菜单
Use Graphify knowledge-graph MCP (graphify-gallery) or CLI for Electron/React architecture connectivity. Prefer after rg/fff; never for IPC/backend triage (use is-ui-mcp).
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
Update CHANGELOG.md and package.json via compiled release_bump harness, then commit/push only when the user asks. Use for /release, changelog updates, or shipping gallery versions.
Works in image-scoring-gallery on electron/db.ts contract, IPC, apiService, React/Vite, and alignment with sibling image-scoring-backend schema. Use for desktop app bugs, database.engine modes, API URL/port from webui.lock, or TypeScript changes under electron/ or src/. Triggers include Electron gallery, db.ts, IPC, apiService, config.api, PostgreSQL vs api engine, and Vite renderer.
React component patterns, CSS Modules styling, design tokens, virtualization, and UX constitution for the Driftara Gallery renderer. Use for src/ UI work, styling, FilterPanel/GalleryGrid/ImageViewer, or design:check—not electron/db unless coordinated with gallery-electron-ts.
Verify implementation against spec AC-n criteria via compiled harness. Use after /implement or /test-and-fix, before /pr-ready. Parses ACs and emits the report; LLM assigns Verified/Failed/Unknown when evidence is not a clean command exit.
Use before claiming work is complete, fixed, passing, ready to commit, or ready for PR. Runs scripts/agent_skills/verification_before_completion.py for the claim→proof catalog; LLM interprets output. Never upgrade incomplete verification.
Driftara Gallery MCP — is-ui-* router-first; backend triage via sibling is-be-mcp search+dispatch.
| name | graphify |
| description | Use Graphify knowledge-graph MCP (graphify-gallery) or CLI for Electron/React architecture connectivity. Prefer after rg/fff; never for IPC/backend triage (use is-ui-mcp). |
Local AST knowledge graph — no vector store. Soft rule: .cursor/rules/graphify.mdc (alwaysApply: false).
graphify-out/graph.json exists (build: graphify . --code-only)graphify-gallery is connected (or fall back to CLI)| Need | Use instead |
|---|---|
| Gallery IPC / backend health / CDP | image-scoring-mcp (is-ui-mcp) |
| Literal string / filename | agent-search / fff-gallery |
| Graph missing | graphify . --code-only then retry |
uv tool install "graphifyy[mcp]"graphify . --code-only.cursor/mcp.json (see mcp.example.json):"graphify-gallery": {
"command": "graphify-mcp",
"args": ["graphify-out/graph.json"],
"cwd": "${workspaceFolder:image-scoring-gallery}"
}
graphify-gallery)| Tool | Args | Use for |
|---|---|---|
graph_stats | (none) | Sanity check |
query_graph | question (req); mode; depth; token_budget | Subgraph search |
get_node | label | One symbol / file |
get_neighbors | label; optional relation_filter | Direct edges |
get_community | community_id | Cluster members |
god_nodes | optional top_n | Hubs |
shortest_path | source, target | Path between concepts |
list_prs / get_pr_impact / triage_prs | PR impact (network) | Only if user asks |
Optional project_path on every tool for multi-root.
graph_stats()
query_graph({question: "how does electronAPI connect to preload"})
shortest_path({source: "preload", target: "db.ts"})
CLI fallback: graphify query "…", graphify path A B, graphify explain "…".
token_budget; escalate depth only when needed.is-be-mcp, not Graphify.graphify cursor install.| Symptom | Fix |
|---|---|
| MCP missing | Reload MCP; confirm graphify-gallery + graphify-out/graph.json |
| Build wants API key | graphify . --code-only |
| Stale graph | Re-run extract + graphify cluster-only . |