🤖 CLI tooling for LLM-first GitHub reading and review workflows.
Project description
gh-llm
Structured GitHub context for LLMs — read PRs, issues, and repos the way GitHub Web shows them, as LLM-friendly text with actionable commands.
Core Goal
gh-llm gives you (or your AI agent) the same context a human reviewer gets on GitHub Web — rendered as structured text with ready-to-run follow-up commands at every decision point.
Key Ideas
- Timeline-first rendering — Comments, reviews, commits, labels, references, force-pushes, and state changes merge into one ordered stream that mirrors the GitHub Web experience.
- Real cursor pagination — Uses GitHub GraphQL
first/afterandlast/beforecursors, so page expansion always fetches real server-side data instead of slicing locally. - Progressive context loading — Shows the first + last page first (high-signal summary), then expands hidden pages or events only on request.
- Action-oriented output — Places ready-to-run
gh/gh-llmcommands at decision points: expand, view detail, reply, resolve, review. - Stateless interaction model — No fragile local session state between commands.
Requirements
- Python
3.14+ ghinstalled and authenticated (gh auth status)
Install
As CLI (recommended)
uv tool install gh-llm
gh-llm --help
As gh extension
gh extension install ShigureLab/gh-llm
gh llm --help
The extension entrypoint forwards to local repository path via uv run --project <extension_repo_path> gh-llm ....
gh llm ... and gh-llm ... are equivalent command surfaces.
Install Skill
If you want the reusable GitHub conversation skill, install it directly from this repo:
npx skills add https://github.com/ShigureLab/gh-llm --skill github-conversation
Quick Start
PR Reading
Read a PR's full timeline — metadata, comments, reviews, checks — with progressive expansion:
# Initial read: show first + last timeline pages with actionable hints
gh-llm pr view 77900 --repo PaddlePaddle/Paddle
gh llm pr view 77900 --repo PaddlePaddle/Paddle
# Later incremental read: reuse the previous frontmatter `fetched_at`
gh-llm pr view 77900 --repo PaddlePaddle/Paddle --after 2026-04-08T02:41:17Z
# Show selected regions only
gh-llm pr view 77900 --repo PaddlePaddle/Paddle --show timeline,checks
# Expand one hidden timeline page
gh-llm pr timeline-expand 2 --pr 77900 --repo PaddlePaddle/Paddle
gh-llm pr timeline-expand 2 --pr 77900 --repo PaddlePaddle/Paddle --after 2026-04-08T02:41:17Z
# Auto-expand folded content in default/timeline view
gh-llm pr view 77900 --repo PaddlePaddle/Paddle --expand resolved,minimized
gh-llm pr timeline-expand 2 --pr 77900 --repo PaddlePaddle/Paddle --expand all
# Auto-collapse noisy comment/review authors in timeline output
gh-llm pr view 77900 --repo PaddlePaddle/Paddle --auto-collapse-author PaddlePaddle-bot
gh-llm pr timeline-expand 2 --pr 77900 --repo PaddlePaddle/Paddle --auto-collapse-author PaddlePaddle-bot,other-bot
# Show full content for one comment node id
gh-llm pr comment-expand IC_xxx --pr 77900 --repo PaddlePaddle/Paddle
# Expand resolved review details in batch
gh-llm pr review-expand PRR_xxx,PRR_yyy --pr 77900 --repo PaddlePaddle/Paddle
# Expand only a conversation range (e.g. hidden middle part)
gh-llm pr review-expand PRR_xxx --threads 6-16 --pr 77900 --repo PaddlePaddle/Paddle
# Checks
gh-llm pr checks --pr 77900 --repo PaddlePaddle/Paddle
gh-llm pr checks --pr 77900 --repo PaddlePaddle/Paddle --all
# Detect conflicted files on demand (for conflicted PRs)
gh-llm pr conflict-files --pr 77971 --repo PaddlePaddle/Paddle
PR Body Scaffold
Generate a PR body from the repo's template (or a default scaffold) with required sections pre-filled:
# Load the repo PR template (when present), append required sections, and write a body file
# The command also prints a ready-to-run `gh pr create --body-file ...` command.
gh-llm pr body-template --repo ShigureLab/watchfs --title 'feat: add watcher summary'
gh-llm pr body-template \
--repo ShigureLab/watchfs \
--requirements 'Motivation,Validation,Related Issues' \
--output /tmp/pr_body.md
If the repo has no PR template, gh-llm falls back to a simple editable scaffold.
The bundled skills/github-conversation/SKILL.md also documents this workflow for skill users.
Issue Reading
Issue reading works the same way as PR reading — timeline view with progressive expansion:
gh-llm issue view 77924 --repo PaddlePaddle/Paddle
gh-llm issue view 77924 --repo PaddlePaddle/Paddle --after 2026-04-08T02:41:17Z
gh-llm issue timeline-expand 2 --issue 77924 --repo PaddlePaddle/Paddle
gh-llm issue timeline-expand 2 --issue 77924 --repo PaddlePaddle/Paddle --after 2026-04-08T02:41:17Z
gh-llm issue view 77924 --repo PaddlePaddle/Paddle --auto-collapse-author PaddlePaddle-bot
gh-llm issue comment-expand IC_xxx --issue 77924 --repo PaddlePaddle/Paddle
gh-llm issue view 77924 --repo PaddlePaddle/Paddle --expand minimized,details
gh-llm issue view 77924 --repo PaddlePaddle/Paddle --show meta,description
For incremental follow-ups, copy the previous output's fetched_at value into --after <fetched_at>. --before is also available when you want to inspect only older timeline slices.
When --show does not include timeline (for example --show meta, --show summary, or --show actions), both pr view and issue view stay on the lightweight metadata path and skip timeline bootstrap.
Use --show to choose which output sections to render. Use --expand to automatically open folded content within those sections.
Use --auto-collapse-author <login> on pr view, pr timeline-expand, issue view, or issue timeline-expand to replace selected authors' timeline comments/reviews with a compact placeholder that includes author, node/review id, and body size. Values are case-insensitive, may start with @, and support comma-separated or repeated flags. Without this option, output is unchanged. To view full content, run the emitted comment-expand / review-expand command, or rerun without --auto-collapse-author.
--expand values:
- PR:
resolved,minimized,details,all - Issue:
minimized,details,all - Supports comma-separated values and repeated flags.
--show values:
- PR:
meta,description,timeline,checks,actions,mergeability,all - Issue:
meta,description,timeline,actions,all - Supports comma-separated values and repeated flags.
summaryis supported as an alias formeta,description.
Comment / Thread Actions
Edit comments, reply to review threads, and resolve/unresolve threads directly from the CLI:
# Edit comment
gh-llm pr comment-edit IC_xxx --body '<new_body>' --pr 77900 --repo PaddlePaddle/Paddle
gh-llm pr comment-edit IC_xxx --body-file edit.md --pr 77900 --repo PaddlePaddle/Paddle
gh-llm issue comment-edit IC_xxx --body '<new_body>' --issue 77924 --repo PaddlePaddle/Paddle
gh-llm issue comment-edit IC_xxx --body-file edit.md --issue 77924 --repo PaddlePaddle/Paddle
# Reply / resolve / unresolve review thread
gh-llm pr thread-reply PRRT_xxx --body '<reply>' --pr 77900 --repo PaddlePaddle/Paddle
gh-llm pr thread-reply PRRT_xxx --body-file reply.md --pr 77900 --repo PaddlePaddle/Paddle
cat reply.md | gh-llm pr thread-reply PRRT_xxx --body-file - --pr 77900 --repo PaddlePaddle/Paddle
gh-llm pr thread-resolve PRRT_xxx --pr 77900 --repo PaddlePaddle/Paddle
gh-llm pr thread-unresolve PRRT_xxx --pr 77900 --repo PaddlePaddle/Paddle
Environment Diagnosis
Verify your setup — doctor checks gh auth, connectivity, and proxy configuration:
gh-llm doctor
gh llm doctor
doctor prints the current entrypoint, resolved executable paths, gh / gh-llm versions,
active-host gh auth status, a REST probe, a minimal GraphQL probe, and proxy-related environment variables.
When gh-llm hits transport errors such as GraphQL EOF / timeout failures, the CLI now reports the
retry count and suggests concrete follow-up commands such as gh auth status,
gh api graphql -f query='query{viewer{login}}', and gh-llm doctor.
PR Review Workflow
A complete code review in four steps — start from diff hunks, add inline comments or suggestions, then submit:
1) Start from diff hunks
gh-llm pr review-start --pr 77938 --repo PaddlePaddle/Paddle
# Large PRs: load the next changed-file page
gh-llm pr review-start --pr 78255 --repo PaddlePaddle/Paddle --page 2 --page-size 5
# Jump to an absolute changed-file range directly
gh-llm pr review-start --pr 78255 --repo PaddlePaddle/Paddle --files 6-12
# Add extra unchanged context around each hunk
gh-llm pr review-start --pr 77938 --repo PaddlePaddle/Paddle --context-lines 3
# Focus one changed file directly
gh-llm pr review-start --pr 78255 --repo PaddlePaddle/Paddle --path 'paddle/phi/api/include/compat/ATen/core/TensorBody.h'
# Show only selected hunks inside that file
gh-llm pr review-start --pr 78255 --repo PaddlePaddle/Paddle --path 'TensorBody.h' --hunks 2-3
# Reuse a pinned head snapshot when loading another page
gh-llm pr review-start --pr 78255 --repo PaddlePaddle/Paddle --page 2 --page-size 5 --head <head_sha>
It prints changed-file page summary, existing review-thread summaries with lightweight comment previews inline on matching diff lines when possible, per-hunk commentable LEFT/RIGHT line ranges, numbered diff lines, and ready-to-run comment/suggestion commands.
Generated follow-up commands reuse --head <head_sha> automatically so pagination and inline review commands stay on the same PR snapshot; stale snapshots are rejected with a refresh hint.
Use --context-lines <n> when the GitHub patch hunk is too tight and you need a small amount of extra unchanged code around it.
2) Add inline comment
gh-llm pr review-comment \
--path 'paddle/phi/api/include/compat/torch/library.h' \
--line 106 \
--side RIGHT \
--body 'Please add a regression test for duplicate keyword arguments.' \
--pr 77938 --repo PaddlePaddle/Paddle
gh-llm pr review-comment \
--path 'paddle/phi/api/include/compat/torch/library.h' \
--line 106 \
--side RIGHT \
--body-file review-comment.md \
--pr 77938 --repo PaddlePaddle/Paddle
3) Add inline suggestion
gh-llm pr review-suggest \
--path 'path/to/file' \
--line 123 \
--side RIGHT \
--body 'Suggested update' \
--suggestion 'replacement_code_here' \
--pr 77938 --repo PaddlePaddle/Paddle
gh-llm pr review-suggest \
--path 'path/to/file' \
--line 123 \
--side RIGHT \
--body-file suggestion-reason.md \
--suggestion 'replacement_code_here' \
--pr 77938 --repo PaddlePaddle/Paddle
gh-llm pr review-suggest \
--path 'path/to/file' \
--line 123 \
--side RIGHT \
--body-file suggestion-reason.md \
--suggestion-file replacement.txt \
--pr 77938 --repo PaddlePaddle/Paddle
4) Submit review
gh-llm pr review-submit \
--event COMMENT \
--body 'Overall feedback...' \
--pr 77938 --repo PaddlePaddle/Paddle
gh-llm pr review-submit \
--event REQUEST_CHANGES \
--body-file review.md \
--pr 77938 --repo PaddlePaddle/Paddle
Pick the strongest explicit review outcome the evidence supports:
APPROVE: ready to merge from your sideREQUEST_CHANGES: blocking issues remainCOMMENT: non-blocking notes or intermediate status only
pr comment-edit, issue comment-edit, thread-reply, review-comment, review-suggest, and review-submit all support --body-file - to read multi-line text from standard input. review-suggest also supports --suggestion-file - for the suggestion block itself.
Note:
review-suggest --body-file - --suggestion-file -is intentionally rejected because standard input can only be consumed once. Use separate files when both the reason text and suggestion block need external input.
Multiline body safety
GitHub stores body text exactly as sent. If you pass literal escape sequences such as \n\n inside --body, those backslashes may be stored literally and show up in the final review/comment.
Use --body for short one-line text. Use --body-file for quotes, multiple paragraphs, bullet lists, and code fences:
cat <<'EOF' > /tmp/review.md
> Reviewer point
Fixed in `python/demo.py:42`.
Validation: `pytest test/demo_test.py -q`
EOF
gh-llm pr thread-reply PRRT_xxx --body-file /tmp/review.md --pr 77938 --repo PaddlePaddle/Paddle
gh-llm pr review-submit --event COMMENT --body-file /tmp/review.md --pr 77938 --repo PaddlePaddle/Paddle
gh pr comment 77938 --repo PaddlePaddle/Paddle --body-file /tmp/review.md
Submit behavior:
- If you already have a pending review on this PR,
review-submitsubmits that pending review. - Otherwise, it creates and submits a new review.
This supports the normal flow where one review contains multiple inline comments.
Render Conventions
All output follows consistent formatting rules so both humans and LLMs can parse it reliably:
- Metadata is rendered as YAML-style frontmatter at the top of PR/issue views.
- Frontmatter includes
fetched_at, so the next incremental read can use--after <fetched_at>. - When timeline filtering is active, frontmatter also includes
timeline_after/timeline_beforeand filtered vs unfiltered event counts. - Description is wrapped in
<description>...</description>tags. - Comment bodies use
<comment>...</comment>tags to avoid markdown fence ambiguity with code blocks inside comments. - Hidden timeline sections are separated by
---dividers and include ready-to-run expand commands to load the omitted content.
Development
uv run ruff check
uv run ty check --error-on-warning src/gh_llm tests
uv run pytest -q
License
MIT
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