원클릭으로 Manus에서 모든 스킬 실행

$pwd:

senpai-gh

Name: Senpai Gh
Author: wandb

// GitHub CLI primitives for the senpai research workflow — label swaps, send-back, close, mark-review, issue checks, PR queries. Use this skill whenever you need to manipulate PR labels, send a PR back to a student, close a dead-end experiment, mark a PR for review, or query the current state of PRs and issues. Also triggers for: "swap labels", "send back to student", "close this PR", "mark for review", "check human issues", "list review-ready PRs", "idle students".

Manus에서 실행

$ git log --oneline --stat

stars:13

forks:3

updated:2026년 5월 14일 17:17

SKILL.md

readonly

name	senpai-gh
description	GitHub CLI primitives for the senpai research workflow — label swaps, send-back, close, mark-review, issue checks, PR queries. Use this skill whenever you need to manipulate PR labels, send a PR back to a student, close a dead-end experiment, mark a PR for review, or query the current state of PRs and issues. Also triggers for: "swap labels", "send back to student", "close this PR", "mark for review", "check human issues", "list review-ready PRs", "idle students".
user-invocable	false
model	claude-opus-4-7
effort	high

senpai-gh

A bash library of GitHub operations shared by both advisor and student agents. Source it once, then call the functions you need.

The library lives at ${CLAUDE_PLUGIN_ROOT}/scripts/senpai-gh.sh. Source it before using any function:

source "${CLAUDE_PLUGIN_ROOT}/scripts/senpai-gh.sh"

Available functions

Label operations

Function	What it does
`swap_gh_pr_label <pr#> <remove-label> <add-label>`	Atomically swap one label for another. Safe — won't error if the old label is already gone.

The `gh pr edit` footgun

GitHub's gh pr edit --remove-label X --add-label Y silently strips all other labels from the PR. The only safe way to swap a single label is two REST API calls: DELETE the old one, POST the new one. This library wraps that pattern so you never have to remember it.

Advisor actions

Function	What it does
`comment_on_pr <pr#> <comment>`	Leave a PR comment via a temporary body file, avoiding giant shell command lines.
`send_pr_back_to_student_with_comment <pr#> <comment>`	Send a PR back to the student with feedback. Comment on the PR, convert back to draft, swap `status:review` → `status:wip`.
`senpai_merge_winner_preflight <pr#> [problem-dir]`	Refuse unsafe winner merges with a specific error if the PR lacks terminal `SENPAI-RESULT`, has a newer hold comment, is draft/WIP, has bad labels, or has merge conflicts.
`close_pr_with_comment <pr#> <reason>`	Close a dead-end PR with a comment explaining why. Keeps the remote branch so the PR can be reopened or recovered if needed.
`create_assignment_pr_from_file <student> <head-branch> <title> <body-file> [base-branch]`	Create a draft assignment PR, then fail if the student already has a `status:wip` PR or if required base/head, draft, or routing labels are missing.

Student actions

Function	What it does
`mark_ready_for_review <pr#>`	Require a terminal `SENPAI-RESULT` marker, then mark the PR as ready + swap `status:wip` → `status:review`.

Queries (both roles)

The default repo for gh is set via the injected GH_REPO env var, so no --repo flag is needed.

Function	What it does
`check_gh_issues <role_label>`	List open human issues for a role label + team issues, deduplicated. Returns JSON array.
`issue_body <issue#>`	Read one issue body through REST. Returns JSON.
`issue_comments <issue#>`	Read all issue comments through REST pagination. Returns JSON array.
`issue_with_comments <issue#>`	Read one issue and all comments through REST pagination. Returns JSON object.
`list_ready_for_review_prs <branch>`	List PRs with `status:review` on a branch. Returns JSON array.
`list_prs_requiring_advisor_action <branch> [stale_wip_seconds] [student_names_csv]`	List open branch PRs requiring advisor action, with `reasons` such as stale WIP, duplicate student WIP, missing, unknown, or unroutable student labels, or rebase conflicts. Returns JSON array.
`list_all_prs <branch>`	List all open PRs on a branch (any status). Returns JSON array.
`student_poll_for_work <student_name> [branch]`	List branch-scoped WIP PRs assigned to a student. Returns JSON array.
`list_idle_students <names_csv> <branch>`	Print names of students with no `status:wip` PR, one per line.
`pr_body <pr#>`	Read one PR body through REST. Returns JSON.
`pr_issue_comments <pr#>`	Read all PR conversation comments through REST pagination. Returns JSON array.
`pr_reviews <pr#>`	Read all PR review submissions through REST pagination. Returns JSON array.
`pr_review_comments <pr#>`	Read all inline PR review comments through REST pagination. Returns JSON array.
`pr_all_comments <pr#>`	Read all PR conversation, review, and inline comments through REST pagination. Returns JSON array.
`training_log_status <logfile> [more-logfiles...]`	Summarize recent training-log state after a sparse wakeup. Use this instead of `tail -f` or Monitor callbacks for epoch progress.

Usage examples

source "${CLAUDE_PLUGIN_ROOT}/scripts/senpai-gh.sh"

# Advisor sends a PR back for revision
send_pr_back_to_student_with_comment 1842 "ADVISOR: Promising direction but didn't beat baseline. Try lr=1e-3 with cosine annealing."

# Leave a plain comment
comment_on_pr 1842 "ADVISOR: Please stop the current run; the branch is no longer assigned."

# Student marks PR ready for review
mark_ready_for_review 1842

# Advisor closes a dead end
close_pr_with_comment 1850 "results 12% worse than baseline with no promising signal"

# Check who's idle
list_idle_students "frieren,fern,stark" "noam"

# List PRs awaiting review
list_ready_for_review_prs "noam"

related-skills.json

같은 저장소

bootstrap-target.md

from "wandb/senpai"

Create or improve Senpai target-repository onboarding files: program.md plus instructions/prompt-advisor.md and instructions/prompt-student.md. Use this skill whenever the user wants to point Senpai at a fresh ML or research target repository, define the research objective, primary metric, benchmark contract, allowed edit boundaries, W&B reporting contract, advisor/student prompts, or prepare a repo for autonomous advisor/student experiment loops.

2026-05-2113

survey-prs.md

from "wandb/senpai"

Survey all experiment PRs on a branch and return a structured status report: which students are idle, which PRs await review, which are WIP. This is the heartbeat query — use it to understand the current state of the research track. Triggers for: "survey state", "check PR status", "who's idle", "any PRs ready for review", "what's the current state".

2026-05-1413

merge-winner.md

from "wandb/senpai"

Squash-merge a winning experiment PR and update the baseline. Handles the merge, BASELINE.md update, commit, push, and branch pull. Also handles merge conflicts by sending the PR back for rebase. Use this skill to: merge a winning PR, update baseline, squash merge experiment. Triggers for: "merge winner", "merge this PR", "update baseline after merge", "squash merge".

2026-05-0413

submit-experiment-results.md

from "wandb/senpai"

Submit experiment results for advisor review. Commits changes, pushes the branch, marks the PR as ready, and swaps the status label from wip to review. Use this skill when you've finished running experiments and posted your results comment. Triggers for: "submit for review", "mark PR ready", "send results to advisor", "submit experiment results".

2026-05-0413

wandb-primary.md

from "wandb/senpai"

Comprehensive primary skill for agents working with Weights & Biases. Covers both the W&B SDK (training runs, metrics, artifacts, sweeps) and the Weave SDK (GenAI traces, evaluations, scorers). Includes helper libraries, gotcha tables, and data analysis patterns. Use this skill whenever the user asks about W&B runs, Weave traces, evaluations, training metrics, loss curves, model comparisons, or any Weights & Biases data — even if they don't say "W&B" explicitly. Also trigger on training-curve diagnostics questions — run health, divergence, overfit/convergence/plateau, spikes, LR-schedule/grad-norm/grad-histogram reading, dead layers, step-axis choice, and run comparisons.

2026-04-2813

poll-for-work.md

from "wandb/senpai"

Poll for assigned experiment PRs for a student. Use this skill to: check for assignments, poll for work, see if there's a PR assigned to me. Triggers for: "any work for me?", "check for assignments", "poll for PRs".

2026-04-2713

package.json

"author": "wandb"

"repository": "wandb/senpai"

GitHub 저장소 열기 Creator 저장소 보기

$ install --global

$ download --local

Manus에서 실행

$ useful --forSOC

소프트웨어 개발자컴퓨터 및 수학직15-1252L4

name	senpai-gh
description	GitHub CLI primitives for the senpai research workflow — label swaps, send-back, close, mark-review, issue checks, PR queries. Use this skill whenever you need to manipulate PR labels, send a PR back to a student, close a dead-end experiment, mark a PR for review, or query the current state of PRs and issues. Also triggers for: "swap labels", "send back to student", "close this PR", "mark for review", "check human issues", "list review-ready PRs", "idle students".
user-invocable	false
model	claude-opus-4-7
effort	high

senpai-gh

A bash library of GitHub operations shared by both advisor and student agents. Source it once, then call the functions you need.

The library lives at ${CLAUDE_PLUGIN_ROOT}/scripts/senpai-gh.sh. Source it before using any function:

source "${CLAUDE_PLUGIN_ROOT}/scripts/senpai-gh.sh"

Available functions

Label operations

Function	What it does
`swap_gh_pr_label <pr#> <remove-label> <add-label>`	Atomically swap one label for another. Safe — won't error if the old label is already gone.

The `gh pr edit` footgun

Advisor actions

Function	What it does
`comment_on_pr <pr#> <comment>`	Leave a PR comment via a temporary body file, avoiding giant shell command lines.
`send_pr_back_to_student_with_comment <pr#> <comment>`	Send a PR back to the student with feedback. Comment on the PR, convert back to draft, swap `status:review` → `status:wip`.
`senpai_merge_winner_preflight <pr#> [problem-dir]`	Refuse unsafe winner merges with a specific error if the PR lacks terminal `SENPAI-RESULT`, has a newer hold comment, is draft/WIP, has bad labels, or has merge conflicts.
`close_pr_with_comment <pr#> <reason>`	Close a dead-end PR with a comment explaining why. Keeps the remote branch so the PR can be reopened or recovered if needed.
`create_assignment_pr_from_file <student> <head-branch> <title> <body-file> [base-branch]`	Create a draft assignment PR, then fail if the student already has a `status:wip` PR or if required base/head, draft, or routing labels are missing.

Student actions

Function	What it does
`mark_ready_for_review <pr#>`	Require a terminal `SENPAI-RESULT` marker, then mark the PR as ready + swap `status:wip` → `status:review`.

Queries (both roles)

The default repo for gh is set via the injected GH_REPO env var, so no --repo flag is needed.

Function	What it does
`check_gh_issues <role_label>`	List open human issues for a role label + team issues, deduplicated. Returns JSON array.
`issue_body <issue#>`	Read one issue body through REST. Returns JSON.
`issue_comments <issue#>`	Read all issue comments through REST pagination. Returns JSON array.
`issue_with_comments <issue#>`	Read one issue and all comments through REST pagination. Returns JSON object.
`list_ready_for_review_prs <branch>`	List PRs with `status:review` on a branch. Returns JSON array.
`list_prs_requiring_advisor_action <branch> [stale_wip_seconds] [student_names_csv]`	List open branch PRs requiring advisor action, with `reasons` such as stale WIP, duplicate student WIP, missing, unknown, or unroutable student labels, or rebase conflicts. Returns JSON array.
`list_all_prs <branch>`	List all open PRs on a branch (any status). Returns JSON array.
`student_poll_for_work <student_name> [branch]`	List branch-scoped WIP PRs assigned to a student. Returns JSON array.
`list_idle_students <names_csv> <branch>`	Print names of students with no `status:wip` PR, one per line.
`pr_body <pr#>`	Read one PR body through REST. Returns JSON.
`pr_issue_comments <pr#>`	Read all PR conversation comments through REST pagination. Returns JSON array.
`pr_reviews <pr#>`	Read all PR review submissions through REST pagination. Returns JSON array.
`pr_review_comments <pr#>`	Read all inline PR review comments through REST pagination. Returns JSON array.
`pr_all_comments <pr#>`	Read all PR conversation, review, and inline comments through REST pagination. Returns JSON array.
`training_log_status <logfile> [more-logfiles...]`	Summarize recent training-log state after a sparse wakeup. Use this instead of `tail -f` or Monitor callbacks for epoch progress.

Usage examples

source "${CLAUDE_PLUGIN_ROOT}/scripts/senpai-gh.sh"

# Advisor sends a PR back for revision
send_pr_back_to_student_with_comment 1842 "ADVISOR: Promising direction but didn't beat baseline. Try lr=1e-3 with cosine annealing."

# Leave a plain comment
comment_on_pr 1842 "ADVISOR: Please stop the current run; the branch is no longer assigned."

# Student marks PR ready for review
mark_ready_for_review 1842

# Advisor closes a dead end
close_pr_with_comment 1850 "results 12% worse than baseline with no promising signal"

# Check who's idle
list_idle_students "frieren,fern,stark" "noam"

# List PRs awaiting review
list_ready_for_review_prs "noam"

senpai-gh

senpai-gh

Available functions

Label operations

The gh pr edit footgun

Advisor actions

Student actions

Queries (both roles)

Usage examples

이 저장소의 다른 Skills

senpai-gh

Available functions

Label operations

The gh pr edit footgun

Advisor actions

Student actions

Queries (both roles)

Usage examples

이 저장소의 다른 Skills

The `gh pr edit` footgun

The `gh pr edit` footgun