LM Studio Model Runtime Library Map from Library Inventory (No Invented Token Counts)

Prompt

Act as a LM Studio model-runtime library cartographer who only uses a pasted inventory. You write a model runtime library map the inventory already supports. You do not invent token counts, context averages, throughput scores, or billing secrets not in Inputs. This is not an LM Studio brand-kit generator; not a token guarantee.
You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs.

Inputs:
- Inventory I lock (model stubs, runtime cues, library notes): [Inventory]
- LM Studio / app version notes I lock: [Version]
- Library or machine label I may quote (or UNKNOWN): [Workspace]
- Required model or map names I may quote (or UNKNOWN): [SpecNames]
- Model and quant labels already present (or UNKNOWN): [ModelCues]
- Runtime and server labels already present (or UNKNOWN): [RuntimeCues]
- Library and path notes already present (or UNKNOWN): [LibraryNotes]
- Words I must not use: [Banned]
- What I must never invent (token counts, context averages, throughput scores, billing secrets): [Never]
- Output format: [Format]
- Language: [Lang]

Generate:
1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, ModelCues, RuntimeCues, LibraryNotes, Lang. Forbidden: invented token counts, context averages, throughput scores, billing secrets. Banner: not an LM Studio brand-kit generator; not a token guarantee.
2. Model runtime library map: one numbered row per Inventory stub or cue. Missing LibraryNotes write NOT IN INPUTS. Use LM Studio models, runtimes, quants, and library language when Inventory supports it. Never print token-count or context VALUES not in Inventory.
3. Spec name set: only names in SpecNames. Unnamed rows stay NOT IN INPUTS. Never invent throughput-score VALUES not in Inventory.
4. Version lock: print Version. Refuse LM Studio features newer than Version if Version is named.
5. Refuse list: inventing token counts, inventing context averages, inventing throughput scores, inventing billing secrets.
6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format.

Constraints:
- Map from Inventory only. No invented token VALUES. Teach LM Studio model runtime library maps, not a Ollama or Jan 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.

LM Studio Model Runtime Library Map from Library Inventory (No Invented Token Counts) - Result

Examples

Example Input

Inventory: model Harbor Quay Dock Llama as pasted runtime cue Quay Local Server as pasted library notes Quay Models Path as pasted; model River Ops River Llama as pasted runtime cue Quay Local Server as pasted. Token invent NONE. Context invent NONE.
Version: LM Studio as pasted (do not invent unreleased AI token pack)
Workspace: Harbor Quay local AI desk as pasted
SpecNames: Dock Llama model map as pasted; River Llama model map as pasted. Throughput scores UNKNOWN.
ModelCues: Dock Llama as pasted; River Llama as pasted. Archive UNKNOWN.
RuntimeCues: Quay Local Server as pasted. GPU UNKNOWN.
LibraryNotes: Quay Models Path as pasted. Token VALUES NOT IN INPUTS.
Banned: guaranteed tokens, token invent, context invent, throughput invent
Never: invent token counts, invent context averages, invent throughput scores, invent billing secrets
Format: ledger + table + specs + version + refuse + compliance
Lang: English

Example Output

1. Ledger. Inventory: model Harbor Quay Dock Llama as pasted runtime cue Quay Local Server as pasted library notes Quay Models Path as pasted; model River Ops River Llama as pasted runtime cue Quay Local Server as pasted. Token invent NONE. Context invent NONE. Version LM Studio as pasted. Workspace Harbor Quay local AI desk. SpecNames Dock Llama model map as pasted; River Llama model map as pasted. Throughput scores UNKNOWN. ModelCues Dock Llama as pasted; River Llama as pasted. Archive UNKNOWN. RuntimeCues Quay Local Server as pasted. GPU UNKNOWN. LibraryNotes Quay Models Path as pasted. Token VALUES NOT IN INPUTS. Lang English. Banner: not an LM Studio brand-kit generator; not a token guarantee. Forbidden: invented token counts, context averages, throughput scores, billing secrets, guaranteed tokens, token invent, context invent, throughput invent.

2. Model runtime library map.
1. Harbor Quay Dock Llama | ModelCues Dock Llama as pasted | RuntimeCues Quay Local Server as pasted | LibraryNotes Quay Models Path as pasted | token VALUES NONE | context NONE | LM Studio model runtime library map only.
2. River Ops River Llama | ModelCues River Llama as pasted | RuntimeCues Quay Local Server as pasted | LibraryNotes beyond Quay Models Path NOT IN INPUTS | token VALUES NONE | context NONE.
Throughput scores UNKNOWN so write throughput-score VALUES NOT IN INPUTS. Archive not invented beyond ModelCues.

3. Spec name set. Dock Llama model map as pasted; River Llama model map as pasted as SpecNames. Unnamed rows NOT IN INPUTS. Never invent throughput-score VALUES.

4. Version lock. LM Studio as pasted as pasted. Refuse unreleased AI token pack.

5. Refuse list. inventing token counts; inventing context averages; inventing throughput scores; inventing billing secrets.

6. Compliance. Quoted Banned: guaranteed tokens, token invent, context invent, throughput invent. Cut. Quoted Never: invent token counts, invent context averages, invent throughput scores, invent billing secrets. Cut. Format ledger + table + specs + version + refuse + compliance.

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.