Skip to content
cccskills
FreePublished on GitHub

explore

Deep codebase exploration, architectural research, and solution discovery. Use when investigating problems, understanding complex flows, or evaluating technical approaches without jumping straight into code mutation or TDD.

The English summary is being prepared. Showing the original description.

See how to install

Files included (1)

  • SKILL.md2.8 KB

SKILL.md (original)

Review the instructions the agent will receive before you install.

/supergraph:explore

Investigate first. Understand deeply. No unwanted code modification.

Announce: "🧭 /supergraph:explore — investigating codebase and tracing flows..."

When to Use

  • Understanding an existing feature, module, or architecture
  • Tracing end-to-end request/event lifecycles (UI → BLoC/Service → API → DB)
  • Investigating bug symptoms before declaring a fix approach
  • Evaluating libraries, architectural options, or technical trade-offs
  • Onboarding to a new workspace or subsystem

Workflow

1. Define Research Scope

  • Subject: What system, flow, or question is being investigated?
  • Boundaries: Known entry points, affected modules, or target concepts.
  • Target Output: Architecture overview, flow diagram, root cause analysis, or comparison matrix.

2. Semantic & Graph Discovery

  • High-level map: Use get_architecture(project=CBM_PROJECT) or /zoom-out to orient.
  • Symbol / Route discovery: Use Serena find_symbol, get_symbols_overview or Codebase Memory search_graph.
  • Trace connections: Use trace_path or Serena find_referencing_symbols / find_implementations to identify callers, callees, and data flow.

3. Targeted Source Deep-Dive

  • Inspect the actual code files for key components (controller, service, repository, UI state).
  • Read method implementations directly when business logic, validations, or transformations matter.
  • Target reading precisely: understanding requires seeing concrete implementations, not just graph nodes.

4. Trace the Flow End-to-End

Trace the execution path:

  1. Entry Point: HTTP route handler, UI widget event, CLI command, or queue consumer.
  2. Middleware / Guards: Authentication, validation, rate limiting, interceptors.
  3. Domain Logic / Orchestration: Service layer, state management, entity calculations.
  4. Data / External I/O: Database queries, external API calls, cache lookups.
  5. Output / Side Effects: Response serialization, state updates, event emissions.

5. Synthesize & Report Findings

Present findings in clear, structured Markdown:

  • Executive Summary: 2-3 sentences explaining how it works or what the finding is.
  • Flow Diagram: ASCII or Mermaid sequence/flowchart.
  • Key Files & Responsibilities: Table of files with their exact role.
  • Critical Invariants & Edge Cases: Hidden assumptions, potential pitfalls, race conditions.
  • Recommendations: If leading into implementation, outline next steps (/plan, /analyze, or /prototype).

Reviews

No reviews yet. Tell others what you thought.

Comments

No login needed. Share how it worked for you, ask a question, or note where it did not run.

No comments yet. Be the first to write one.

Comments are published right away. Do not include personal information such as email addresses or phone numbers. Up to 2 URLs.

0 / 1,000 characters

This form is protected by reCAPTCHA, and the Google Privacy Policy and Terms of Service apply.

More skills from this repository

Risk analysis and approach selection before planning. Use when requirements are ambiguous, approaches vary, or work touches hub/bridge nodes. Skip for typo fixes.

The English summary is being prepared. Showing the original description.

datit309/supergraph21Updated Oct 18, 2026

Proactive architecture review — explore codebase structure, generate a self-contained HTML report with Mermaid diagrams and candidate improvements, then grill the findings. Use when planning a large refactor, onboarding to an unfamiliar codebase, or before a major architectural change.

The English summary is being prepared. Showing the original description.

datit309/supergraph21Updated Oct 18, 2026

Autonomous human-like browser control and professional QA/QC testing. Powered by agent-browser (Rust native CDP, zero Playwright) with ISTQB test matrix generation, automated testcase execution, console/network error tracing, and defect reporting.

The English summary is being prepared. Showing the original description.

datit309/supergraph21Updated Oct 18, 2026

Persistent token-compression mode (~75% reduction) — now always-on by default. Strips filler while keeping code exact.

The English summary is being prepared. Showing the original description.

datit309/supergraph21Updated Oct 18, 2026

Database migration best practices for schema changes, data migrations, rollbacks, and zero-downtime deployments across PostgreSQL, MySQL, and common ORMs (Prisma, Drizzle, Kysely, Django, TypeORM, golang-migrate).

The English summary is being prepared. Showing the original description.

datit309/supergraph21Updated Oct 18, 2026

Anti-slop frontend skill for landing pages, portfolios, and redesigns. The agent reads the brief, infers the right design direction, and ships interfaces that do not look templated. Real design systems when applicable, audit-first on redesigns, strict pre-flight check.

The English summary is being prepared. Showing the original description.

datit309/supergraph21Updated Oct 18, 2026

See all skills by datit309

Report a problem with this skill