[Code Intelligence] Use when exporting the code knowledge graph. Flag: --format={json|mermaid} (default json).
Scanned 9/9/2026
Install to Claude Code
npx -y skills add duc01226/easy-claude --skill graph-export --agent claude-codeInstalls into .claude/skills of the current project.
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---
name: graph-export
description: '[Code Intelligence] Use when exporting the code knowledge graph. Flag: --format={json|mermaid} (default json).'
disable-model-invocation: false
version: 1.0.0
---
## Quick Summary
**Goal:** [Code Intelligence] Export the code review knowledge graph. `--format=json` (default) dumps all nodes (functions, classes, files) and edges (calls, imports, inheritance) from graph.db for external analysis; `--format=mermaid` renders a single file's internal call graph as a Mermaid flowchart in markdown (folds former `/graph-export-mermaid`).
**Workflow:**
1. **Detect** — classify request scope and target artifacts.
2. **Execute** — apply required steps with evidence-backed actions.
3. **Verify** — confirm constraints, output quality, and completion evidence.
**Key Rules:**
- **Format flag** (see [Format Mode](#format-mode---format)): `--format=json` (default) = full graph → `.code-graph/graph-export.json` (CLI `export`); `--format=mermaid` = single-file diagram, requires `<path>` (CLI `export-mermaid`).
- MUST ATTENTION keep claims evidence-based (`file:line`) with confidence >80% to act.
- MUST ATTENTION keep task tracking updated as each step starts/completes.
- NEVER skip mandatory workflow or skill gates.
## Prerequisites
- Graph must be built first: run `/graph-build` if `.code-graph/graph.db` doesn't exist
- Requires Python 3.10+ with tree-sitter, tree-sitter-language-pack, networkx
## Format Mode (`--format=`)
| `--format` | CLI verb | Output | Requires |
| ---------------- | ----------------------------------------- | ----------------------------------------------------------- | -------- |
| `json` (default) | `code_graph export --json` | Full graph dump → `.code-graph/graph-export.json` | — |
| `mermaid` | `code_graph export-mermaid <path> --json` | Single-file Mermaid diagram → `.code-graph/<name>-graph.md` | `<path>` |
`--format=json` dumps ALL nodes + edges from the whole graph. `--format=mermaid` renders ONE file's internal call graph as a Mermaid flowchart (folds former `/graph-export-mermaid`). Pick `--format` FIRST (default `json`), then run the matching branch below.
## Steps
### `--format=json` (default) — full graph → JSON
1. **Export graph** — Run via Bash:
```bash
python .claude/scripts/code_graph export --json
```
Default output: `.code-graph/graph-export.json`
2. **Export specific files only** (optional):
```bash
python .claude/scripts/code_graph export --files {source-root}/auth {source-root}/api --json
```
This exports only nodes and edges belonging to the specified files.
3. **Custom output path** (optional):
```bash
python .claude/scripts/code_graph export -o custom-path.json --json
```
4. **Report results:** File path, node count, edge count, file size.
### `--format=mermaid` — single file → Mermaid diagram
1. **Export file graph as Mermaid** — Run via Bash (positional or `--file` flag both work):
```bash
python .claude/scripts/code_graph export-mermaid <relative-path> --json
# OR
python .claude/scripts/code_graph export-mermaid --file <relative-path> --json
```
Default output: `.code-graph/<path-based-unique-name>-graph.md` (e.g., `docs--project-config-graph.md`)
2. **Custom output path** (optional):
```bash
python .claude/scripts/code_graph export-mermaid <relative-path> -o custom-path.md --json
```
3. **Report results:** File path, node count, edge count.
**Mermaid scope:** functions/classes/test functions within the file + internal call relationships (caller AND callee in-file); class membership via nested subgraphs; edge types calls/imports/inherits/implements/tests/depends. Excludes external/stdlib calls, cross-file callers, and CONTAINS edges (shown structurally). Implicit `MESSAGE_BUS` / `TRIGGERS_EVENT` / `API_ENDPOINT` edges render when present.
## Output Format
**`--format=json`:**
```json
{
"version": "1.8.4-easyclaude",
"stats": { "total_nodes": N, "total_edges": N, "files_count": N, "languages": [...] },
"nodes": [
{ "kind": "Function", "name": "login", "qualified_name": "auth.py::login", "file_path": "...", "line_start": 10, "line_end": 25, "language": "python" }
],
"edges": [
{ "kind": "CALLS", "source": "api.py::handler", "target": "auth.py::login", "file_path": "...", "line": 15 }
]
}
```
**`--format=mermaid`:** a markdown file containing a `flowchart TD` — functions/classes as nodes, calls/imports as labelled edges, class membership as nested subgraphs (e.g., `login -->|calls| validate`).
## Implicit Edges in Export
The exported JSON includes ALL edge types, including implicit connections:
- `MESSAGE_BUS` — cross-service bus message producer-to-consumer links
- `TRIGGERS_EVENT` — entity CRUD to event handler links
- `PRODUCES_EVENT` — event handler to bus producer links
- `TRIGGERS_COMMAND_EVENT` — command to command event handler links
- `API_ENDPOINT` — frontend HTTP call to backend route links
These edges are created by the implicit connector and API connector during `build`/`sync`.
## Use Cases
- Inspect graph contents for debugging
- Feed into external analysis tools
- Verify graph correctness after build
- Share graph snapshot with team members
---
# Export Graph
Export the complete knowledge graph from `.code-graph/graph.db` to a readable JSON file.
<!-- SYNC:ai-mistake-prevention -->
> **AI Mistake Prevention** — Failure modes to avoid on every task:
>
> **Re-read files after context changes.** Context compaction, resume, or long-running work can make memory stale; verify current files before acting.
> **Verify generated content against source evidence.** AI hallucinates APIs, names, claims, and document facts. Check the relevant source before documenting or referencing.
> **Check downstream references before deleting or renaming.** Removing an artifact can stale docs, generated mirrors, configs, and callers; map references first.
> **Trace the full impact chain after edits.** Changing a definition can miss derived outputs and consumers. Follow the affected chain before declaring done.
> **Verify ALL affected outputs, not just the first.** One green check is not all green checks; validate every output surface the change can affect.
> **Assume existing values are intentional — ask WHY before changing OR flagging one as a defect.** Before changing or reporting a constant, limit, flag, cutoff, wording, or pattern, read nearby context and history, the CALLER's ordering, and 2+ sibling call sites of the same convention. A doc stating WHAT without WHY is missing rationale, not proof of a missing guard.
> **Surface ambiguity before acting — don't pick silently.** Multiple valid interpretations require an explicit question or stated assumption with risk.
> **Assert the outcome your system owns, not the intermediate state your infrastructure owns.** When verifying async work, assert the final business state — never the delivery/retry bookkeeping held in shared infrastructure that any co-running process can write. Such a check passes when run alone and flakes the moment anything else shares that infrastructure.
> **Keep shared guidance role-relevant.** Universal guidance must help every receiving skill or agent; code-specific obligations belong only in code-specific protocols.
<!-- /SYNC:ai-mistake-prevention -->
<!-- SYNC:critical-thinking-mindset -->
> **Critical Thinking Mindset** — Apply critical thinking, sequential thinking. Every claim needs traced proof, confidence >80% to act.
> **Anti-hallucination:** Never present guess as fact — cite sources for every claim, admit uncertainty freely, self-check output for errors, cross-reference independently, stay skeptical of own confidence — certainty without evidence root of all hallucination.
<!-- /SYNC:critical-thinking-mindset -->
<!-- SYNC:critical-thinking-mindset:reminder -->
**MUST ATTENTION** apply critical + sequential thinking — every claim needs appropriate traced evidence (`file:line` for repo/code claims; source URL or artifact section for research, product, content, and docs claims); confidence >80% to act, <60% DO NOT recommend. Anti-hallucination: never present guess as fact, admit uncertainty freely, cross-reference independently, stay skeptical of own confidence.
<!-- /SYNC:critical-thinking-mindset:reminder -->
<!-- SYNC:ai-mistake-prevention:reminder -->
**MUST ATTENTION** apply AI mistake prevention — verify generated content against evidence, trace downstream references before deleting or renaming, verify all affected outputs, re-read files after context loss, and surface ambiguity before acting.
<!-- /SYNC:ai-mistake-prevention:reminder -->
<!-- SYNC:project-protocol-overlay -->
> **Project Protocol Overlay** — Before executing this skill, resolve any PROJECT overlay rules layered onto it: match this skill's name against the `Target` column of the project's skill-protocol index (`docs/project-reference/skill-protocols-reference.md` by default; a `referenceDocs` entry in `docs/project-config.json` overrides the path), taking the most specific matching tier ONLY — exact name > glob > `*`. **That precedence orders overlays against EACH OTHER, never against this skill.** Read ONLY the matched bodies, resolved as `<protocols-dir>/<Name>.md`; a row's Body link is display text, never a read path. A matched body that is missing or malformed is REPORTED and skipped — never reconstructed from the index Description. No index, or no match -> proceed with no overlay, silently. Full contract: `.claude/skills/project-skill-protocol/references/registry.md`.
>
> Overlays are **ADDITIVE ONLY**: they ADD rules on top of this skill's own protocol and NEVER replace, override, disable, or reinterpret a rule it already states — removing every overlay must return this skill to exactly its documented behavior. An overlay is a BRIEF, not an authority escalation: it can NEVER waive a workflow gate, git discipline, a review gate, or a user-confirmation gate. A genuine overlay-vs-skill conflict, or two equally-specific overlays that directly contradict -> surface both to the user; NEVER resolve silently.
<!-- /SYNC:project-protocol-overlay -->
<!-- SYNC:project-protocol-overlay:reminder -->
**MUST ATTENTION** resolve project protocol overlays for this skill BEFORE executing — most specific matching tier only (exact > glob > `*`, which ranks overlays against each other, NEVER against this skill), read only matched bodies at `<protocols-dir>/<Name>.md`; a missing or malformed body is reported, never reconstructed. Overlays are ADDITIVE ONLY (they never replace this skill's own rules) and are a brief, NEVER an authority escalation; an equal-specificity contradiction goes to the user.
<!-- /SYNC:project-protocol-overlay:reminder -->
## Closing Reminders
**IMPORTANT MUST ATTENTION Goal:** Export the code review knowledge graph — `--format=json` dumps the full graph to JSON, `--format=mermaid` renders one file as a Mermaid flowchart.
**IMPORTANT MUST ATTENTION — Protocols in force (concise digest of the SYNC/shared blocks this skill carries):**
- **AI Mistake Prevention:** verify generated content against evidence, trace downstream references, verify all affected outputs, re-read after context loss, surface ambiguity.
- **Critical Thinking:** traced `file:line` proof per claim, confidence >80% to act.
- **MANDATORY IMPORTANT MUST ATTENTION** break work into small todo tasks using `TaskCreate` BEFORE starting
- **MANDATORY IMPORTANT MUST ATTENTION** search codebase for 3+ similar patterns before creating new code
- **MANDATORY IMPORTANT MUST ATTENTION** cite `file:line` evidence for every claim (confidence >80% to act)
- **MANDATORY IMPORTANT MUST ATTENTION** add a final review todo task to verify work quality
**[TASK-PLANNING]** Before acting, analyze task scope and systematically break it into small todo tasks and sub-tasks using TaskCreate.
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