Summary
Daily model alias inventory check for 2026-05-19. All existing alias patterns and multipliers are well-aligned with live APIs. One minor alias gap found (raptor-mini has no alias coverage). Two production OpenAI models missing from model_multipliers.json. Copilot reflect data was unavailable (no configured endpoint).
- Providers queried: OpenAI, Anthropic, Gemini (Copilot: unavailable)
- Total models found: 249 (openai: 190, gemini: 50, anthropic: 9)
- Proposed alias changes: 1 (add
raptor-mini pattern to mini alias)
- Multiplier gaps found: 2 production models missing from
model_multipliers.json
Provider Model Counts
| Provider |
Models Available |
Status |
| openai |
190 |
✅ ok |
| anthropic |
9 |
✅ ok |
| gemini |
50 |
✅ ok |
| copilot |
N/A |
⚠️ unavailable (no configured endpoint in reflect.json) |
Raw API Fields Discovered
Anthropic: id, display_name, created_at, type — no billing or context-limit fields exposed via the models API.
Gemini: Rich metadata — inputTokenLimit, outputTokenLimit, supportedGenerationMethods, temperature, topP, topK, thinking (boolean, present on Gemini 3.x Pro models). The thinking: true flag is useful for identifying reasoning-capable models. No billing multiplier fields.
OpenAI: id, created (unix timestamp), owned_by — minimal metadata. No context-limit or billing fields in the models list endpoint. Alpha/internal models account for ~60% of the returned list.
Token Multiplier Analysis
Missing from model_multipliers.json
| Model ID |
Provider |
Inferred Multiplier |
Basis |
gpt-5-search-api |
openai |
~1.0 |
Production search model; similar tier to gpt-5 (1.0); not in billing docs table |
gpt-5-search-api-2025-10-14 |
openai |
~1.0 |
Versioned form of above |
gpt-5-chat-latest |
openai |
~1.0 |
Rolling latest pointer, mirrors gpt-5 (1.0) |
Note: nano-banana-pro-preview (Gemini) is an internal alias for gemini-3-pro-image-preview (confirmed by displayName: "Nano Banana Pro" and description: "Gemini 3 Pro Image Preview" in raw API). The latter is already in model_multipliers.json at 6.0. No action needed.
Stale entries (no longer returned by any API)
The following are absent from all three live APIs but remain in model_multipliers.json. Most are Copilot-specific models or short-form aliases kept for backward compatibility — no removal recommended:
grok-code-fast-1 — XAI model, not in OpenAI/Anthropic/Gemini APIs; likely Copilot-specific
raptor-mini — Copilot-specific (confirmed in GitHub billing docs at 0.33×)
gpt-41-copilot — Copilot-specific variant
- Claude 3.x legacy entries (
claude-3-5-haiku, claude-3-5-sonnet, claude-3-haiku, etc.) — legacy kept for backward compat
- Short-form dot-notation aliases (
claude-haiku-4.5, claude-opus-4.5, claude-sonnet-4.6, etc.) — convenience aliases
Inferred vs stored discrepancies
All models in the official GitHub billing docs table match the stored multipliers exactly. No discrepancies found.
| Model |
Docs New Multiplier |
Stored |
Status |
| Claude Haiku 4.5 |
0.33 |
0.33 |
✅ match |
| Claude Sonnet 4.5 |
6 |
6.0 |
✅ match |
| Claude Sonnet 4.6 |
9 |
9.0 |
✅ match |
| Claude Opus 4.5 |
15 |
15.0 |
✅ match |
| Claude Opus 4.6 |
27 |
27.0 |
✅ match |
| Claude Opus 4.7 |
27 |
27.0 |
✅ match |
| Gemini 2.5 Pro |
1 |
1.0 |
✅ match |
| Gemini 3 Flash |
0.33 |
0.33 |
✅ match |
| Gemini 3 Pro |
6 |
6.0 |
✅ match |
| Gemini 3.1 Pro |
6 |
6.0 |
✅ match |
| GPT-4.1 |
1 |
1.0 |
✅ match |
| GPT-5.1 |
3 |
3.0 |
✅ match |
| GPT-5.2 |
3 |
3.0 |
✅ match |
| GPT-5.3-Codex |
6 |
6.0 |
✅ match |
| GPT-5.4 |
6 |
6.0 |
✅ match |
| GPT-5.4 mini |
6 |
6.0 |
✅ match |
| GPT-5.5 |
TBD |
7.5 |
i️ new multiplier not yet set; current stored value retained |
| Raptor mini |
0.33 |
0.33 |
✅ match |
Proposed Alias Updates
1. Add raptor-mini to mini alias
What: Add copilot/raptor*mini* pattern to the mini alias.
Why: raptor-mini is listed in the official GitHub Copilot billing docs at 0.33× (same tier as gpt-5-mini, gemini-3-flash), is already in model_multipliers.json, but has no alias pattern allowing workflow authors to reference it via mini or small.
Syntax:
{
"mini": ["haiku", "gpt-5-mini", "gpt-5-nano", "gemini-flash-lite", "copilot/raptor*mini*"]
}
Notes
- All 18 models in the official GitHub billing docs multiplier table are correctly represented in
model_multipliers.json.
- The Gemini API returns several non-chat models (imagen, veo, lyria, robotics, embedding) — these are intentionally excluded from multipliers.
- OpenAI API returns ~100 internal/alpha models (crest-, willow-, robin-*, etc.) — these are pre-production and not tracked in multipliers.
- The
deep-research alias covers both Gemini and OpenAI deep-research model variants correctly.
- Gemini 3.x thinking models (
thinking: true flag) are covered by existing gemini-pro and gemini-flash aliases.
- Copilot reflect data was unavailable this run; Copilot-specific models (raptor-mini, grok-code-fast-1, gpt-41-copilot) were validated against the billing docs table instead.
Full Model Lists by Provider
Anthropic (9 models)
- claude-haiku-4-5-20251001
- claude-opus-4-1-20250805
- claude-opus-4-20250514
- claude-opus-4-5-20251101
- claude-opus-4-6
- claude-opus-4-7
- claude-sonnet-4-20250514
- claude-sonnet-4-5-20250929
- claude-sonnet-4-6
Gemini (50 models — key chat/generation models)
- deep-research-max-preview-04-2026
- deep-research-preview-04-2026
- deep-research-pro-preview-12-2025
- gemini-2.0-flash, gemini-2.0-flash-001
- gemini-2.0-flash-lite, gemini-2.0-flash-lite-001
- gemini-2.5-computer-use-preview-10-2025
- gemini-2.5-flash, gemini-2.5-flash-image, gemini-2.5-flash-lite
- gemini-2.5-flash-native-audio-latest/preview variants
- gemini-2.5-flash-preview-tts, gemini-2.5-pro, gemini-2.5-pro-preview-tts
- gemini-3-flash-preview, gemini-3-pro-image-preview, gemini-3-pro-preview
- gemini-3.1-flash-image-preview, gemini-3.1-flash-lite/preview, gemini-3.1-flash-live-preview
- gemini-3.1-flash-tts-preview, gemini-3.1-pro-preview, gemini-3.1-pro-preview-customtools
- gemini-flash-latest, gemini-flash-lite-latest, gemini-pro-latest
- gemini-robotics-er-1.5-preview, gemini-robotics-er-1.6-preview
- gemma-4-26b-a4b-it, gemma-4-31b-it
- nano-banana-pro-preview (alias for gemini-3-pro-image-preview)
- (plus embedding, imagen, veo, lyria non-chat models)
OpenAI (190 models — production models)
- gpt-4, gpt-4-0613, gpt-4-turbo, gpt-4-turbo-2024-04-09
- gpt-4o, gpt-4o-2024-05-13/08-06/11-20, gpt-4o-mini, gpt-4o-mini-2024-07-18
- gpt-4.1, gpt-4.1-2025-04-14, gpt-4.1-mini, gpt-4.1-mini-2025-04-14, gpt-4.1-nano, gpt-4.1-nano-2025-04-14
- gpt-5, gpt-5-2025-08-07, gpt-5-chat-latest, gpt-5-codex, gpt-5-mini, gpt-5-mini-2025-08-07
- gpt-5-nano, gpt-5-nano-2025-08-07, gpt-5-pro, gpt-5-pro-2025-10-06
- gpt-5-search-api, gpt-5-search-api-2025-10-14
- gpt-5.1 through gpt-5.5 families (chat-latest, codex, mini, pro, nano variants)
- o1, o1-2024-12-17, o1-pro, o1-pro-2025-03-19
- o3, o3-2025-04-16, o3-mini, o3-mini-2025-01-31, o3-pro, o3-pro-2025-06-10
- o3-deep-research, o3-deep-research-2025-06-26
- o4-mini, o4-mini-2025-04-16, o4-mini-deep-research, o4-mini-deep-research-2025-06-26
- (plus ~100 alpha/internal/non-chat models)
Generated by 📦 Daily Model Inventory Checker · ● 5.3M · ◷
Summary
Daily model alias inventory check for 2026-05-19. All existing alias patterns and multipliers are well-aligned with live APIs. One minor alias gap found (
raptor-minihas no alias coverage). Two production OpenAI models missing frommodel_multipliers.json. Copilot reflect data was unavailable (no configured endpoint).raptor-minipattern tominialias)model_multipliers.jsonProvider Model Counts
Raw API Fields Discovered
Anthropic:
id,display_name,created_at,type— no billing or context-limit fields exposed via the models API.Gemini: Rich metadata —
inputTokenLimit,outputTokenLimit,supportedGenerationMethods,temperature,topP,topK,thinking(boolean, present on Gemini 3.x Pro models). Thethinking: trueflag is useful for identifying reasoning-capable models. No billing multiplier fields.OpenAI:
id,created(unix timestamp),owned_by— minimal metadata. No context-limit or billing fields in the models list endpoint. Alpha/internal models account for ~60% of the returned list.Token Multiplier Analysis
Missing from model_multipliers.json
gpt-5-search-apigpt-5(1.0); not in billing docs tablegpt-5-search-api-2025-10-14gpt-5-chat-latestgpt-5(1.0)Note:
nano-banana-pro-preview(Gemini) is an internal alias forgemini-3-pro-image-preview(confirmed bydisplayName: "Nano Banana Pro"anddescription: "Gemini 3 Pro Image Preview"in raw API). The latter is already inmodel_multipliers.jsonat 6.0. No action needed.Stale entries (no longer returned by any API)
The following are absent from all three live APIs but remain in
model_multipliers.json. Most are Copilot-specific models or short-form aliases kept for backward compatibility — no removal recommended:grok-code-fast-1— XAI model, not in OpenAI/Anthropic/Gemini APIs; likely Copilot-specificraptor-mini— Copilot-specific (confirmed in GitHub billing docs at 0.33×)gpt-41-copilot— Copilot-specific variantclaude-3-5-haiku,claude-3-5-sonnet,claude-3-haiku, etc.) — legacy kept for backward compatclaude-haiku-4.5,claude-opus-4.5,claude-sonnet-4.6, etc.) — convenience aliasesInferred vs stored discrepancies
All models in the official GitHub billing docs table match the stored multipliers exactly. No discrepancies found.
Proposed Alias Updates
1. Add
raptor-minitominialiasWhat: Add
copilot/raptor*mini*pattern to theminialias.Why:
raptor-miniis listed in the official GitHub Copilot billing docs at 0.33× (same tier asgpt-5-mini,gemini-3-flash), is already inmodel_multipliers.json, but has no alias pattern allowing workflow authors to reference it viaminiorsmall.Syntax:
{ "mini": ["haiku", "gpt-5-mini", "gpt-5-nano", "gemini-flash-lite", "copilot/raptor*mini*"] }Notes
model_multipliers.json.deep-researchalias covers both Gemini and OpenAI deep-research model variants correctly.thinking: trueflag) are covered by existinggemini-proandgemini-flashaliases.Full Model Lists by Provider
Anthropic (9 models)
Gemini (50 models — key chat/generation models)
OpenAI (190 models — production models)