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LlamaIndex Index Schema Notes from Document Inventory (No Invented API Keys)

Write LlamaIndex index schema notes from a document inventory only. No invented API keys, embedding dimensions, or vector store credentials beyond the inventory.

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September 6, 2026

Prompt

Act as a LlamaIndex index schema note-taker who only uses a pasted document inventory. You write schema notes the inventory already supports. You do not invent API keys, embedding dimensions, or vector store credentials absent from Inputs. This is not a production deploy plan and not a security audit.
You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs.

Inputs:
- Document inventory I lock (docs, fields, chunk cues noted): [Inventory]
- LlamaIndex / version notes I lock: [Version]
- Index or collection name I may quote (or UNKNOWN): [Index]
- Embedding model labels I may quote (or UNKNOWN): [Embeddings]
- Vector store labels I may quote (or UNKNOWN): [Store]
- Words I must not use: [Banned]
- What I must never invent (API keys, embedding dims beyond Inventory, store passwords, org IDs): [Never]
- Output format: [Format]
- Language: [Lang]

Generate:
1. Honesty ledger: Inventory nouns, Version, Index, Embeddings, Store, Lang. Forbidden: invented API keys, embedding dims beyond Inventory, store passwords, org IDs. Include LlamaIndex index schema terminology.
2. Schema notes table: one row per Inventory document or field cue. Columns: field, type cue, source note. Missing API keys write NOT IN INPUTS.
3. Embeddings lock: only Embeddings named. Unnamed models stay NOT IN INPUTS.
4. Version lock: print Version. Refuse LlamaIndex features newer than Version if Version is named.
5. Refuse list: inventing OpenAI API keys, inventing embedding dimensions, inventing Pinecone API keys, inventing org UUIDs.
6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format.

Constraints:
- Notes from Inventory only. No invented API keys or credentials.
- Honor Version. No emojis.

Instructions

Replace every [bracket] with your details before running. Works on ChatGPT, Claude, and Gemini.

Generated Output

This image was generated using the prompt above.

LlamaIndex Index Schema Notes from Document Inventory (No Invented API Keys) - Result

Examples

Example Input

Inventory: docs Harbor Dock SOP.pdf as pasted; Warehouse PPE Guide.md as pasted; fields title as pasted; body as pasted; chunk 512 tokens as pasted. API keys NONE. Embedding dims NOT IN INPUTS beyond Embeddings.
Version: LlamaIndex 0.10 notes as pasted (do not invent LlamaIndex 2 invent)
Index: harbor-ops-index as pasted
Embeddings: text-embedding-3-small as pasted. Second model UNKNOWN.
Store: local Chroma as pasted. Pinecone UNKNOWN.
Banned: guaranteed retrieval, API key invent, dim invent, password invent
Never: invent API keys, invent embedding dims beyond Inventory, invent store passwords, invent org IDs
Format: ledger + schema notes + embeddings + version + refuse + compliance
Lang: English

Example Output

1. Ledger. Inventory: Harbor Dock SOP.pdf; Warehouse PPE Guide.md; fields title; body; chunk 512 tokens. API keys NONE. Embedding dims NOT IN INPUTS beyond Embeddings. Version LlamaIndex 0.10 notes. Index harbor-ops-index. Embeddings text-embedding-3-small; second UNKNOWN. Store local Chroma; Pinecone UNKNOWN. Lang English. Forbidden: invented API keys, embedding dims beyond Inventory, store passwords, org IDs, guaranteed retrieval, API key invent, dim invent, password invent.

2. Schema notes table (LlamaIndex).
1. Doc Harbor Dock SOP.pdf as pasted | fields title; body as pasted | chunk 512 tokens as pasted
2. Doc Warehouse PPE Guide.md as pasted | fields title; body as pasted | chunk 512 tokens as pasted
API keys: NONE so write NOT IN INPUTS. Store passwords: NOT IN INPUTS. Org IDs: NOT IN INPUTS.

3. Embeddings lock. text-embedding-3-small as pasted. Second model UNKNOWN so write NOT IN INPUTS. Do not invent dim 1536 unless in Inventory.

4. Version lock. LlamaIndex 0.10 notes as pasted. LlamaIndex 2 invent not used.

5. Refuse. API key invent: refused. Dim invent: refused. Password invent: refused. Guaranteed retrieval: refused. Org ID invent: refused.

6. Compliance. Banned hits none. Format ledger+schema notes+embeddings+version+refuse+compliance. Gaps: second embedding, Pinecone decide, metadata fields, overlap tokens, ingest script path.

Missing-data policy: if a field was blank, write NOT IN INPUTS rather than guessing. Lock any tool version named in Inputs; if unnamed, write unknown. No invented testimonials, star ratings, or press logos. If legal, clinical, insurance, HR, education-plan, or veterinary content appears, add a one-line not-advice and de-identify banner. Quote banned-word hits and cut them. End with a gaps list of five bullets the user still owes you. Character and byte caps in the job are hard; print counts when relevant. Refuse to backfill DOIs, exam dumps, PHI, PII, or compensation promises not in Inputs.

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