JesusFilm

Diagnosis loop for hard bugs and performance regressions. Use when the user says "diagnose"/"debug this", or reports something broken/throwing/failing/slow.

Fetches PR review comments, triages them (fix, challenge, or skip), applies holistic fixes, resolves threads, and posts a summary. Use when the user asks to check review feedback, address PR comments, fix review issues, or handle review feedback.

Reset the stage branch from main and re-merge all "on stage" PRs. Auto-resolves merge conflicts by accepting incoming changes (-X theirs). Posts a Slack notification only when an --apply run produced conflicts. Use when stage has conflicts, drift, or needs a clean rebuild.

Build applications where agents are first-class citizens. Use this skill when designing autonomous agents, creating MCP tools, implementing self-modifying systems, or building apps where features are outcomes achieved by agents operating in a loop.

Run comprehensive agent-native architecture review with scored principles

Explore requirements and approaches through collaborative dialogue before writing a right-sized requirements document and planning implementation. Use for feature ideas, problem framing, when the user says 'let's brainstorm', or when they want to think through options before deciding what to build. Also use when a user describes a vague or ambitious feature request, asks 'what should we build', 'help me think through X', presents a problem with multiple valid solutions, or seems unsure about scope or direction — even if they don't explicitly ask to brainstorm.

Clean up local branches whose remote tracking branch is gone. Use when the user says "clean up branches", "delete gone branches", "prune local branches", "clean gone", or wants to remove stale local branches that no longer exist on the remote. Also handles removing associated worktrees for branches that have them.

Structured code review using tiered persona agents, confidence-gated findings, and a merge/dedup pipeline. Use when reviewing code changes before creating a PR.

Refresh the public JesusFilm RAG status dashboard (sources × languages, acquire/ingest/evaluate, embedded doc counts) from the production database and open a PR. Reads prod via doppler-injected credentials that never leave the machine, regenerates dashboard/compiled-data.json + dashboard/index.html, asserts the page shows the data in a real browser, opens a PR, and stops without merging. Invoke /status-dashboard.

Draft (or complete) an Architecture Decision Record for a decision made in the current change, following this repo's docs/decisions/ template. Surveys the working diff, picks the next NNNN, writes Context/Decision/Alternatives-rejected/Consequences, marks Status + Related (detecting any superseded ADR), updates the Locked-decisions index in architecture.md, cites the ADR at the code seam it governs, and commits with a commitlint-safe message. Invoke /adr after accepting an ADR checkpoint (AGENTS.md), or /adr <one-line decision> to start one directly.

Author grounded golden eval cases for one ingested source, fast. Surveys what actually landed in the corpus for a source, then drafts persona-diverse candidate questions (each tied to a real document) plus off-topic negatives for cutoff calibration — for the operator to curate, not hand-write. Writes approved cases into eval/qa-golden.yaml. Invoke /golden to pick from the ingested sources by number, or /golden <key|name|partial> to target one directly.

Drive one vertical slice of jesusfilm-rag end-to-end (acquire → ingest → retrieve → spot-check for a single source) with resumable checkpoint state for cold starts. Reads STATUS.md, resumes in-progress work or unpacks the next slice, commits per verified checkpoint, and narrates in plain language. Invoke /slice (resume or start next) or /slice <source>.

Explain how a feature/flow works in this codebase as a code-flow DIAGRAM plus a high-level guided walkthrough — from the entry point down through the layers, with clickable file:line references and architecture-boundary annotations. Read-only (never edits code). Invoke /walkthrough <feature, flow, or entry point>, e.g. /walkthrough the acquire process or /walkthrough scripts/acquire.ts.

Fetch PR review comments, triage them (fix, challenge, or skip), apply holistic fixes, resolve threads, and post a summary.

Enforce YouTube API Terms of Service and Developer Policy compliance when writing or reviewing code that calls, stores, or displays YouTube Data API v3 or YouTube Analytics/Reporting data. Use when reviewing a diff or PR, or when adding/changing code that touches YouTube API calls, OAuth scopes, quota usage, caching or storage of YouTube data, token/secret handling, attribution/branding, or analytics queries. Trigger phrases: "YouTube compliance", "YouTube API review", "check the ToS", "is this allowed by YouTube policy", "review for policy".

Use when creating, updating, validating, reviewing, or publishing translated Jesus Film Admin Experience locales through the JFP Admin MCP. Trigger for Bulk Locale Factory work, locale creation, missing locale discovery, Experience translation/adaptation, and target-language media replacement.