Agent Repo Architect
ruvnet/ruflo
Agent skill for repo-architect - invoke with $agent-repo-architect
Architect PROSE-compliant agent primitives for AI-native development.
Custom licenceAuto-check passed
Install Prose Architect
$ npx skills add danielmeppiel/awesome-ai-native --skill prose-architect -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install danielmeppiel/awesome-ai-native prose-architect --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/danielmeppiel/awesome-ai-native.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/prose-architect .claude/skills/prose-architect && 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 "prose-architect" agent skill from https://github.com/danielmeppiel/awesome-ai-native/tree/main/skills/prose-architect into .claude/skills/prose-architect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "prose-architect", 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/danielmeppiel/awesome-ai-native/tree/main/skills/prose-architectType 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 danielmeppiel/awesome-ai-native --skill prose-architect -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install danielmeppiel/awesome-ai-native prose-architect --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/danielmeppiel/awesome-ai-native.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/prose-architect .agents/skills/prose-architect && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "prose-architect" agent skill from https://github.com/danielmeppiel/awesome-ai-native/tree/main/skills/prose-architect into .agents/skills/prose-architect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "prose-architect", 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 danielmeppiel/awesome-ai-native --skill prose-architect -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install danielmeppiel/awesome-ai-native prose-architect --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/danielmeppiel/awesome-ai-native.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/prose-architect .cursor/skills/prose-architect && 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 "prose-architect" agent skill from https://github.com/danielmeppiel/awesome-ai-native/tree/main/skills/prose-architect into .cursor/skills/prose-architect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "prose-architect", 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/danielmeppiel/awesome-ai-native.git --path skills/prose-architect--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 danielmeppiel/awesome-ai-native --skill prose-architect -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install danielmeppiel/awesome-ai-native prose-architect --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/danielmeppiel/awesome-ai-native.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/prose-architect .gemini/skills/prose-architect && 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 "prose-architect" agent skill from https://github.com/danielmeppiel/awesome-ai-native/tree/main/skills/prose-architect into .gemini/skills/prose-architect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "prose-architect", 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 danielmeppiel/awesome-ai-native prose-architectInstalls 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 danielmeppiel/awesome-ai-native --skill prose-architect -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/danielmeppiel/awesome-ai-native.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/prose-architect .github/skills/prose-architect && 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 "prose-architect" agent skill from https://github.com/danielmeppiel/awesome-ai-native/tree/main/skills/prose-architect into .github/skills/prose-architect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "prose-architect", 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 danielmeppiel/awesome-ai-native --skill prose-architect -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install danielmeppiel/awesome-ai-native prose-architect --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/danielmeppiel/awesome-ai-native.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/prose-architect .opencode/skills/prose-architect && 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 "prose-architect" agent skill from https://github.com/danielmeppiel/awesome-ai-native/tree/main/skills/prose-architect into .opencode/skills/prose-architect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "prose-architect", 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
prose-architect- GitHub stars
- 112
- Token cost
- ~1.1k tokens
- SKILL.md length
- 434 words
- Files
- 5 (incl. references)
- Skills in repo
- 1
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Architect PROSE-compliant agent primitives for AI-native development.
- Works in 6 steps: Clarify scope — What exactly should the… → Assess complexity — Single agent?… → Select pattern — See patterns.md → …
- Building AI-native apps from requirements (I want an app that...)
- SKILL.md covers Decision Flow, Greenfield Mode, Brownfield Mode and Audit Mode, plus 2 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Prose Architect is an agent skill from danielmeppiel/awesome-ai-native. Architect PROSE-compliant agent primitives for AI-native development. Use when (1) Building AI-native apps from requirements ("I want an app that...") (2) Making legacy projects AI-native (3) Designing agent workflows (4) Auditing existing primitives for reliability issues. PROSE = Progressive Disclosure, Reduced Scope, Orchestrated Composition, Safety Boundaries, Explicit Hierarchy
Its SKILL.md is about 1.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 5 other files, including reference files (for example `references/analysis.md`, `references/constraints.md` and `references/patterns.md`).
The repository describes itself as: Learn to master GitHub Copilot with AI Native Development practices.
When your agent uses it
- Building AI-native apps from requirements (I want an app that...)
- Making legacy projects AI-native
- Designing agent workflows
- Auditing existing primitives for reliability issues
Example prompts
- “I want an app that...”
- “/prose-architect”
Workflow steps
6 steps, taken from the first numbered list in SKILL.md.
- Clarify scope — What exactly should the AI-native solution do?
- Assess complexity — Single agent? Multi-agent? Full stack?
- Select pattern — See patterns.md
- Architect primitives — Propose file structure
- Seek approval — Present architecture before generating
- Generate — Create primitive files on approval
What it can do on your machine
Read from SKILL.md and the folder at commit 806779f. 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
Prose Architect loads about 1.1k tokens when it runs, and up to ~6.1k if it reads all its reference files. Until then it costs about 100 tokens; SKILL.md has 434 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 434 words (~1,116 tokens).
“Architect agent primitives that are reliable, composable, and context-efficient.”
- name
- prose-architect
Files
SKILL.md and 4 other files (references) in skills/prose-architect of danielmeppiel/awesome-ai-native.
- SKILL.md
- references/analysis.md
- references/constraints.md
- references/patterns.md
- references/primitives.md
Open the folder on GitHubat commit 806779f
Compare with similar skills
Prose Architect 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 |
|---|---|---|---|---|---|---|
| Prose Architect this skilldanielmeppiel/awesome-ai-native | 112 | — | ~1.1k | Automated safety check: Pass | Custom licence | |
| Agent Repo Architectruvnet/ruflo | 74k | 2 repos | ~3k | Automated safety check: Pass | MIT | |
| Prosestatic-web-server/static-web-server | 2.4k | — | ~971 | Automated safety check: Pass | Apache-2.0 | |
| Hindsight Architectvectorize-io/hindsight | 47k | — | ~10k | Automated safety check: Notes | MIT | |
| Beautiful Prosesickn33/agentic-awesome-skills | 47k | 2 repos | ~1.4k | Automated safety check: Pass | MIT | |
| Gdpr Compliantgithub/awesome-copilot | 40k | 1 repos | ~3k | Automated safety check: Notes | MIT |
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static-web-server/static-web-server
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Hindsight Architect
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Beautiful Prose
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Gdpr Compliant
github/awesome-copilot
Apply GDPR-compliant engineering practices across your codebase.
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Questions about Prose Architect
What does Prose Architect do?
Architect PROSE-compliant agent primitives for AI-native development. Prose Architect is an agent skill from danielmeppiel/awesome-ai-native. Architect PROSE-compliant agent primitives for AI-native development.
When should I use Prose Architect?
Prose Architect fits situations like: building AI-native apps from requirements (I want an app that...); making legacy projects AI-native; designing agent workflows; auditing existing primitives for reliability issues.
How do I install Prose Architect in Claude Code?
Run `npx skills add danielmeppiel/awesome-ai-native --skill prose-architect -a claude-code`. Or copy the skill folder (skills/prose-architect in danielmeppiel/awesome-ai-native) into .claude/skills/prose-architect in your project. Claude Code loads it when a task matches its description.
How do I install Prose Architect in Codex?
Run `npx skills add danielmeppiel/awesome-ai-native --skill prose-architect -a codex`. Or copy the skill folder (skills/prose-architect in danielmeppiel/awesome-ai-native) into .agents/skills/prose-architect in your project. Codex loads it when a task matches its description.
Can I use Prose Architect 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 danielmeppiel/awesome-ai-native --skill prose-architect -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/prose-architect, .gemini/skills/prose-architect, .github/skills/prose-architect and .opencode/skills/prose-architect in your project.
What does Prose Architect need to run?
SKILL.md names no scripts, command-line tools or credentials: Prose Architect is instructions for the agent only.
Does Prose Architect 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 Prose Architect 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 Prose Architect use?
Prose Architect 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 Prose Architect use?
About 1.1k tokens (SKILL.md is roughly 4.5k 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 5k tokens, read only when the agent opens those files.
What are the alternatives to Prose Architect?
Skills that share tags, products or a category with Prose Architect: Agent Repo Architect (ruvnet/ruflo, 74k stars), Prose (static-web-server/static-web-server, 2.4k stars), Hindsight Architect (vectorize-io/hindsight, 47k stars) and Beautiful Prose (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 Prose Architect?
danielmeppiel (a GitHub user) maintains it in danielmeppiel/awesome-ai-native, which has 112 GitHub stars. The repository was last updated on May 6, 2026.
Source: danielmeppiel/awesome-ai-native on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.