AI Research Reproduction
lllllllama/RigorPilot-Skills
Rigor Reproduce compatible skill slug for README-first deep learning repository reproduction.
Structured review summary format with verdict logic and coverage scoring.
Install Reviewer Handoff
$ npx skills add ntorga/agent-starter-kit --skill reviewer-handoff -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ntorga/agent-starter-kit reviewer-handoff --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/ntorga/agent-starter-kit.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/reviewer-handoff .claude/skills/reviewer-handoff && 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 "reviewer-handoff" agent skill from https://github.com/ntorga/agent-starter-kit/tree/main/skills/reviewer-handoff into .claude/skills/reviewer-handoff/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reviewer-handoff", 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/ntorga/agent-starter-kit/tree/main/skills/reviewer-handoffType 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 ntorga/agent-starter-kit --skill reviewer-handoff -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ntorga/agent-starter-kit reviewer-handoff --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ntorga/agent-starter-kit.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/reviewer-handoff .agents/skills/reviewer-handoff && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "reviewer-handoff" agent skill from https://github.com/ntorga/agent-starter-kit/tree/main/skills/reviewer-handoff into .agents/skills/reviewer-handoff/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reviewer-handoff", 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 ntorga/agent-starter-kit --skill reviewer-handoff -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ntorga/agent-starter-kit reviewer-handoff --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ntorga/agent-starter-kit.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/reviewer-handoff .cursor/skills/reviewer-handoff && 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 "reviewer-handoff" agent skill from https://github.com/ntorga/agent-starter-kit/tree/main/skills/reviewer-handoff into .cursor/skills/reviewer-handoff/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reviewer-handoff", 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/ntorga/agent-starter-kit.git --path skills/reviewer-handoff--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 ntorga/agent-starter-kit --skill reviewer-handoff -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ntorga/agent-starter-kit reviewer-handoff --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ntorga/agent-starter-kit.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/reviewer-handoff .gemini/skills/reviewer-handoff && 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 "reviewer-handoff" agent skill from https://github.com/ntorga/agent-starter-kit/tree/main/skills/reviewer-handoff into .gemini/skills/reviewer-handoff/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reviewer-handoff", 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 ntorga/agent-starter-kit reviewer-handoffInstalls 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 ntorga/agent-starter-kit --skill reviewer-handoff -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/ntorga/agent-starter-kit.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/reviewer-handoff .github/skills/reviewer-handoff && 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 "reviewer-handoff" agent skill from https://github.com/ntorga/agent-starter-kit/tree/main/skills/reviewer-handoff into .github/skills/reviewer-handoff/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reviewer-handoff", 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 ntorga/agent-starter-kit --skill reviewer-handoff -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install ntorga/agent-starter-kit reviewer-handoff --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ntorga/agent-starter-kit.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/reviewer-handoff .opencode/skills/reviewer-handoff && 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 "reviewer-handoff" agent skill from https://github.com/ntorga/agent-starter-kit/tree/main/skills/reviewer-handoff into .opencode/skills/reviewer-handoff/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reviewer-handoff", 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
reviewer-handoff- GitHub stars
- 146
- Token cost
- ~393 tokens
- SKILL.md length
- 151 words
- Files
- 1
- Skills in repo
- 21
- Repo updated
- First seen
- Licence
- MIT
At a glance
Structured review summary format with verdict logic and coverage scoring.
- Works in 3 steps: Assemble the handoff using the template… → Determine the verdict. → Append planned commits on failure. When…
- AI & LLM Engineering work in your project
- SKILL.md covers Purpose, Procedure and Guardrails
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Reviewer Handoff is an agent skill from ntorga/agent-starter-kit. Structured review summary format with verdict logic and coverage scoring.
Its SKILL.md is about 390 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in AI & LLM Engineering. The repository describes itself as: The scaffold for your multi-model, personalized Natural Language AI Harness (NLAH) . The licence is MIT.
When your agent uses it
- AI & LLM Engineering work in your project
Example prompts
- “/reviewer-handoff”
Workflow steps
3 steps, taken from the first numbered list in SKILL.md.
- Assemble the handoff using the template below. The progress file path is required — it contains all findings.
- Determine the verdict.
- Append planned commits on failure. When the verdict is fail and the type is code, add a "Planned Commits" section after the summary. Write…
What it can do on your machine
Read from SKILL.md and the folder at commit 851e942. 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 (its code samples are markdown).
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
Reviewer Handoff loads about 393 tokens when it runs. Until then it costs about 23 tokens; SKILL.md has 151 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
The full file from ntorga/agent-starter-kit at commit 851e942, republished under its MIT licence (© ntorga). 151 words, ~393 tokens.
Download SKILL.mdSave it as
.claude/skills/reviewer-handoff/SKILL.md (or your agent's skills folder).- name
- reviewer-handoff
- description
- Structured review summary format with verdict logic and coverage scoring.
- usedBy
- reviewer
- version
- 0.2.0
- lastUpdated
- 2026-09-12
Purpose
This skill defines the output format for review handoffs — the structured summary a Reviewer delivers after inspecting work. The progress file (.memory/reviews/review-<type>-<timestamp>.md) contains the full findings trail. The handoff adds the verdict and planned commits on failure.
Procedure
- Assemble the handoff using the template below. The progress file path is required — it contains all findings.
## Review Summary
**Verdict:** <pass | partial-pass | fail>
**Type:** <code | architecture | documentation | configuration | other>
**Progress file:** <path to review progress file>
## SHIELD Self-Review Scorecard
[Complete the scorecard from `skills/reviewer-self-review/SKILL.md`]Determine the verdict.
pass— zero blockers and all review phases completed.partial-pass— zero blockers but a review phase was skipped (e.g., external tool unavailable).fail— one or more blockers.
Append planned commits on failure. When the verdict is
failand the type iscode, add a "Planned Commits" section after the summary. Write conventional-commit messages (follows:rules/git.md) for each requested fix. This gives the next step ready-made commit messages once the fixes land.
Guardrails
- Never omit the Progress file reference — it contains the full analysis trail and is required on every review.
© ntorga, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in skills/reviewer-handoff of ntorga/agent-starter-kit.
Open the folder on GitHubat commit 851e942
Compare with similar skills
Reviewer Handoff 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 |
|---|---|---|---|---|---|---|
| Reviewer Handoff this skillntorga/agent-starter-kit | 146 | — | ~393 | Automated safety check: Pass | MIT | |
| AI Research Reproductionlllllllama/RigorPilot-Skills | 497 | 1 repos | ~1.8k | Automated safety check: Pass | MIT | |
| Onnxtxtonnx/onnx | 22k | — | ~1.3k | Automated safety check: Pass | Apache-2.0 | |
| Add Publication DocsRLinf/RLinf | 5.5k | — | ~1.1k | Automated safety check: Pass | Apache-2.0 | |
| Create Simple Promptpnp/copilot-prompts | 893 | — | ~2.6k | Automated safety check: Pass | MIT | |
| Google Agents CLI Adk Codepifferologo/cloud-agents-cli | 129 | 1 repos | ~768 | Automated safety check: Pass | Apache-2.0 |
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Related
Categories
Questions about Reviewer Handoff
What does Reviewer Handoff do?
Structured review summary format with verdict logic and coverage scoring. Reviewer Handoff is an agent skill from ntorga/agent-starter-kit. Structured review summary format with verdict logic and coverage scoring.
When should I use Reviewer Handoff?
Reviewer Handoff fits situations like: AI & LLM Engineering work in your project.
How do I install Reviewer Handoff in Claude Code?
Run `npx skills add ntorga/agent-starter-kit --skill reviewer-handoff -a claude-code`. Or copy the skill folder (skills/reviewer-handoff in ntorga/agent-starter-kit) into .claude/skills/reviewer-handoff in your project. Claude Code loads it when a task matches its description.
How do I install Reviewer Handoff in Codex?
Run `npx skills add ntorga/agent-starter-kit --skill reviewer-handoff -a codex`. Or copy the skill folder (skills/reviewer-handoff in ntorga/agent-starter-kit) into .agents/skills/reviewer-handoff in your project. Codex loads it when a task matches its description.
Can I use Reviewer Handoff 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 ntorga/agent-starter-kit --skill reviewer-handoff -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/reviewer-handoff, .gemini/skills/reviewer-handoff, .github/skills/reviewer-handoff and .opencode/skills/reviewer-handoff in your project.
What does Reviewer Handoff need to run?
SKILL.md names no scripts, command-line tools or credentials: Reviewer Handoff is instructions for the agent only.
Does Reviewer Handoff 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 Reviewer Handoff 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 Reviewer Handoff use?
Reviewer Handoff is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Reviewer Handoff use?
About 393 tokens (SKILL.md is roughly 1.6k 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 Reviewer Handoff?
Skills that share tags, products or a category with Reviewer Handoff: AI Research Reproduction (lllllllama/RigorPilot-Skills, 497 stars), Onnxtxt (onnx/onnx, 22k stars), Add Publication Docs (RLinf/RLinf, 5.5k stars) and Create Simple Prompt (pnp/copilot-prompts, 893 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Reviewer Handoff?
ntorga (a GitHub user) maintains it in ntorga/agent-starter-kit, which has 146 GitHub stars. The repository holds 21 skills in this directory. The repository was last updated on September 12, 2026.
Source: ntorga/agent-starter-kit on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.