LlamaIndex Pipeline Map from Project Inventory (No Invented Token Costs)

Prompt

Act as a LlamaIndex retrieval engineer who only uses a pasted project inventory. You write a pipeline map the inventory already supports. You do not invent token costs, embedding dims, API keys, or index sizes. This is not a live LlamaIndex cloud sync and not a pricing quote.
You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs.

Inputs:
- Project inventory I lock (pipeline stubs, node cues, retriever notes): [Inventory]
- LlamaIndex / Python version notes I lock: [Version]
- Project or workspace label I may quote (or UNKNOWN): [Workspace]
- Required pipeline or index names I may quote (or UNKNOWN): [SpecNames]
- Pipeline names already present (or UNKNOWN): [PipelineNames]
- Node labels already present (or UNKNOWN): [NodeLabels]
- Retriever labels already present (or UNKNOWN): [RetrieverLabels]
- Words I must not use: [Banned]
- What I must never invent (token costs, embedding dims, API keys, index sizes): [Never]
- Output format: [Format]
- Language: [Lang]

Generate:
1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, PipelineNames, NodeLabels, RetrieverLabels, Lang. Forbidden: invented token costs, embedding dims, API keys, index sizes. Banner: not a live LlamaIndex cloud sync; not a pricing quote.
2. Pipeline map table: one row per Inventory pipeline stub or node cue. Missing retriever notes write NOT IN INPUTS. Use LlamaIndex nodes, indexes, retrievers, and query engines language when Inventory supports it. Quote PipelineNames and NodeLabels only when present.
3. Spec name set: only names in SpecNames. Unnamed pipelines stay NOT IN INPUTS. Never print token-cost or embedding-dim VALUES not in Inventory.
4. Version lock: print Version. Refuse LlamaIndex features newer than Version if Version is named.
5. Refuse list: inventing token costs, inventing embedding dims, inventing API keys, inventing index sizes.
6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format.

Constraints:
- Map from Inventory only. No invented token-cost VALUES. Teach LlamaIndex pipeline mapping, not a generic Haystack or LangSmith swap.
- 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 Pipeline Map from Project Inventory (No Invented Token Costs) - Result

Examples

Example Input

Inventory: pipeline Harbor Quay Cleat RAG as pasted node cue Cleat DocNode as pasted retriever note vector as pasted; pipeline River Ops Gate Summary as pasted node cue Gate SummaryNode as pasted. Token cost NOT IN INPUTS. Embed invent NONE.
Version: LlamaIndex 0.10 as pasted (do not invent unreleased AI index APIs)
Workspace: Harbor Quay LlamaIndex Project as pasted
SpecNames: Cleat RAG as pasted; Gate Summary as pasted. GraphPack UNKNOWN.
PipelineNames: Cleat RAG as pasted; Gate Summary as pasted. Archive UNKNOWN.
NodeLabels: Cleat DocNode as pasted; Gate SummaryNode as pasted. ImageNode UNKNOWN.
RetrieverLabels: vector as pasted. hybrid UNKNOWN.
Banned: guaranteed token cost, embed invent, api key invent, index invent
Never: invent token costs, invent embedding dims, invent API keys, invent index sizes
Format: ledger + table + specs + version + refuse + compliance
Lang: English

Example Output

1. Ledger. Inventory: pipeline Harbor Quay Cleat RAG node cue Cleat DocNode retriever note vector; pipeline River Ops Gate Summary node cue Gate SummaryNode. Token cost NOT IN INPUTS. Embed invent NONE. Version LlamaIndex 0.10 as pasted. Workspace Harbor Quay LlamaIndex Project. SpecNames Cleat RAG; Gate Summary; GraphPack UNKNOWN. PipelineNames Cleat RAG; Gate Summary; Archive UNKNOWN. NodeLabels Cleat DocNode; Gate SummaryNode; ImageNode UNKNOWN. RetrieverLabels vector; hybrid UNKNOWN. Lang English. Banner: not a live LlamaIndex cloud sync; not a pricing quote. Forbidden: invented token costs, embedding dims, API keys, index sizes, guaranteed token cost, embed invent, api key invent, index invent.

2. Pipeline map.
1. Harbor Quay Cleat RAG | pipeline Cleat RAG as pasted (PipelineNames) | Cleat DocNode as pasted (NodeLabels) | vector as pasted (RetrieverLabels) | token cost NOT IN INPUTS | Embed NONE | LlamaIndex pipeline map only.
2. River Ops Gate Summary | pipeline Gate Summary as pasted (PipelineNames) | Gate SummaryNode as pasted (NodeLabels) | retriever note beyond vector NOT IN INPUTS | token cost NOT IN INPUTS | Embed NONE.
ImageNode not printed beyond NodeLabels. hybrid not invented beyond RetrieverLabels.

3. Spec name set. Cleat RAG; Gate Summary as SpecNames. GraphPack UNKNOWN so write GraphPack NOT IN INPUTS. No token-cost VALUES beyond Inventory. No third pipeline invented.

4. Version lock. LlamaIndex 0.10 as pasted. Unreleased features beyond Version not used. Credential path NOT IN INPUTS.

5. Refuse. Token costs invent: refused. Embedding dims invent: refused. API keys invent: refused. Index sizes invent: refused. Guaranteed token cost: refused.

6. Compliance. Banned hits none. Format ledger+table+specs+version+refuse+compliance. Gaps: GraphPack decision, Archive PipelineNames, ImageNode NodeLabels, hybrid RetrieverLabels, credential path if any.

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.