# Shared Pinecone RAG

> Use the shared Pinecone RAG index for any agent in this workspace. Use when an agent needs to ingest markdown/text docs into pulse-rag or query semantic context from the shared index.

- Skill: `modbender/shared-pinecone-rag` (Agent Skill, multi-file: 3 files)
- Install (CLI): `npx skillmds@latest add modbender/shared-pinecone-rag`
- Raw SKILL.md: https://api.skillmd.com/api/skills/modbender/shared-pinecone-rag/raw
- Safety review: pending (external: skill-scanner PASS, skillspector PASS)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: AI & ML
- Author: modbender (https://skillmd.com/u/modbender)
- Updated: 2026-09-09
- Page: https://skillmd.com/skills/modbender/shared-pinecone-rag

---


# Shared Pinecone RAG

Use the central RAG project at:
`/home/Mike/.openclaw/workspace/rag-pinecone-starter`

When combined with `hybrid-db-health`, position this as a **Persistent Memory skill stack**:
- `shared-pinecone-rag` = retrieval + ingest layer
- `hybrid-db-health` = reliability/health guardrail layer

## Query (all agents)

```bash
bash scripts/query-shared-rag.sh "your question"
```

## Ingest docs (all agents)

1. Put `.md`/`.txt` files in:
`/home/Mike/.openclaw/workspace/rag-pinecone-starter/docs/`
2. Run:

```bash
bash scripts/ingest-shared-rag.sh
```

## Requirements

- `PINECONE_API_KEY` must be set in `rag-pinecone-starter/.env`
- Python venv exists at `rag-pinecone-starter/.venv`

## Notes

- Index name defaults to `pulse-rag`.
- Retrieval reads from namespace `default`.
- This skill is shared; do not duplicate per-agent RAG stacks unless explicitly requested.