Finishing a Development Branch
obra/superpowers
Walks the last step of a branch: confirm tests pass, detect the git environment, ask how to integrate, carry out your choice and clean up the worktree.
Git blame analysis helper for the suggest-reviewers command. An agent skill from openshift-eng/ai-helpers.
$ npx skills add openshift-eng/ai-helpers --skill suggest-reviewers -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install openshift-eng/ai-helpers suggest-reviewers --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/openshift-eng/ai-helpers.git skills-src && mkdir -p .claude/skills && cp -r skills-src/plugins/git/skills/suggest-reviewers .claude/skills/suggest-reviewers && 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 "suggest-reviewers" agent skill from https://github.com/openshift-eng/ai-helpers/tree/main/plugins/git/skills/suggest-reviewers into .claude/skills/suggest-reviewers/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "suggest-reviewers", 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/openshift-eng/ai-helpers/tree/main/plugins/git/skills/suggest-reviewersType 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 openshift-eng/ai-helpers --skill suggest-reviewers -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install openshift-eng/ai-helpers suggest-reviewers --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/openshift-eng/ai-helpers.git skills-src && mkdir -p .agents/skills && cp -r skills-src/plugins/git/skills/suggest-reviewers .agents/skills/suggest-reviewers && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "suggest-reviewers" agent skill from https://github.com/openshift-eng/ai-helpers/tree/main/plugins/git/skills/suggest-reviewers into .agents/skills/suggest-reviewers/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "suggest-reviewers", 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 openshift-eng/ai-helpers --skill suggest-reviewers -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install openshift-eng/ai-helpers suggest-reviewers --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/openshift-eng/ai-helpers.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/plugins/git/skills/suggest-reviewers .cursor/skills/suggest-reviewers && 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 "suggest-reviewers" agent skill from https://github.com/openshift-eng/ai-helpers/tree/main/plugins/git/skills/suggest-reviewers into .cursor/skills/suggest-reviewers/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "suggest-reviewers", 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/openshift-eng/ai-helpers.git --path plugins/git/skills/suggest-reviewers--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 openshift-eng/ai-helpers --skill suggest-reviewers -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install openshift-eng/ai-helpers suggest-reviewers --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/openshift-eng/ai-helpers.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/plugins/git/skills/suggest-reviewers .gemini/skills/suggest-reviewers && 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 "suggest-reviewers" agent skill from https://github.com/openshift-eng/ai-helpers/tree/main/plugins/git/skills/suggest-reviewers into .gemini/skills/suggest-reviewers/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "suggest-reviewers", 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 openshift-eng/ai-helpers suggest-reviewersInstalls 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 openshift-eng/ai-helpers --skill suggest-reviewers -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/openshift-eng/ai-helpers.git skills-src && mkdir -p .github/skills && cp -r skills-src/plugins/git/skills/suggest-reviewers .github/skills/suggest-reviewers && 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 "suggest-reviewers" agent skill from https://github.com/openshift-eng/ai-helpers/tree/main/plugins/git/skills/suggest-reviewers into .github/skills/suggest-reviewers/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "suggest-reviewers", 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 openshift-eng/ai-helpers --skill suggest-reviewers -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install openshift-eng/ai-helpers suggest-reviewers --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/openshift-eng/ai-helpers.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/plugins/git/skills/suggest-reviewers .opencode/skills/suggest-reviewers && 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 "suggest-reviewers" agent skill from https://github.com/openshift-eng/ai-helpers/tree/main/plugins/git/skills/suggest-reviewers into .opencode/skills/suggest-reviewers/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "suggest-reviewers", 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.
suggest-reviewersGit blame analysis helper for the suggest-reviewers command. An agent skill from openshift-eng/ai-helpers.
Suggest Reviewers is an agent skill from openshift-eng/ai-helpers. Git blame analysis helper for the suggest-reviewers command
Its SKILL.md is about 2.4k tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file (for example `analyze_blame.py`).
It sits in Development, covering Git workflow. It works with Git. The repository describes itself as: Developer productivity tools for Claude Code & other AI assistants. The licence is Apache-2.0.
4 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit a627176. 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 script files (Python), which the agent can run.
Shell commands in SKILL.md call:
python3gitjqFrom the folder's file list and the shell code blocks in SKILL.md.
Links to these hosts (documentation or services it may open):
git-scm.comFrom 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.
Suggest Reviewers loads about 2.4k tokens when it runs. Until then it costs about 19 tokens; SKILL.md has 777 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 openshift-eng/ai-helpers at commit a627176, republished under its Apache-2.0 licence (© openshift-eng). 777 words, ~2,446 tokens.
.claude/skills/suggest-reviewers/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.This skill provides a Python helper script that analyzes git blame data for the /git:suggest-reviewers command. The script handles the complex task of identifying which lines were changed and who authored the original code.
Use this skill when implementing the /git:suggest-reviewers command. The helper script should be invoked during Step 3 of the command implementation (analyzing git blame for changed lines).
DO NOT implement git blame analysis manually - always use the provided analyze_blame.py script.
The analyze_blame.py script automates the complex process of:
For uncommitted changes:
python3 ${CLAUDE_PLUGIN_ROOT}/skills/suggest-reviewers/analyze_blame.py \
--mode uncommitted \
--file path/to/file1.go \
--file path/to/file2.py \
--output jsonFor committed changes on a feature branch:
python3 ${CLAUDE_PLUGIN_ROOT}/skills/suggest-reviewers/analyze_blame.py \
--mode committed \
--base-branch main \
--file path/to/file1.go \
--file path/to/file2.py \
--output json--mode: Required. Either uncommitted or committed
uncommitted: Analyzes unstaged/staged changes against HEADcommitted: Analyzes committed changes against a base branch--base-branch: Required when mode is committed. The base branch to compare against (e.g., main, master)
--file: Can be specified multiple times. Each file to analyze for blame information. Only changed files should be passed.
--output: Output format. Default is json. Options:
json: Machine-readable JSON outputtext: Human-readable text output{
"Author Name": {
"line_count": 45,
"most_recent_date": "2024-10-15T14:23:10",
"files": ["file1.go", "file2.go"],
"email": "author@example.com"
},
"Another Author": {
"line_count": 23,
"most_recent_date": "2024-09-20T09:15:33",
"files": ["file3.py"],
"email": "another@example.com"
}
}line_count: Total number of modified lines authored by this personmost_recent_date: ISO 8601 timestamp of their most recent contribution to the changed codefiles: Array of files where this author has contributions in the changed linesemail: Author's email address from git commitsThe script automatically filters out common bot accounts:
dependabot[bot], renovate[bot])openshift-ci-robot, k8s-ci-robot)[bot] or ending in -bot)Before invoking the script, collect the list of changed files based on the scenario:
Uncommitted changes:
# Get staged and unstaged files
files=$(git diff --name-only --diff-filter=d HEAD)
files+=" $(git diff --name-only --diff-filter=d --cached)"Committed changes:
# Get files changed from base branch
files=$(git diff --name-only --diff-filter=d ${base_branch}...HEAD)Build the command with the appropriate mode and all changed files:
# Start building the command
cmd="python3 ${CLAUDE_PLUGIN_ROOT}/skills/suggest-reviewers/analyze_blame.py"
# Add mode
if [ "$has_uncommitted" = true ] || [ "$on_base_branch" = true ]; then
cmd="$cmd --mode uncommitted"
else
cmd="$cmd --mode committed --base-branch $base_branch"
fi
# Add each file
for file in $files; do
cmd="$cmd --file $file"
done
# Add output format
cmd="$cmd --output json"
# Execute and capture JSON output
blame_data=$($cmd)The JSON output can be parsed using Python, jq, or any JSON parser:
# Example using jq to get top contributor
echo "$blame_data" | jq -r 'to_entries | sort_by(-.value.line_count) | .[0].key'
# Example using Python
python3 << EOF
import json
import sys
data = json.loads('''$blame_data''')
# Sort by line count
sorted_authors = sorted(data.items(), key=lambda x: x[1]['line_count'], reverse=True)
for author, stats in sorted_authors:
print(f"{author}: {stats['line_count']} lines, last modified {stats['most_recent_date']}")
EOFAfter getting blame data, merge it with OWNERS file information to produce the final ranked list of reviewers.
If no files are passed to the script:
Error: No files specified. Use --file option at least once.Resolution: Ensure you've detected changed files (via git diff --name-only) before invoking the script.
If an invalid mode is specified:
Error: Invalid mode 'invalid'. Must be 'uncommitted' or 'committed'.Resolution: Use either --mode uncommitted or --mode committed.
If --mode committed is used without --base-branch:
Error: --base-branch is required when mode is 'committed'.Resolution: Provide the base branch: --base-branch main
If a specified file is not tracked by git:
Warning: File 'path/to/file' is not tracked by git, skipping.Resolution: This is a warning and can be safely ignored. The script will skip untracked files.
If git blame returns no data for any files:
{}Resolution: This can happen if:
In this case, fall back to OWNERS-only suggestions.
$ python3 analyze_blame.py --mode uncommitted --file src/main.go --file src/utils.go --output json
{
"Alice Developer": {
"line_count": 45,
"most_recent_date": "2024-10-15T14:23:10",
"files": ["src/main.go", "src/utils.go"],
"email": "alice@example.com"
},
"Bob Engineer": {
"line_count": 12,
"most_recent_date": "2024-09-20T09:15:33",
"files": ["src/main.go"],
"email": "bob@example.com"
}
}$ python3 analyze_blame.py --mode committed --base-branch main --file pkg/controller/manager.go --output json
{
"Charlie Contributor": {
"line_count": 78,
"most_recent_date": "2024-10-01T11:42:55",
"files": ["pkg/controller/manager.go"],
"email": "charlie@example.com"
}
}$ python3 analyze_blame.py --mode uncommitted --file README.md --output text
Blame Analysis Results:
=======================
Alice Developer (alice@example.com)
Lines: 23
Most recent: 2024-10-15T14:23:10
Files: README.md
Bob Engineer (bob@example.com)
Lines: 5
Most recent: 2024-08-12T16:30:21
Files: README.md$ python3 analyze_blame.py --mode committed --base-branch release-4.15 \
--file vendor/k8s.io/client-go/kubernetes/clientset.go \
--file pkg/controller/node.go \
--file docs/README.md \
--output json
{
"Diana Developer": {
"line_count": 156,
"most_recent_date": "2024-09-28T13:15:42",
"files": ["vendor/k8s.io/client-go/kubernetes/clientset.go", "pkg/controller/node.go"],
"email": "diana@example.com"
},
"Eve Technical Writer": {
"line_count": 34,
"most_recent_date": "2024-10-10T10:22:18",
"files": ["docs/README.md"],
"email": "eve@example.com"
}
}Determine diff range: Based on mode, calculates what to compare:
uncommitted: Compares working directory against HEADcommitted: Compares HEAD against base branchParse diff output: Runs git diff with unified format to identify:
Run git blame: For each file and line range:
git blame -L start,end --line-porcelain fileFilter and aggregate:
Output results: Formats as JSON or text based on --output parameter
/git:suggest-reviewers in plugins/git/commands/suggest-reviewers.md© openshift-eng, 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 1 other file in plugins/git/skills/suggest-reviewers of openshift-eng/ai-helpers.
Open the folder on GitHubat commit a627176
Suggest Reviewers 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 |
|---|---|---|---|---|---|---|
| Suggest Reviewers this skillopenshift-eng/ai-helpers | 120 | — | ~2.4k | Automated safety check: Pass | Apache-2.0 | |
| Finishing a Development Branchobra/superpowers | 297k | 5 repos | ~1.9k | Automated safety check: Pass | MIT | |
| Contributor-First PR MergeHKUDS/OpenHarness | 16k | 1 repos | ~847 | Automated safety check: Pass | MIT | |
| Migrate Internal Package into GhostTryGhost/Ghost | 56k | — | ~3.8k | Automated safety check: Pass | MIT | |
| Create Pull Requestcline/cline | 70k | 1 repos | ~1.6k | Automated safety check: Pass | Apache-2.0 | |
| Git Merge Conflict Resolvertailcallhq/forgecode | 7.6k | 1 repos | ~4.5k | Automated safety check: Pass | Apache-2.0 |
obra/superpowers
Walks the last step of a branch: confirm tests pass, detect the git environment, ask how to integrate, carry out your choice and clean up the worktree.
HKUDS/OpenHarness
Merges external GitHub pull requests while keeping the original author credited, and fixes conflicts after the merge instead of rewriting the contribution.
TryGhost/Ghost
Moves a package from another TryGhost repository into Ghost as an internal workspace package while keeping its Git history, with checkpoints for the steps that need an administrator.
cline/cline
Opens a GitHub pull request from your current branch with the gh CLI, after reviewing the commits and diff and gathering the details the PR needs.
tailcallhq/forgecode
Resolves Git merge conflicts with a plan-first workflow that keeps both sides' intent, regenerates lock files and backs up deleted-but-modified files.
makeplane/plane
Names a new Git branch with a type prefix, the lowercased work item ID and a short kebab-case description, so the ID can be extracted later from the branch name.
openshift-eng/ai-helpers
Find and independently validate actionable reliability defects across OpenShift release jobs and presubmits, then export portable issue handoffs.
openshift-eng/ai-helpers
Fetch and address all PR review comments — categorize by priority, make code changes, post replies, and push.
openshift-eng/ai-helpers
Categorize Jira issues into Red Hat Sankey Activity Type categories using MCP Jira tools.
openshift-eng/ai-helpers
Decide whether a GitHub PR has unanswered authorized review comments or new required CI failures worth a follow-up agent.
openshift-eng/ai-helpers
Analyze OpenShift must-gather diagnostic data including cluster operators, pods, nodes, and network components.
openshift-eng/ai-helpers
Schema for the autodl JSON data file produced by payload-analysis for database ingestion — you must use this skill whenever generating the autodl JSON file
Works with
Categories
Git blame analysis helper for the suggest-reviewers command. An agent skill from openshift-eng/ai-helpers. Suggest Reviewers is an agent skill from openshift-eng/ai-helpers.
Suggest Reviewers fits situations like: tasks that involve Git workflow.
Run `npx skills add openshift-eng/ai-helpers --skill suggest-reviewers -a claude-code`. Or copy the skill folder (plugins/git/skills/suggest-reviewers in openshift-eng/ai-helpers) into .claude/skills/suggest-reviewers in your project. Claude Code loads it when a task matches its description.
Run `npx skills add openshift-eng/ai-helpers --skill suggest-reviewers -a codex`. Or copy the skill folder (plugins/git/skills/suggest-reviewers in openshift-eng/ai-helpers) into .agents/skills/suggest-reviewers 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 openshift-eng/ai-helpers --skill suggest-reviewers -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/suggest-reviewers, .gemini/skills/suggest-reviewers, .github/skills/suggest-reviewers and .opencode/skills/suggest-reviewers in your project.
Going by SKILL.md and its folder, Suggest Reviewers needs Python for the scripts in its folder and the command-line tools its instructions call (python3, git and jq). Our summary lists: Python 3.
SKILL.md names 1 domain. As links in the text: git-scm.com. 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.
Suggest Reviewers is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.4k tokens (SKILL.md is roughly 9.8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Suggest Reviewers: Finishing a Development Branch (obra/superpowers, 297k stars), Contributor-First PR Merge (HKUDS/OpenHarness, 16k stars), Migrate Internal Package into Ghost (TryGhost/Ghost, 56k stars) and Create Pull Request (cline/cline, 70k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
openshift-eng (a GitHub organization) maintains it in openshift-eng/ai-helpers, which has 120 GitHub stars. The repository holds 118 skills in this directory. The repository was last updated on October 6, 2026.
Source: openshift-eng/ai-helpers on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.