-telemetry of digipulse-engineering/GAAI-framework.
Open the folder on GitHubat commit a26ea7a
Compare with similar skills
User Skip Telemetry 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 |
|---|---|---|---|---|---|---|
| User Skip Telemetry this skilldigipulse-engineering/GAAI-framework | 163 | — | ~2.9k | Automated safety check: Pass | Custom licence | |
| Opik Analytics Instrumentationcomet-ml/opik | 22k | — | ~4.4k | Automated safety check: Pass | Apache-2.0 | |
| C15tc15t/c15t | 1.9k | 1 repos | ~1.6k | Automated safety check: Pass | Apache-2.0 | |
| Define Feature Flagmacro-inc/macro | 4.6k | — | ~780 | Automated safety check: Pass | AGPL-3.0 | |
| Soku CLIAbout-Intelligence/soku-cli | 305 | — | ~2.4k | Automated safety check: Pass | MIT | |
| Compare Array Bundle SizePostHog/posthog-js | 628 | — | ~599 | Automated safety check: Pass | Custom licence |
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Questions about User Skip Telemetry
What does User Skip Telemetry do?
Counts Q&A skip events from the abort-safe-handler and qa-loop-ui outputs. User Skip Telemetry is an agent skill from digipulse-engineering/GAAI-framework. Counts Q&A skip events from the abort-safe-handler and qa-loop-ui outputs.
How do I install User Skip Telemetry in Claude Code?
Run `npx skills add digipulse-engineering/GAAI-framework --skill user-skip-telemetry -a claude-code`. Or copy the skill folder (.gaai/core/skills/cross/user-skip-telemetry in digipulse-engineering/GAAI-framework) into .claude/skills/user-skip-telemetry in your project. Claude Code loads it when a task matches its description.
How do I install User Skip Telemetry in Codex?
Run `npx skills add digipulse-engineering/GAAI-framework --skill user-skip-telemetry -a codex`. Or copy the skill folder (.gaai/core/skills/cross/user-skip-telemetry in digipulse-engineering/GAAI-framework) into .agents/skills/user-skip-telemetry in your project. Codex loads it when a task matches its description.
Can I use User Skip Telemetry 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 user-skip-telemetry -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/user-skip-telemetry, .gemini/skills/user-skip-telemetry, .github/skills/user-skip-telemetry and .opencode/skills/user-skip-telemetry in your project.
What does User Skip Telemetry need to run?
Going by SKILL.md and its folder, User Skip Telemetry needs credentials named POSTHOG_API_KEY. Our summary lists: A credential in POSTHOG_API_KEY. Compatibility (from SKILL.md): Works in any interactive AI coding agent context (Claude Code, Cursor) where inline Q&A is supported.
Does User Skip Telemetry 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 User Skip Telemetry 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 User Skip Telemetry use?
User Skip Telemetry 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 User Skip Telemetry use?
About 2.9k tokens (SKILL.md is roughly 11k 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 User Skip Telemetry?
Skills that share tags, products or a category with User Skip Telemetry: Opik Analytics Instrumentation (comet-ml/opik, 22k stars), C15t (c15t/c15t, 1.9k stars), Define Feature Flag (macro-inc/macro, 4.6k stars) and Soku CLI (About-Intelligence/soku-cli, 305 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains User Skip Telemetry?
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.