Agent Refinement
ruvnet/ruflo
Agent skill for refinement - invoke with $agent-refinement. An agent skill from ruvnet/ruflo.
A skill your agent uses to refine a generated Better Harness architecture model into a confirmed one for the Impact pane.
$ npx skills add QoderAI/better-harness --skill architecture-model-bootstrap -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install QoderAI/better-harness architecture-model-bootstrap --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/QoderAI/better-harness.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/architecture-model-bootstrap .claude/skills/architecture-model-bootstrap && 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 "architecture-model-bootstrap" agent skill from https://github.com/QoderAI/better-harness/tree/main/.agents/skills/architecture-model-bootstrap into .claude/skills/architecture-model-bootstrap/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "architecture-model-bootstrap", 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/QoderAI/better-harness/tree/main/.agents/skills/architecture-model-bootstrapType 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 QoderAI/better-harness --skill architecture-model-bootstrap -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install QoderAI/better-harness architecture-model-bootstrap --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/QoderAI/better-harness.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/architecture-model-bootstrap .agents/skills/architecture-model-bootstrap && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "architecture-model-bootstrap" agent skill from https://github.com/QoderAI/better-harness/tree/main/.agents/skills/architecture-model-bootstrap into .agents/skills/architecture-model-bootstrap/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "architecture-model-bootstrap", 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 QoderAI/better-harness --skill architecture-model-bootstrap -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install QoderAI/better-harness architecture-model-bootstrap --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/QoderAI/better-harness.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/architecture-model-bootstrap .cursor/skills/architecture-model-bootstrap && 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 "architecture-model-bootstrap" agent skill from https://github.com/QoderAI/better-harness/tree/main/.agents/skills/architecture-model-bootstrap into .cursor/skills/architecture-model-bootstrap/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "architecture-model-bootstrap", 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/QoderAI/better-harness.git --path .agents/skills/architecture-model-bootstrap--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 QoderAI/better-harness --skill architecture-model-bootstrap -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install QoderAI/better-harness architecture-model-bootstrap --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/QoderAI/better-harness.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/architecture-model-bootstrap .gemini/skills/architecture-model-bootstrap && 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 "architecture-model-bootstrap" agent skill from https://github.com/QoderAI/better-harness/tree/main/.agents/skills/architecture-model-bootstrap into .gemini/skills/architecture-model-bootstrap/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "architecture-model-bootstrap", 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 QoderAI/better-harness architecture-model-bootstrapInstalls 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 QoderAI/better-harness --skill architecture-model-bootstrap -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/QoderAI/better-harness.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/architecture-model-bootstrap .github/skills/architecture-model-bootstrap && 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 "architecture-model-bootstrap" agent skill from https://github.com/QoderAI/better-harness/tree/main/.agents/skills/architecture-model-bootstrap into .github/skills/architecture-model-bootstrap/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "architecture-model-bootstrap", 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 QoderAI/better-harness --skill architecture-model-bootstrap -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install QoderAI/better-harness architecture-model-bootstrap --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/QoderAI/better-harness.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/architecture-model-bootstrap .opencode/skills/architecture-model-bootstrap && 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 "architecture-model-bootstrap" agent skill from https://github.com/QoderAI/better-harness/tree/main/.agents/skills/architecture-model-bootstrap into .opencode/skills/architecture-model-bootstrap/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "architecture-model-bootstrap", 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.
architecture-model-bootstrapA skill your agent uses to refine a generated Better Harness architecture model into a confirmed one for the Impact pane.
Architecture Model Bootstrap is an agent skill from QoderAI/better-harness. Use to refine a generated Better Harness architecture model into a confirmed one for the Impact pane. Trigger when a project has no .better-harness/architecture/model.json, when the Impact pane shows an "Auto-generated" model, or when a reader asks to name, merge, split, re-kind, or describe the derived Container/Component structure and propose external systems before saving it as declared.
Its SKILL.md is about 1.3k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including reference files (for example `references/model-schema.md`).
The repository describes itself as: An open-source Harness Engineering platform for coding agents—define harnesses as code, run controlled experiments, inspect evidence, and compare outcomes. Turn task evidence… The licence is MIT.
4 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 34899f3. It shows what the files ask for, not the result of running them.
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.
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.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Architecture Model Bootstrap loads about 1.3k tokens when it runs, and up to ~2.1k if it reads all its reference files. Until then it costs about 106 tokens; SKILL.md has 647 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.
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.
The full file from QoderAI/better-harness at commit 34899f3, republished under its MIT licence (© QoderAI). 647 words, ~1,273 tokens.
.claude/skills/architecture-model-bootstrap/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.Turn the deterministic candidate the Impact pane generates into a model a reader can confirm. The server already derives a bounded, grounded skeleton from the worktree (one SoftwareSystem, a Container per workspace, Components for source directories). This skill does the semantic half a static analyzer cannot: naming, grouping, kinding, describing, and proposing the external systems the code only hints at — without inventing structure the evidence does not support.
Default to the repository's reply language. Keep edits grounded and reversible: the output is a proposal a human saves, never a fact you assert.
Do not use it to invent business capabilities, runtime traffic, or external systems that no evidence supports. L1 system context and external systems stay proposed and human-confirmed, per the parent spec's non-goal.
Gather these before proposing anything:
generated, plus bindings mapping path globs to element ids.package.json (root and nested), plus any
Cargo.toml, go.mod, pyproject.toml, or similar boundary markers.README.md, AGENTS.md, docs/, ADRs — for names,
ownership, and declared external dependencies only, never for structure the
code contradicts.packages-api, src) with
the project's own vocabulary. Give each kept element a one-line description
grounded in what its files do.Container; an internal building block inside one is a Component. Do not
promote a directory to a Container without a boundary marker (a manifest, an
entrypoint, a deploy target).Contains, Imports, ResolvedCall,
DeclaredHttp, DeclaredRelationship). Leave an unresolved edge out rather
than guessing a target.elements (snake_case parent_id) +
relationships (source_id/target_id). This is what the Impact host
consumes and what discovery validates.Return two artifacts, ready for Save as declared model:
model.json — the refined { elements, relationships } in arch-core's shape.bindings.json — [{ "path_glob": "...", "element_id": "..." }], every glob
resolvable in the worktree.State briefly what you renamed, merged, split, re-kinded, and proposed, and which elements remain low-confidence candidates a reader should check first.
© QoderAI, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 1 other file (references) in .agents/skills/architecture-model-bootstrap of QoderAI/better-harness.
Open the folder on GitHubat commit 34899f3
Architecture Model Bootstrap 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 |
|---|---|---|---|---|---|---|
| Architecture Model Bootstrap this skillQoderAI/better-harness | 2.4k | — | ~1.3k | Automated safety check: Pass | MIT | |
| Agent Refinementruvnet/ruflo | 74k | 2 repos | ~3.5k | Automated safety check: Pass | MIT | |
| Bootstrap Soulbytedance/deer-flow | 83k | 2 repos | ~1.2k | Automated safety check: Pass | MIT | |
| Orch Refine Codeaffaan-m/ECC | 274k | 1 repos | ~448 | Automated safety check: Pass | MIT | |
| Refinewindmill-labs/windmill | 18k | — | ~420 | Automated safety check: Pass | Custom licence | |
| Refiner AutomationComposioHQ/awesome-claude-skills | 77k | 3 repos | ~730 | Automated safety check: Pass | None |
ruvnet/ruflo
Agent skill for refinement - invoke with $agent-refinement. An agent skill from ruvnet/ruflo.
bytedance/deer-flow
Runs a short adaptive conversation with you and writes a personalized SOUL.md that defines your AI partner's name, personality, communication style and boundaries.
affaan-m/ECC
Orchestrate a behavior-preserving refactor — confirm tests are green, restructure without changing behavior, keep tests green, review, and gated commit.
windmill-labs/windmill
End-of-session reflection. An agent skill from windmill-labs/windmill.
ComposioHQ/awesome-claude-skills
Automate Refiner tasks via Rube MCP (Composio). An agent skill from ComposioHQ/awesome-claude-skills.
ruvnet/ruflo
Run the SPARC Refinement and Completion phases — review code, improve test coverage, validate against specification, and generate documentation
QoderAI/better-harness
Analyze a bounded IntentCorrelationPacketV1 and propose reviewable links among user inputs, execution slices, change units, commits, artifacts, and validation outcomes.
QoderAI/better-harness
A skill your agent uses when /better-harness reviews the outer coding-agent Harness for lifecycle controls, repeated work, project feedback, agent assets, session outcomes, repair planning, durable…
QoderAI/better-harness
Generate, revise, or review complete Harness as Code .harness files when a coding-agent workflow, agent role, skill, tool contract, MCP connection, runtime, or deployment must be compiler-valid and…
QoderAI/better-harness
A skill your agent uses when bootstrapping or tightening the smallest harness-oriented skill from an existing repository, workflow, evaluation corpus, or harness-analysis chain.
QoderAI/better-harness
A skill your agent uses when reviewing Codex, Qoder, or repo-local skills and their prompt chains for trigger quality, workflow clarity, progressive disclosure, duplicated instructions, template…
QoderAI/better-harness
Diagnose a bounded backend or multi-service failure from GitHub Issues, Jira, Aone, user-provided exports, logs, traces, responses, stack traces, or job records.
A skill your agent uses to refine a generated Better Harness architecture model into a confirmed one for the Impact pane. Architecture Model Bootstrap is an agent skill from QoderAI/better-harness. Use to refine a generated Better Harness architecture model into a confirmed one for the Impact pane.
Architecture Model Bootstrap fits situations like: refine a generated Better Harness architecture model into a confirmed one for the Impact pane; A project has no .better-harness/architecture/model.json; the Impact pane shows an Auto-generated model; A reader asks to name.
Run `npx skills add QoderAI/better-harness --skill architecture-model-bootstrap -a claude-code`. Or copy the skill folder (.agents/skills/architecture-model-bootstrap in QoderAI/better-harness) into .claude/skills/architecture-model-bootstrap in your project. Claude Code loads it when a task matches its description.
Run `npx skills add QoderAI/better-harness --skill architecture-model-bootstrap -a codex`. Or copy the skill folder (.agents/skills/architecture-model-bootstrap in QoderAI/better-harness) into .agents/skills/architecture-model-bootstrap in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add QoderAI/better-harness --skill architecture-model-bootstrap -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/architecture-model-bootstrap, .gemini/skills/architecture-model-bootstrap, .github/skills/architecture-model-bootstrap and .opencode/skills/architecture-model-bootstrap in your project.
SKILL.md names no scripts, command-line tools or credentials: Architecture Model Bootstrap is instructions for the agent only.
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.
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.
Architecture Model Bootstrap is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.3k tokens (SKILL.md is roughly 5.1k 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 830 tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Architecture Model Bootstrap: Agent Refinement (ruvnet/ruflo, 74k stars), Bootstrap Soul (bytedance/deer-flow, 83k stars), Orch Refine Code (affaan-m/ECC, 274k stars) and Refine (windmill-labs/windmill, 18k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
QoderAI (a GitHub organization) maintains it in QoderAI/better-harness, which has 2,363 GitHub stars. The repository holds 11 skills in this directory. The repository was last updated on September 28, 2026.
Source: QoderAI/better-harness on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.