LiteLLM

Konfiguratsiyani nusxalang va almashtiring: sk-... Ailoot boshqaruv panelidagi o‘z kalitingiz bilan. Kalitni muhit o‘zgaruvchisida saqlagan ma’qul: AILOOT_API_KEY — ilova buni qo‘llab-quvvatlasa.

Ishga tushirishdan oldin Ailoot kalitingiz bilan GET /v1/models so‘rovini yuboring. Usullari POST /v1/chat/completions ni o‘z ichiga olgan aniq model ID sini tanlang va sozlamada ishlating. Agentlar uchun mijoz versiyangizga kerakli vositalar va imkoniyatlar qo‘llab-quvvatlanishini ham tekshiring.

import os
import litellm
r = litellm.completion(
    model="openai/claude-sonnet-5-5",
    api_base="https://api.ailoot.ai/v1",
    api_key=os.environ["AILOOT_API_KEY"],
    messages=[{"role": "user", "content": "Salom"}])
print(r.choices[0].message.content)
# embeddinglar: litellm.embedding(model="openai/nemotron-3-embed", api_base="https://api.ailoot.ai/v1", api_key=os.environ["AILOOT_API_KEY"], input=["matn"])

Model misoli: openai/claude-sonnet-5-5, openai/qwen3.8-max, openai/nemotron-3-embed. Boshqa istalgan modelni quyidagi joydan oling: katalogdan — kerakli formatni qo‘llab-quvvatlashini tekshiring.

• OpenAI formati uchun manzil — https://api.ailoot.ai/v1 (yoki ilova to‘liq manzilni so‘rasa, to‘liq yo‘l).
• Qisqa savol bering. Xato kelsa, kod va Request ID’ni ko‘ring va quyidagi sahifa bilan solishtiring: Xatolar va limitlar.
• Sozlashdan darhol keyingi 404 deyarli har doim noto‘g‘ri manzilni bildiradi: ortiqcha yoki yetishmayotgan /v1.
• 402 — balans zaxiraga yetmaydi. Agentlar chatga qaraganda ko‘proq zaxira oladi: nega.

Ilova hujjatlari: https://docs.litellm.ai/docs/providers/openai_compatible