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Operate the local-first Weblyfe knowledge pipeline for ingesting documents and workspace content, embedding locally, semantic search, and graph exploration.
Codex または Claude でインストール この Prompt をコピーして Codex、Claude、または他のアシスタントに貼り付けると、Skill ページを確認してインストールできます。
SOC 職業分類に基づく
Healthchecks, SSH access, model switching, and systemd debugging for the Appie fleet. Covers Appie-2 (Hetzner Hermes) and common failure modes.
Direct Google Calendar + Gmail + Contacts REST API access via Python. Use when gws CLI is broken (token cache decrypt failure) or google_api.py wrapper is unreliable. Companion to the bundled google-workspace skill.
State-of-the-art text-to-image generation with Stable Diffusion models via HuggingFace Diffusers. Use when generating images from text prompts, performing image-to-image translation, inpainting, or building custom diffusion pipelines.
Use 21st.dev Agent Elements — 25 shadcn/ui components purpose-built for AI agent UIs. Tool cards (Bash, Edit, Search, Plan, Subagent, MCP), chat, input, streaming. Open source, shadcn-registry install, no runtime lock-in.
Use v0 Design Systems 2.0, Bolt Design System Agents, or Lovable to generate production UI from a client's real design system components — not generic Tailwind. Use when building a client website where brand consistency matters.
Umbrella workflow for delegating coding work to local agent CLIs such as Claude Code, Codex, and OpenCode.
| name | knowledge-pipeline |
| description | Operate the local-first Weblyfe knowledge pipeline for ingesting documents and workspace content, embedding locally, semantic search, and graph exploration. |
Operate the local-first Weblyfe knowledge pipeline: ingest documents and Google Drive / Notion content, embed locally, search by meaning, and surface it as a 3D graph in Mission Control. Built 2026-06-03. Codifies the patterns so future sessions and fleet agents do not re-derive them.
~/clawd/projects/knowledge-pipeline/. Store at .data/knowledge.db (SQLite, gitignored). Drive cache .data/drive-cache/, Notion cache .data/notion-cache/.
Local-first is REAL: SQLite + local embeddings are canonical. Pinecone is a deferred optional sync target, never the critical path. No client data is embedded until per-tenant isolation is hard. tenant is fail-closed (NOT NULL, scoped search never returns another tenant or UNASSIGNED).
| Task | Command |
|---|---|
| Ingest a local folder | python3 ingest.py <dir> --tenant weblyfe-internal |
| Search | python3 query.py "your question" --tenant weblyfe-internal -k 5 |
| Sync a Google Drive folder | python3 sync_drive.py <driveFolderId> then ingest .data/drive-cache/<id> |
| Export Notion (streaming) | NOTION_API_KEY=... python3 -u sync_notion.py then ingest .data/notion-cache --tenant notion |
bge-m3 (1024-dim). ollama pull bge-m3. Helper kp/embed.py hits localhost:11434/api/embed. Nothing leaves the machine.kp/store.py). Corpus is small (tens of thousands of chunks) so this is fast and avoids fragile native installs on Python 3.14. sqlite-vec / Chroma is the upgrade path.kp/parse.py). iter_files skips node_modules/.git/.next/etc./opt/homebrew/bin/python3) has a broken pyexpat for native builds; chromadb/sentence-transformers installs are fragile. Stick to ollama + SQLite + numpy./v1/search returns thousands of page objects for a large workspace. Stream (write per page) instead of collecting all first, or it appears to hang.python3 -u for live progress.The 3D graph lives at MC Memory > Graph (reagraph WebGL, already installed). src/app/api/memory/graph/route.ts surfaces the pipeline DB as a knowledge cluster (GROUP BY path, cap 350 nodes). The Graph tab was gated !isLocal; unlocked in local mode in memory-browser-panel.tsx. Override the DB path with env KNOWLEDGE_DB_PATH.
Per-tenant namespaces then client folders; FastAPI read-only for MC; audio (faster-whisper) + OCR ingest; entity/relation knowledge graph behind a flag; Pinecone remote sync; clustering/analysis; Obsidian export; voice "ask the KB".