Train Rl
OpenPipe/ART
RL training reference for the ART framework. An agent skill from OpenPipe/ART.
MUST be considered at task start in this repository to detect OpenSpec change lifecycle work and route it to token-efficient stage prompts.
Install Openspec Workflow Router
$ npx skills add HsienW/chat-gun --skill openspec-workflow-router -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install HsienW/chat-gun openspec-workflow-router --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/HsienW/chat-gun.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.codex/skills/openspec-workflow-router .claude/skills/openspec-workflow-router && 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 "openspec-workflow-router" agent skill from https://github.com/HsienW/chat-gun/tree/master/.codex/skills/openspec-workflow-router into .claude/skills/openspec-workflow-router/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openspec-workflow-router", 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/HsienW/chat-gun/tree/master/.codex/skills/openspec-workflow-routerType 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 HsienW/chat-gun --skill openspec-workflow-router -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install HsienW/chat-gun openspec-workflow-router --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/HsienW/chat-gun.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.codex/skills/openspec-workflow-router .agents/skills/openspec-workflow-router && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "openspec-workflow-router" agent skill from https://github.com/HsienW/chat-gun/tree/master/.codex/skills/openspec-workflow-router into .agents/skills/openspec-workflow-router/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openspec-workflow-router", 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 HsienW/chat-gun --skill openspec-workflow-router -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install HsienW/chat-gun openspec-workflow-router --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/HsienW/chat-gun.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.codex/skills/openspec-workflow-router .cursor/skills/openspec-workflow-router && 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 "openspec-workflow-router" agent skill from https://github.com/HsienW/chat-gun/tree/master/.codex/skills/openspec-workflow-router into .cursor/skills/openspec-workflow-router/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openspec-workflow-router", 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/HsienW/chat-gun.git --path .codex/skills/openspec-workflow-router--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 HsienW/chat-gun --skill openspec-workflow-router -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install HsienW/chat-gun openspec-workflow-router --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/HsienW/chat-gun.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.codex/skills/openspec-workflow-router .gemini/skills/openspec-workflow-router && 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 "openspec-workflow-router" agent skill from https://github.com/HsienW/chat-gun/tree/master/.codex/skills/openspec-workflow-router into .gemini/skills/openspec-workflow-router/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openspec-workflow-router", 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 HsienW/chat-gun openspec-workflow-routerInstalls 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 HsienW/chat-gun --skill openspec-workflow-router -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/HsienW/chat-gun.git skills-src && mkdir -p .github/skills && cp -r skills-src/.codex/skills/openspec-workflow-router .github/skills/openspec-workflow-router && 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 "openspec-workflow-router" agent skill from https://github.com/HsienW/chat-gun/tree/master/.codex/skills/openspec-workflow-router into .github/skills/openspec-workflow-router/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openspec-workflow-router", 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 HsienW/chat-gun --skill openspec-workflow-router -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install HsienW/chat-gun openspec-workflow-router --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/HsienW/chat-gun.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.codex/skills/openspec-workflow-router .opencode/skills/openspec-workflow-router && 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 "openspec-workflow-router" agent skill from https://github.com/HsienW/chat-gun/tree/master/.codex/skills/openspec-workflow-router into .opencode/skills/openspec-workflow-router/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openspec-workflow-router", 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
openspec-workflow-router- GitHub stars
- 143
- Token cost
- ~907 tokens
- SKILL.md length
- 426 words
- Files
- 9 (incl. references)
- Skills in repo
- 8
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
MUST be considered at task start in this repository to detect OpenSpec change lifecycle work and route it to token-efficient stage prompts.
- Works in 8 steps: Decide whether the request belongs to… → If a change name is known, read only… → If CurrentState exists, use currentPhase… → …
- The user asks Codex to plan
- SKILL.md covers Task-Start Awareness, Context Policy, Runtime Artifact Boundary and Route Table, plus 1 more section
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Openspec Workflow Router is an agent skill from HsienW/chat-gun. MUST be considered at task start in this repository to detect OpenSpec change lifecycle work and route it to token-efficient stage prompts. Use when the user asks Codex to plan, review, implement, fix, readiness-check, archive, or coordinate an OpenSpec change, especially with CCR/Qwen/Codex handoffs.
Its SKILL.md is about 910 tokens, which your agent loads only when the skill is triggered. The skill folder holds 10 other files, including reference files (for example `agents/openai.yaml`, `references/01-plan-change.md` and `references/02-review-plan.md`).
It sits in AI & LLM Engineering. It works with Qwen. The repository describes itself as: 🤖 A full-stack Agent Chat Runtime for pre-production validation, built with act, TypeScript, and LangGraph JS combining streaming, multimodal, HITL, and tools with durable…
When your agent uses it
- The user asks Codex to plan
- Readiness-check
- Coordinate an OpenSpec change
- Especially with CCR/Qwen/Codex handoffs
Example prompts
- “/openspec-workflow-router”
Workflow steps
8 steps, taken from the first numbered list in SKILL.md.
- Decide whether the request belongs to the OpenSpec change lifecycle.
- If a change name is known, read only .agent-runtime//current-state.json even though .agent-runtime/ is ignored.
- If CurrentState exists, use currentPhase as the source of truth and verify currentOwner; reject a conflicting requested stage.
- Select exactly one stage and read only that reference.
- Read only artifacts named by latestArtifactRefs or the current Handoff requiredInputRefs.
- If CurrentState is missing, only CCR may initialize it during plan-change; every other role or stage must stop.
- If it is not a lifecycle task, keep the context policy below in force and continue with the normal project rules.
- If another host owns the stage, produce the handoff prompt or perform only the requested role.
What it can do on your machine
Read from SKILL.md and the folder at commit 4569cb0. 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
Openspec Workflow Router loads about 907 tokens when it runs, and up to ~4k if it reads all its reference files. Until then it costs about 82 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 (~907 tokens).
“Use this skill as a routing layer. Do not load every reference. Pick one stage, then read only its reference file.”
- name
- openspec-workflow-router
Files
SKILL.md and 8 other files (references) in .codex/skills/openspec-workflow-router of HsienW/chat-gun.
- SKILL.md
- agents/openai.yaml
- references/01-plan-change.md
- references/02-review-plan.md
- references/03-apply-change.md
- references/04-review-result.md
- references/05-fix-from-review.md
- references/06-readiness-check.md
- references/07-archive-change.md
Open the folder on GitHubat commit 4569cb0
Compare with similar skills
Openspec Workflow Router 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 |
|---|---|---|---|---|---|---|
| Openspec Workflow Router this skillHsienW/chat-gun | 143 | — | ~907 | Automated safety check: Pass | Custom licence | |
| Train RlOpenPipe/ART | 11k | — | ~2.4k | Automated safety check: Pass | Apache-2.0 | |
| Train SftOpenPipe/ART | 11k | — | ~2.9k | Automated safety check: Pass | Apache-2.0 | |
| Qwen Mtp GgufR6410418/Jackrong-llm-finetuning-guide | 1.7k | — | ~1.7k | Automated safety check: Pass | MIT | |
| Dingo VerifyMigoXLab/dingo | 757 | — | ~833 | Automated safety check: Pass | Apache-2.0 | |
| Veomni New ModelByteDance-Seed/VeOmni | 2.2k | — | ~2k | Automated safety check: Pass | Apache-2.0 |
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Questions about Openspec Workflow Router
What does Openspec Workflow Router do?
MUST be considered at task start in this repository to detect OpenSpec change lifecycle work and route it to token-efficient stage prompts. Openspec Workflow Router is an agent skill from HsienW/chat-gun. MUST be considered at task start in this repository to detect OpenSpec change lifecycle work and route it to token-efficient stage prompts.
When should I use Openspec Workflow Router?
Openspec Workflow Router fits situations like: the user asks Codex to plan; readiness-check; coordinate an OpenSpec change; especially with CCR/Qwen/Codex handoffs.
How do I install Openspec Workflow Router in Claude Code?
Run `npx skills add HsienW/chat-gun --skill openspec-workflow-router -a claude-code`. Or copy the skill folder (.codex/skills/openspec-workflow-router in HsienW/chat-gun) into .claude/skills/openspec-workflow-router in your project. Claude Code loads it when a task matches its description.
How do I install Openspec Workflow Router in Codex?
Run `npx skills add HsienW/chat-gun --skill openspec-workflow-router -a codex`. Or copy the skill folder (.codex/skills/openspec-workflow-router in HsienW/chat-gun) into .agents/skills/openspec-workflow-router in your project. Codex loads it when a task matches its description.
Can I use Openspec Workflow Router 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 HsienW/chat-gun --skill openspec-workflow-router -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/openspec-workflow-router, .gemini/skills/openspec-workflow-router, .github/skills/openspec-workflow-router and .opencode/skills/openspec-workflow-router in your project.
What does Openspec Workflow Router need to run?
SKILL.md names no scripts, command-line tools or credentials: Openspec Workflow Router is instructions for the agent only.
Does Openspec Workflow Router 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 Openspec Workflow Router 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 Openspec Workflow Router use?
Openspec Workflow Router 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 Openspec Workflow Router use?
About 907 tokens (SKILL.md is roughly 3.6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 3.1k tokens, read only when the agent opens those files.
What are the alternatives to Openspec Workflow Router?
Skills that share tags, products or a category with Openspec Workflow Router: Train Rl (OpenPipe/ART, 11k stars), Train Sft (OpenPipe/ART, 11k stars), Qwen Mtp Gguf (R6410418/Jackrong-llm-finetuning-guide, 1.7k stars) and Dingo Verify (MigoXLab/dingo, 757 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Openspec Workflow Router?
HsienW (a GitHub user) maintains it in HsienW/chat-gun, which has 143 GitHub stars. The repository holds 8 skills in this directory. The repository was last updated on October 4, 2026.
Source: HsienW/chat-gun on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.