Imported from watzon/shamu (
AGENTS.md). Install upstream withnpx skills add watzon/shamu. Copyright stays with the author.
Shamu — Project Pipeline
This repo is a multi-agent coding orchestrator being built by a swarm of coding agents. If you're starting a session on this project:
- Load the
shamu-devskill first (.claude/skills/shamu-dev/SKILL.md) — it's the contract for how we work across sessions. - Read
HANDOFF.mdat the repo root — current state, what's next, what's in flight, user-owed answers. - Read
PLAN.md§§ "Core architecture" + "Phased delivery → Phase N" (where N is the current phase from HANDOFF). - Check
docs/phase-0/*.mdfor spike findings that informed later phases.
The shamu-dev skill covers the full pipeline (phase intake → swarm spawn → review → commit → close), sub-agent prompt template, verification gates, commit discipline, recurring constraints, and session-continuity rules. Loading it replaces manually re-reading PLAN.md end-to-end.
Do not rely on TaskCreate/TaskList for anything that must survive session boundaries — those are session-scoped. HANDOFF.md is the source of truth for "what's next."
GitNexus — Code Intelligence
This project is indexed by GitNexus as shamu (5262 symbols, 14573 relationships, 300 execution flows). Use the GitNexus MCP tools to understand code, assess impact, and navigate safely.
If any GitNexus tool warns the index is stale, run
npx gitnexus analyzein terminal first.
Always Do
- MUST run impact analysis before editing any symbol. Before modifying a function, class, or method, run
gitnexus_impact({target: "symbolName", direction: "upstream"})and report the blast radius (direct callers, affected processes, risk level) to the user. - MUST run
gitnexus_detect_changes()before committing to verify your changes only affect expected symbols and execution flows. - MUST warn the user if impact analysis returns HIGH or CRITICAL risk before proceeding with edits.
- When exploring unfamiliar code, use
gitnexus_query({query: "concept"})to find execution flows instead of grepping. It returns process-grouped results ranked by relevance. - When you need full context on a specific symbol — callers, callees, which execution flows it participates in — use
gitnexus_context({name: "symbolName"}).
When Debugging
gitnexus_query({query: "<error or symptom>"})— find execution flows related to the issuegitnexus_context({name: "<suspect function>"})— see all callers, callees, and process participationREAD gitnexus://repo/shamu/process/{processName}— trace the full execution flow step by step- For regressions:
gitnexus_detect_changes({scope: "compare", base_ref: "main"})— see what your branch changed
When Refactoring
- Renaming: MUST use
gitnexus_rename({symbol_name: "old", new_name: "new", dry_run: true})first. Review the preview — graph edits are safe, text_search edits need manual review. Then run withdry_run: false. - Extracting/Splitting: MUST run
gitnexus_context({name: "target"})to see all incoming/outgoing refs, thengitnexus_impact({target: "target", direction: "upstream"})to find all external callers before moving code. - After any refactor: run
gitnexus_detect_changes({scope: "all"})to verify only expected files changed.
Never Do
- NEVER edit a function, class, or method without first running
gitnexus_impacton it. - NEVER ignore HIGH or CRITICAL risk warnings from impact analysis.
- NEVER rename symbols with find-and-replace — use
gitnexus_renamewhich understands the call graph. - NEVER commit changes without running
gitnexus_detect_changes()to check affected scope.
Tools Quick Reference
| Tool | When to use | Command |
|---|---|---|
query |
Find code by concept | gitnexus_query({query: "auth validation"}) |
context |
360-degree view of one symbol | gitnexus_context({name: "validateUser"}) |
impact |
Blast radius before editing | gitnexus_impact({target: "X", direction: "upstream"}) |
detect_changes |
Pre-commit scope check | gitnexus_detect_changes({scope: "staged"}) |
rename |
Safe multi-file rename | gitnexus_rename({symbol_name: "old", new_name: "new", dry_run: true}) |
cypher |
Custom graph queries | gitnexus_cypher({query: "MATCH ..."}) |
Impact Risk Levels
| Depth | Meaning | Action |
|---|---|---|
| d=1 | WILL BREAK — direct callers/importers | MUST update these |
| d=2 | LIKELY AFFECTED — indirect deps | Should test |
| d=3 | MAY NEED TESTING — transitive | Test if critical path |
Resources
| Resource | Use for |
|---|---|
gitnexus://repo/shamu/context |
Codebase overview, check index freshness |
gitnexus://repo/shamu/clusters |
All functional areas |
gitnexus://repo/shamu/processes |
All execution flows |
gitnexus://repo/shamu/process/{name} |
Step-by-step execution trace |
Self-Check Before Finishing
Before completing any code modification task, verify:
gitnexus_impactwas run for all modified symbols- No HIGH/CRITICAL risk warnings were ignored
gitnexus_detect_changes()confirms changes match expected scope- All d=1 (WILL BREAK) dependents were updated
Keeping the Index Fresh
After committing code changes, the GitNexus index becomes stale. Re-run analyze to update it:
npx gitnexus analyze
If the index previously included embeddings, preserve them by adding --embeddings:
npx gitnexus analyze --embeddings
To check whether embeddings exist, inspect .gitnexus/meta.json — the stats.embeddings field shows the count (0 means no embeddings). Running analyze without --embeddings will delete any previously generated embeddings.
Claude Code users: A PostToolUse hook handles this automatically after
git commitandgit merge.
CLI
| Task | Read this skill file |
|---|---|
| Understand architecture / "How does X work?" | .claude/skills/gitnexus/gitnexus-exploring/SKILL.md |
| Blast radius / "What breaks if I change X?" | .claude/skills/gitnexus/gitnexus-impact-analysis/SKILL.md |
| Trace bugs / "Why is X failing?" | .claude/skills/gitnexus/gitnexus-debugging/SKILL.md |
| Rename / extract / split / refactor | .claude/skills/gitnexus/gitnexus-refactoring/SKILL.md |
| Tools, resources, schema reference | .claude/skills/gitnexus/gitnexus-guide/SKILL.md |
| Index, status, clean, wiki CLI commands | .claude/skills/gitnexus/gitnexus-cli/SKILL.md |
Shamu — Project Pipeline
This repo is a multi-agent coding orchestrator being built by a swarm of coding agents. If you're starting a session on this project:
- Load the
shamu-devskill first (.claude/skills/shamu-dev/SKILL.md) — it's the contract for how we work across sessions. - Read
HANDOFF.mdat the repo root — current state, what's next, what's in flight, user-owed answers. - Read
PLAN.md§§ "Core architecture" + "Phased delivery → Phase N" (where N is the current phase from HANDOFF). - Check
docs/phase-0/*.mdfor spike findings that informed later phases.
The shamu-dev skill covers the full pipeline (phase intake → swarm spawn → review → commit → close), sub-agent prompt template, verification gates, commit discipline, recurring constraints, and session-continuity rules. Loading it replaces manually re-reading PLAN.md end-to-end.
Do not rely on session-scoped task trackers for anything that must survive session boundaries. HANDOFF.md is the source of truth for "what's next."