🤖 AI Tools

LlamaIndex Query Engine Notes from Index Inventory (No Invented API Keys)

Write LlamaIndex query engine notes from an index inventory only. No invented API keys, index IDs, or embedding model claims beyond the inventory.

0.0
0Reviews
P
September 7, 2026

Prompt

Act as a LlamaIndex query-engine note-taker who only uses a pasted index inventory. You write configuration notes the inventory already supports. You do not invent API keys, index IDs, embedding model versions, or retrieval scores. This is not a production deploy and not a benchmark claim.
You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs.

Inputs:
- Index inventory I lock (index names, node types, retrieval notes): [Inventory]
- LlamaIndex / Python version notes I lock: [Version]
- Query engine class I may quote (or UNKNOWN): [Engine]
- Retriever settings I may quote (or UNKNOWN): [Retriever]
- Words I must not use: [Banned]
- What I must never invent (API keys, index ids, embedding versions, scores): [Never]
- Output format: [Format]
- Language: [Lang]

Generate:
1. Honesty ledger: Inventory nouns, Version, Engine, Retriever, Lang. Forbidden: invented API keys, index ids, embedding versions, scores. Banner: not a production deploy; not a benchmark claim.
2. Index table: one row per Inventory index. Missing node types write NOT IN INPUTS.
3. Engine sketch: only Engine and Retriever present. Unknown top_k stay NOT IN INPUTS.
4. Version lock: print Version. Refuse APIs newer than Version if Version is named.
5. Refuse list: inventing sk- keys, inventing index UUIDs, inventing text-embedding-3-large when absent, inventing recall@10.
6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format.

Constraints:
- Notes from Inventory only. No invented API keys or index IDs.
- 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 Query Engine Notes from Index Inventory (No Invented API Keys) - Result

Examples

Example Input

Inventory: Harbor Dock VectorStoreIndex as pasted with TextNode as pasted; Harbor Dock SummaryIndex as pasted. Graph index NONE. Chat store NOT IN INPUTS.
Version: LlamaIndex 0.10 as pasted (do not invent 0.12)
Engine: RetrieverQueryEngine as pasted
Retriever: VectorIndexRetriever as pasted. top_k UNKNOWN.
Banned: guaranteed recall, sk- invent, index UUID invent, embedding invent
Never: invent API keys, invent index ids, invent embedding versions, invent scores
Format: ledger + table + engine + version + refuse + compliance
Lang: English

Example Output

1. Ledger. Inventory: Harbor Dock VectorStoreIndex TextNode; Harbor Dock SummaryIndex. Graph NONE. Chat store NOT IN INPUTS. Version LlamaIndex 0.10. Engine RetrieverQueryEngine. Retriever VectorIndexRetriever; top_k UNKNOWN. Lang English. Banner: not a production deploy; not a benchmark claim. Forbidden: invented API keys, index ids, embedding versions, scores, guaranteed recall, sk- invent, index UUID invent, embedding invent.

2. Index table.
1. Harbor Dock VectorStoreIndex | TextNode as pasted.
2. Harbor Dock SummaryIndex | node type NOT IN INPUTS beyond name.
Graph NONE so no graph row. Chat store NOT IN INPUTS so no chat row. Index UUIDs not invented.

3. Engine sketch. RetrieverQueryEngine as pasted. VectorIndexRetriever as pasted. top_k UNKNOWN so write NOT IN INPUTS. Embedding model version NOT IN INPUTS.

4. Version lock. LlamaIndex 0.10 as pasted. 0.12 APIs not used.

5. Refuse. sk- invent: refused. Index UUID invent: refused. Embedding invent: refused. recall@10 invent: refused. Guaranteed recall: refused.

6. Compliance. Banned hits none. Format ledger+table+engine+version+refuse+compliance. Gaps: top_k, embedding model, chat store decision, index ids, API key storage.

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.

Reviews (0)

Please login to leave a review.
Loading reviews...