Vibe To Spec
FAIRY123456789/human-edge-agent-skills
Convert messy voice input, imperfect speech recognition, half-formed product ideas, and iterative corrections into an implementation-ready software specification for Codex, Claude Code, Copilot…
Implement an approved repository change with explicit ownership, minimal scope, test-first evidence, and scoped verification.
Install Developing Change
$ npx skills add rapidaai/voice-ai --skill developing-change -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install rapidaai/voice-ai developing-change --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/developing-change .claude/skills/developing-change && 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 "developing-change" agent skill from https://github.com/rapidaai/voice-ai/tree/main/.codex/skills/developing-change into .claude/skills/developing-change/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "developing-change", 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/developing-changeType 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 developing-change -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install rapidaai/voice-ai developing-change --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/developing-change .agents/skills/developing-change && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "developing-change" agent skill from https://github.com/rapidaai/voice-ai/tree/main/.codex/skills/developing-change into .agents/skills/developing-change/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "developing-change", 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 developing-change -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install rapidaai/voice-ai developing-change --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/developing-change .cursor/skills/developing-change && 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 "developing-change" agent skill from https://github.com/rapidaai/voice-ai/tree/main/.codex/skills/developing-change into .cursor/skills/developing-change/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "developing-change", 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/developing-change--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 developing-change -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install rapidaai/voice-ai developing-change --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/developing-change .gemini/skills/developing-change && 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 "developing-change" agent skill from https://github.com/rapidaai/voice-ai/tree/main/.codex/skills/developing-change into .gemini/skills/developing-change/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "developing-change", 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 developing-changeInstalls 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 developing-change -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/developing-change .github/skills/developing-change && 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 "developing-change" agent skill from https://github.com/rapidaai/voice-ai/tree/main/.codex/skills/developing-change into .github/skills/developing-change/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "developing-change", 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 developing-change -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 developing-change --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/developing-change .opencode/skills/developing-change && 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 "developing-change" agent skill from https://github.com/rapidaai/voice-ai/tree/main/.codex/skills/developing-change into .opencode/skills/developing-change/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "developing-change", 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
developing-change- GitHub stars
- 744
- Token cost
- ~661 tokens
- SKILL.md length
- 319 words
- Files
- 3
- Skills in repo
- 26
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Implement an approved repository change with explicit ownership, minimal scope, test-first evidence, and scoped verification.
- Works in 6 steps: Add or update the focused test and… → Change the established owner with the… → Run the focused test. → …
- Tasks that involve Speech recognition and synthesis
- SKILL.md covers Mission, Preconditions, Ownership and Implementation loop, plus 4 more sections
- Calls just
What it does
Developing Change is an agent skill from rapidaai/voice-ai. Implement an approved repository change with explicit ownership, minimal scope, test-first evidence, and scoped verification. Use after lifecycle routing and analysis have established the intended behavior and allowed paths.
Its SKILL.md is about 660 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 and Test-driven development. 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
- Tasks that involve Speech recognition and synthesis
- Tasks that involve Test-driven development
Example prompts
- “/developing-change”
Workflow steps
6 steps, taken from the first numbered list in SKILL.md.
- Add or update the focused test and confirm it fails for the expected reason.
- Change the established owner with the smallest direct control flow.
- Run the focused test.
- Exercise the relevant fallback or failure path.
- Remove accidental complexity and unrelated edits.
- Continue only after the current increment is understood and green.
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
Shell commands in SKILL.md call:
just
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
Developing Change loads about 661 tokens when it runs. Until then it costs about 61 tokens; SKILL.md has 319 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 319 words (~661 tokens).
“Make the smallest complete change at the owning layer and leave a deterministic evidence trail for verification and review.”
- name
- developing-change
Files
SKILL.md and 2 other files in .codex/skills/developing-change of rapidaai/voice-ai.
- SKILL.md
- agents/openai.yaml
- examples/sample.md
Open the folder on GitHubat commit 3c9caac
Compare with similar skills
Developing Change 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 |
|---|---|---|---|---|---|---|
| Developing Change this skillrapidaai/voice-ai | 744 | — | ~661 | Automated safety check: Pass | Custom licence | |
| Vibe To SpecFAIRY123456789/human-edge-agent-skills | 103 | — | ~997 | Automated safety check: Pass | MIT | |
| Digital Health Clinical Asr SetupNVIDIA/skills | 3.5k | — | ~4.5k | Automated safety check: Notes | Apache-2.0 | |
| Quick Fixdanielvm-git/bigpowers | 257 | — | ~1.2k | Automated safety check: Pass | MIT | |
| 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 |
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Quick Fix
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Streamlined fast-path for trivial data-only fixes — no TDD, no branching ceremony.
Triage
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Related
Categories
Questions about Developing Change
What does Developing Change do?
Implement an approved repository change with explicit ownership, minimal scope, test-first evidence, and scoped verification. Developing Change is an agent skill from rapidaai/voice-ai. Implement an approved repository change with explicit ownership, minimal scope, test-first evidence, and scoped verification.
When should I use Developing Change?
Developing Change fits situations like: tasks that involve Speech recognition and synthesis; tasks that involve Test-driven development.
How do I install Developing Change in Claude Code?
Run `npx skills add rapidaai/voice-ai --skill developing-change -a claude-code`. Or copy the skill folder (.codex/skills/developing-change in rapidaai/voice-ai) into .claude/skills/developing-change in your project. Claude Code loads it when a task matches its description.
How do I install Developing Change in Codex?
Run `npx skills add rapidaai/voice-ai --skill developing-change -a codex`. Or copy the skill folder (.codex/skills/developing-change in rapidaai/voice-ai) into .agents/skills/developing-change in your project. Codex loads it when a task matches its description.
Can I use Developing Change 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 developing-change -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/developing-change, .gemini/skills/developing-change, .github/skills/developing-change and .opencode/skills/developing-change in your project.
What does Developing Change need to run?
Going by SKILL.md and its folder, Developing Change needs the command-line tools its instructions call (just).
Does Developing Change 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 Developing Change 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 Developing Change use?
Developing Change 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 Developing Change use?
About 661 tokens (SKILL.md is roughly 2.6k 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 Developing Change?
Skills that share tags, products or a category with Developing Change: Vibe To Spec (FAIRY123456789/human-edge-agent-skills, 103 stars), Digital Health Clinical Asr Setup (NVIDIA/skills, 3.5k stars), Quick Fix (danielvm-git/bigpowers, 257 stars) and Triage (TalAter/annyang, 6.8k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Developing Change?
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.