Claude Automation Recommender
anthropics/claude-plugins-official
Scans a codebase and suggests which Claude Code hooks, subagents, skills, plugins and MCP servers fit its stack, without changing any files.
To build an AI harness: run, observe, validate, automate repeated work faster — CLI/MCP actions, devcontainers, skills, subagents, hooks, pipelines, automations.
$ npx skills add griddynamics/rosetta --skill harness -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install griddynamics/rosetta harness --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/griddynamics/rosetta.git skills-src && mkdir -p .claude/skills && cp -r skills-src/plugins/core-claude/skills/harness .claude/skills/harness && 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 "harness" agent skill from https://github.com/griddynamics/rosetta/tree/main/plugins/core-claude/skills/harness into .claude/skills/harness/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "harness", 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/griddynamics/rosetta/tree/main/plugins/core-claude/skills/harnessType 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 griddynamics/rosetta --skill harness -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install griddynamics/rosetta harness --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/griddynamics/rosetta.git skills-src && mkdir -p .agents/skills && cp -r skills-src/plugins/core-claude/skills/harness .agents/skills/harness && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "harness" agent skill from https://github.com/griddynamics/rosetta/tree/main/plugins/core-claude/skills/harness into .agents/skills/harness/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "harness", 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 griddynamics/rosetta --skill harness -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install griddynamics/rosetta harness --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/griddynamics/rosetta.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/plugins/core-claude/skills/harness .cursor/skills/harness && 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 "harness" agent skill from https://github.com/griddynamics/rosetta/tree/main/plugins/core-claude/skills/harness into .cursor/skills/harness/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "harness", 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/griddynamics/rosetta.git --path plugins/core-claude/skills/harness--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 griddynamics/rosetta --skill harness -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install griddynamics/rosetta harness --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/griddynamics/rosetta.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/plugins/core-claude/skills/harness .gemini/skills/harness && 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 "harness" agent skill from https://github.com/griddynamics/rosetta/tree/main/plugins/core-claude/skills/harness into .gemini/skills/harness/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "harness", 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 griddynamics/rosetta harnessInstalls 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 griddynamics/rosetta --skill harness -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/griddynamics/rosetta.git skills-src && mkdir -p .github/skills && cp -r skills-src/plugins/core-claude/skills/harness .github/skills/harness && 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 "harness" agent skill from https://github.com/griddynamics/rosetta/tree/main/plugins/core-claude/skills/harness into .github/skills/harness/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "harness", 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 griddynamics/rosetta --skill harness -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install griddynamics/rosetta harness --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/griddynamics/rosetta.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/plugins/core-claude/skills/harness .opencode/skills/harness && 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 "harness" agent skill from https://github.com/griddynamics/rosetta/tree/main/plugins/core-claude/skills/harness into .opencode/skills/harness/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "harness", 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.
harnessTo build an AI harness: run, observe, validate, automate repeated work faster — CLI/MCP actions, devcontainers, skills, subagents, hooks, pipelines, automations.
Harness is an agent skill from griddynamics/rosetta. To build an AI harness: run, observe, validate, automate repeated work faster — CLI/MCP actions, devcontainers, skills, subagents, hooks, pipelines, automations.
Its SKILL.md is about 1.5k tokens, which your agent loads only when the skill is triggered. The skill folder holds 56 other files, including scripts, reference files and assets (for example `README.md`, `assets/automations-security.md` and `assets/automations.md`).
It sits in Agent Workflows, covering Subagents. It works with Model Context Protocol. The repository describes itself as: An instruction layer for AI coding agent. The licence is Apache-2.0.
9 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 5441232. 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.
Ships 1 file in scripts/, which the agent can run.
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.
Harness loads about 1.5k tokens when it runs, and up to ~665k if it reads all its reference files. Until then it costs about 42 tokens; SKILL.md has 770 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); the scripts in this folder are not scanned.
The full file from griddynamics/rosetta at commit 5441232, republished under its Apache-2.0 licence (© griddynamics). 770 words, ~1,480 tokens.
.claude/skills/harness/SKILL.md (or your agent's skills folder). This skill also uses 53 other files; get the full folder from GitHub.<harness>
<role>
Harness engineer. Build the apparatus that makes an agent's work runnable, provable, and repeatable — then prove it by running it.
</role>
<core_concepts>
hitl, orchestration, load-project-contextCONTEXT.md (business, process), ARCHITECTURE.md (technical, process), or AGENTS.md/CLAUDE.md. Terse and minimal, always.references/configure/<tool>.md.coding-flow builds.</core_concepts>
<process>
ARCHITECTURE.md, TECHSTACK.md, DEPENDENCIES.md, CODEMAP.md, existing scripts, compose files, local-run assets, existing ## Harness. Extend, never fork.assets/cli-mcp-scripts.md · ENVIRONMENT → APPLY SKILL FILE assets/devcontainers.md · PROMPTING → APPLY SKILL FILE assets/prompting.md · HOOKS → APPLY SKILL FILE assets/hooks.md · AUTOMATIONS → APPLY SKILL FILE assets/automations.md.coding-flow.md to implement. Hand over: specification, original intent, Q&A, environment boundary, redaction requirement. Load ONLY once pre-requisites are ready. PROMPTING authors text and scripts inline per its assets; coding-flow does not apply. HOOKS builds its script and config through the flow. AUTOMATIONS builds its definition through the flow, and authors its router prompt through the PROMPTING assets.## Harness in ARCHITECTURE.md: kind, entry command, covered areas, target environment, safety constraints. One MoSCoW sentence, no manual. Later additions repeat this process and append.</process>
<validation_checklist>
## Harness names an entry command a fresh session runs unaided.</validation_checklist>
<pitfalls>
</pitfalls>
</harness>
© griddynamics, Apache-2.0. 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 53 other files (scripts, references, assets) in plugins/core-claude/skills/harness of griddynamics/rosetta.
Open the folder on GitHubat commit 5441232
Harness 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 |
|---|---|---|---|---|---|---|
| Harness this skillgriddynamics/rosetta | 354 | — | ~1.5k | Automated safety check: Pass | Apache-2.0 | |
| Claude Automation Recommenderanthropics/claude-plugins-official | 38k | 3 repos | ~2.7k | Automated safety check: Notes | Apache-2.0 | |
| Agent Deckasheshgoplani/agent-deck | 1k | — | ~1.7k | Automated safety check: Pass | MIT | |
| CC Workflow Studio AI Editorbreaking-brake/cc-wf-studio | 5.4k | — | ~561 | Automated safety check: Pass | Custom licence | |
| Clone App Pat Proper-simmons/clone-app-pat-pro-public | 259 | — | ~1.9k | Automated safety check: Notes | None | |
| Bootstrapinfragate/capa | 724 | — | ~5.9k | Automated safety check: Pass | MIT |
anthropics/claude-plugins-official
Scans a codebase and suggests which Claude Code hooks, subagents, skills, plugins and MCP servers fit its stack, without changing any files.
asheshgoplani/agent-deck
agent-deck, the terminal session manager for AI coding agents.
breaking-brake/cc-wf-studio
Creates and edits visual agent workflows in CC Workflow Studio through conversation, with the agent reading and writing the canvas over MCP.
per-simmons/clone-app-pat-pro-public
Clones any web app pixel-for-pixel from a URL. An agent skill from per-simmons/clone-app-pat-pro-public.
infragate/capa
Capify an existing project. An agent skill from infragate/capa.
professorpalmer/Puppetmaster
Operates and supervises Puppetmaster, a multi-agent orchestrator, through its MCP tools or CLI, picking the right verb for edits, reviews, audits and long-running jobs.
griddynamics/rosetta
Collect GitHub repo health/usage stats into merged JSON. An agent skill from griddynamics/rosetta.
griddynamics/rosetta
Workflow for onboarding an external private library so AI can use it without source access.
griddynamics/rosetta
To connect Rosetta with Grid Dynamics SpecFlow MCP; only when SpecFlow is mentioned and the MCP is installed.
griddynamics/rosetta
To orchestrate parallel coding-agent farms (Claude, Codex, Copilot, Gemini, etc.) on isolated git worktrees.
griddynamics/rosetta
To author, register, and test Rosetta hooks, add a SemanticKind, or debug a hook that won't fire.
griddynamics/rosetta
Compress a Rosetta KB prompt artifact (skill · workflow · phase · rule · agent · template · generic) by stripping structural tautology and ineffective scaffolding while preserving every…
Works with
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To build an AI harness: run, observe, validate, automate repeated work faster — CLI/MCP actions, devcontainers, skills, subagents, hooks, pipelines, automations. Harness is an agent skill from griddynamics/rosetta. To build an AI harness: run, observe, validate, automate repeated work faster — CLI/MCP actions, devcontainers, skills, subagents, hooks, pipelines, automations.
Harness fits situations like: tasks that involve Subagents.
Run `npx skills add griddynamics/rosetta --skill harness -a claude-code`. Or copy the skill folder (plugins/core-claude/skills/harness in griddynamics/rosetta) into .claude/skills/harness in your project. Claude Code loads it when a task matches its description.
Run `npx skills add griddynamics/rosetta --skill harness -a codex`. Or copy the skill folder (plugins/core-claude/skills/harness in griddynamics/rosetta) into .agents/skills/harness 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 griddynamics/rosetta --skill harness -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/harness, .gemini/skills/harness, .github/skills/harness and .opencode/skills/harness in your project.
SKILL.md names no scripts, command-line tools or credentials: Harness 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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
Harness is published under the Apache-2.0 licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.5k tokens (SKILL.md is roughly 5.9k 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 663k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Harness: Claude Automation Recommender (anthropics/claude-plugins-official, 38k stars), Agent Deck (asheshgoplani/agent-deck, 1k stars), CC Workflow Studio AI Editor (breaking-brake/cc-wf-studio, 5.4k stars) and Clone App Pat Pro (per-simmons/clone-app-pat-pro-public, 259 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
griddynamics (a GitHub organization) maintains it in griddynamics/rosetta, which has 354 GitHub stars. The repository holds 12 skills in this directory. The repository was last updated on September 29, 2026.
Source: griddynamics/rosetta on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.