supergraph
SkillProductivityMeta-orchestrator — dispatches to the right skill for the task. Use before any non-trivial work.
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the supergraph skill
What this skill tells your AI
The instructions your AI receives, as published by datit309/supergraph in plugins/supergraph/SKILL.md and read by ahel’s review.
Graph evidence uses codebase-memory-mcp scoped by CBM_PROJECT. Orientation
loads get_architecture aspects overview, layers, boundaries, clusters,
and hotspots, plus validated hubs, bridges, and test-gaps recipes. If
optional graph evidence is unavailable, label it unavailable and use Serena or
filesystem evidence.
Dispatch to the right skill. 1% rule: if it might apply, invoke it.
Priority
- User CLAUDE.md / AGENTS.md (highest)
- This skill set
- Default system behavior
Dispatch Table
| User intent | Skill to invoke |
|---|---|
| "start", "begin", unclear scope | /supergraph:analyze |
| "plan", "lên kế hoạch", explicit plan request | /supergraph:plan |
| "implement", "build", "execute" (plan saved) | /supergraph:execute |
| "fix bug", "debug", "why failing" | /supergraph:fix |
| "test", "TDD", "add tests" | /supergraph:tdd |
| "refactor", "clean up", "reorganize" | /supergraph:plan (then execute) |
| integration/e2e tests, after unit green | /supergraph:integration |
| "done?", "verify", before commit/PR | /supergraph:verify |
| "review", "merge", "PR", before merge | /supergraph:review |
| Need project context | /supergraph:scan |
Adaptive Gate
- < 20 lines, ≤2 files, no hub/bridge, complexity <10 → use
/supergraph:tdddirectly - ≤5 files, clear requirement, no cross-boundary →
/supergraph:planwith lightweight tasks - >5 files, ambiguous, hub/bridge, cross-boundary →
/supergraph:analyzefirst, then plan
User Instructions
"Add X" or "Fix Y" is the WHAT. Skills determine HOW. Never skip a skill because the task "feels simple."
Red Flags (STOP if you catch yourself):
- "I'll just do it quickly" → pick a skill, follow it
- "I already know what to do" → skills evolve, load current one
- "This is too simple for a skill" → simple becomes complex fast
Integration
All skills depend on /supergraph:scan being loaded first in the session.
Subagent Guard
When dispatching subagents (executor, code-reviewer, plan-writer, plan-reviewer):
- Subagents get self-contained prompts — never session history
- Subagents do NOT trigger skills independently — this is the orchestrator's job
- Subagents report results back; orchestrator decides next step (fix, verify, review)
Signals
- GitHub stars
- 22
- Forks
- 5
- Last commit
- Sep 2026
Advanced
- Catalog kind
- skill
- Gateway key
supergraph- Source
- github.com/datit309/supergraph