Triage
TalAter/annyang
Triage and close GitHub issues on TalAter/annyang. An agent skill from TalAter/annyang.
Route repository changes through the Fast, Standard, or Governed lifecycle.
Install Development Lifecycle
$ npx skills add rapidaai/voice-ai --skill development-lifecycle -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install rapidaai/voice-ai development-lifecycle --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/rapidaai/voice-ai.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.codex/skills/development-lifecycle .claude/skills/development-lifecycle && 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 "development-lifecycle" agent skill from https://github.com/rapidaai/voice-ai/tree/main/.codex/skills/development-lifecycle into .claude/skills/development-lifecycle/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "development-lifecycle", 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/rapidaai/voice-ai/tree/main/.codex/skills/development-lifecycleType 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 rapidaai/voice-ai --skill development-lifecycle -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install rapidaai/voice-ai development-lifecycle --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/rapidaai/voice-ai.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.codex/skills/development-lifecycle .agents/skills/development-lifecycle && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "development-lifecycle" agent skill from https://github.com/rapidaai/voice-ai/tree/main/.codex/skills/development-lifecycle into .agents/skills/development-lifecycle/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "development-lifecycle", 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 rapidaai/voice-ai --skill development-lifecycle -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install rapidaai/voice-ai development-lifecycle --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/rapidaai/voice-ai.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.codex/skills/development-lifecycle .cursor/skills/development-lifecycle && 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 "development-lifecycle" agent skill from https://github.com/rapidaai/voice-ai/tree/main/.codex/skills/development-lifecycle into .cursor/skills/development-lifecycle/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "development-lifecycle", 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/rapidaai/voice-ai.git --path .codex/skills/development-lifecycle--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 rapidaai/voice-ai --skill development-lifecycle -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install rapidaai/voice-ai development-lifecycle --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/rapidaai/voice-ai.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.codex/skills/development-lifecycle .gemini/skills/development-lifecycle && 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 "development-lifecycle" agent skill from https://github.com/rapidaai/voice-ai/tree/main/.codex/skills/development-lifecycle into .gemini/skills/development-lifecycle/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "development-lifecycle", 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 rapidaai/voice-ai development-lifecycleInstalls 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 rapidaai/voice-ai --skill development-lifecycle -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/rapidaai/voice-ai.git skills-src && mkdir -p .github/skills && cp -r skills-src/.codex/skills/development-lifecycle .github/skills/development-lifecycle && 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 "development-lifecycle" agent skill from https://github.com/rapidaai/voice-ai/tree/main/.codex/skills/development-lifecycle into .github/skills/development-lifecycle/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "development-lifecycle", 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 rapidaai/voice-ai --skill development-lifecycle -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install rapidaai/voice-ai development-lifecycle --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/rapidaai/voice-ai.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.codex/skills/development-lifecycle .opencode/skills/development-lifecycle && 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 "development-lifecycle" agent skill from https://github.com/rapidaai/voice-ai/tree/main/.codex/skills/development-lifecycle into .opencode/skills/development-lifecycle/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "development-lifecycle", 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
development-lifecycle- GitHub stars
- 744
- Token cost
- ~885 tokens
- SKILL.md length
- 426 words
- Files
- 3
- Skills in repo
- 26
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Route repository changes through the Fast, Standard, or Governed lifecycle.
- Works in 9 steps: Read AGENTS.md and classify the request… → Record the requested outcome, acceptance… → Use change-analysis when current… → …
- Implementing a feature
- SKILL.md covers Mission, Start here, Tier behavior and Reclassification, plus 3 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Development Lifecycle is an agent skill from rapidaai/voice-ai. Route repository changes through the Fast, Standard, or Governed lifecycle. Use when implementing a feature, fixing a bug, changing behavior, or deciding which planning, verification, and review steps are required.
Its SKILL.md is about 890 tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files (for example `agents/openai.yaml` and `examples/sample.md`).
It sits in AI & LLM Engineering, covering Speech recognition and synthesis. The repository describes itself as: Rapida is an open-source, end-to-end voice AI orchestration platform for building real-time conversational voice agents with audio streaming, STT, TTS, VAD, multi-channel…
When your agent uses it
- Implementing a feature
- Changing behavior
- Deciding which planning
- Review steps are required
Example prompts
- “/development-lifecycle”
Workflow steps
9 steps, taken from the first numbered list in SKILL.md.
- Read AGENTS.md and classify the request as Fast, Standard, or Governed before creating workers or editing files.
- Record the requested outcome, acceptance criteria, allowed paths, explicit non-goals, risks, and exact verification commands.
- Use change-analysis when current behavior, ownership, consumers, or blast radius is not already proven.
- Use designing-change when the approach has material tradeoffs or crosses an ownership boundary.
- For voice integrations, use system-understanding and the matching domain skill before developing-change.
- Use debugging for unexplained failures and writing-documentation for documentation owed by the change.
- Use reviewing-change after verification when the selected tier requires review, then responding-to-review for any findings.
- Use preparing-delivery only when the user asks for a commit, push, or pull request.
- Read agent-tooling-manifest.json when capability availability or coverage ownership affects the plan.
What it can do on your machine
Read from SKILL.md and the folder at commit 3c9caac. 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.
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 no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Development Lifecycle loads about 885 tokens when it runs. Until then it costs about 59 tokens; SKILL.md has 426 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 426 words (~885 tokens).
“Choose the lightest safe workflow, establish a testable change contract, and route the work through the skills that own each phase.”
- name
- development-lifecycle
Files
SKILL.md and 2 other files in .codex/skills/development-lifecycle of rapidaai/voice-ai.
- SKILL.md
- agents/openai.yaml
- examples/sample.md
Open the folder on GitHubat commit 3c9caac
Compare with similar skills
Development Lifecycle 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 |
|---|---|---|---|---|---|---|
| Development Lifecycle this skillrapidaai/voice-ai | 744 | — | ~885 | Automated safety check: Pass | Custom licence | |
| TriageTalAter/annyang | 6.8k | 1 repos | ~810 | Automated safety check: Notes | MIT | |
| Yichen Asrmcncarl/yichen-skills | 4.3k | — | ~780 | Automated safety check: Pass | Custom licence | |
| Dingtalk MinutesDingTalk-Real-AI/dingtalk-workspace-cli | 3.2k | — | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| Youtube FetcherJimmySadek/youtube-fetcher-to-markdown | 485 | — | ~3.1k | Automated safety check: Pass | MIT | |
| Yichen Web Researchmcncarl/yichen-skills | 4.3k | — | ~1.9k | Automated safety check: Pass | Custom licence |
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Related
Categories
Questions about Development Lifecycle
What does Development Lifecycle do?
Route repository changes through the Fast, Standard, or Governed lifecycle. Development Lifecycle is an agent skill from rapidaai/voice-ai. Route repository changes through the Fast, Standard, or Governed lifecycle.
When should I use Development Lifecycle?
Development Lifecycle fits situations like: implementing a feature; changing behavior; deciding which planning; review steps are required.
How do I install Development Lifecycle in Claude Code?
Run `npx skills add rapidaai/voice-ai --skill development-lifecycle -a claude-code`. Or copy the skill folder (.codex/skills/development-lifecycle in rapidaai/voice-ai) into .claude/skills/development-lifecycle in your project. Claude Code loads it when a task matches its description.
How do I install Development Lifecycle in Codex?
Run `npx skills add rapidaai/voice-ai --skill development-lifecycle -a codex`. Or copy the skill folder (.codex/skills/development-lifecycle in rapidaai/voice-ai) into .agents/skills/development-lifecycle in your project. Codex loads it when a task matches its description.
Can I use Development Lifecycle 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 rapidaai/voice-ai --skill development-lifecycle -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/development-lifecycle, .gemini/skills/development-lifecycle, .github/skills/development-lifecycle and .opencode/skills/development-lifecycle in your project.
What does Development Lifecycle need to run?
SKILL.md names no scripts, command-line tools or credentials: Development Lifecycle is instructions for the agent only.
Does Development Lifecycle 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 Development Lifecycle 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 Development Lifecycle use?
Development Lifecycle 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 Development Lifecycle use?
About 885 tokens (SKILL.md is roughly 3.5k 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 Development Lifecycle?
Skills that share tags, products or a category with Development Lifecycle: Triage (TalAter/annyang, 6.8k stars), Yichen Asr (mcncarl/yichen-skills, 4.3k stars), Dingtalk Minutes (DingTalk-Real-AI/dingtalk-workspace-cli, 3.2k stars) and Youtube Fetcher (JimmySadek/youtube-fetcher-to-markdown, 485 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Development Lifecycle?
rapidaai (a GitHub organization) maintains it in rapidaai/voice-ai, which has 744 GitHub stars. The repository holds 26 skills in this directory. The repository was last updated on October 6, 2026.
Source: rapidaai/voice-ai on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.