docs(llms): add AI/ML API provider configuration example

[hugoaimlapi]

Related issue

Fixes #7321

Summary

AI/ML API (aimlapi.com) already works with CrewAI: LiteLLM ships it as the aiml provider, and CrewAI sends any provider outside SUPPORTED_NATIVE_PROVIDERS to LiteLLM. It is just not documented, so users have to guess the aiml/ prefix and the AIML_API_KEY variable.

This PR adds an "AI/ML API" accordion to the LLM provider examples in docs/edge/en/concepts/llms.mdx, right after Nebius AI Studio, in the same shape as the other LiteLLM-backed providers:

• the AIML_API_KEY env var
• an LLM(...) example with model="aiml/openai/gpt-5-5"
• a few current model ids and a link to the full list
• the usual uv add 'crewai[litellm]' note

The same block is added to the ar, ko and pt-BR docs, as AGENTS.md asks.

Docs only. No code, no docs.json, no new dependency, nothing changes for current users.

Verification

• Tests added or updated for the changed behavior — N/A, docs only
• Relevant tests and quality checks pass locally — nothing to run for a docs-only change; relying on CI here

Manual checks:

• aiml is not a native provider, so it goes to LiteLLM. The model string is never rewritten, so LiteLLM gets aiml/openai/gpt-5-5 and calls AI/ML API.
• extra_headers needs no code: unknown LLM(...) kwargs land in additional_params in BaseLLM and are passed to the completion call.
• Every model id in the example was checked against the live catalog.
• CodeRabbit comments from the first round are addressed: bash fence for .env, from crewai import LLM import, ar fix.

Additional context

• Supersedes docs(llms): add AI/ML API provider configuration example #7140, which was closed automatically before the issue existed. Same branch, same commits.
• The extra_headers={"X-AIMLAPI-Source": "agent/crewai"} line is optional. It only tags requests for our own analytics and changes no behavior. Happy to drop it.
• An AI assistant helped write this PR. CONTRIBUTING.md asks for the llm-generated label; I cannot add labels here, so could a maintainer add it?

[hugoaimlapi]

Hi! I'm Hugo from aimlapi.com — an AI aggregator that gives access to 1000+ models in one API, trusted by 400k+ users. We'd love to be available as a verified provider option inside CrewAI docs — so we went ahead and opened the PR. If you have any questions - happy to answer. My contacts: hugo@aimlapi.com (email / Slack), Telegram: @hug0the

[coderabbitai]

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ℹ️ Recent review info

⚙️ Run configuration

Configuration used: Organization UI

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Run ID: d926ee94-9e5a-4a1f-bbb9-1a77e70848f6

📥 Commits

Reviewing files that changed from the base of the PR and between 1b855b4 and b46f2ff.

📒 Files selected for processing (4)

• docs/edge/ar/concepts/llms.mdx
• docs/edge/en/concepts/llms.mdx
• docs/edge/ko/concepts/llms.mdx
• docs/edge/pt-BR/concepts/llms.mdx

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📝 Walkthrough

Walkthrough

The LLM provider guides for English, Arabic, Korean, and Brazilian Portuguese now include AI/ML API configuration. Each guide documents AIML_API_KEY, aiml/ model identifiers, optional CrewAI request headers, and the LiteLLM dependency.

Changes

AI/ML API provider documentation

Layer / File(s)	Summary
Add AI/ML API provider examples docs/edge/en/concepts/llms.mdx, docs/edge/ar/concepts/llms.mdx, docs/edge/ko/concepts/llms.mdx, docs/edge/pt-BR/concepts/llms.mdx	Adds localized provider sections with AIML_API_KEY, aiml/openai/gpt-5-5 usage, example model IDs, optional extra_headers, and the crewai[litellm] dependency instruction.

Merge Risk: ⚪ Minimal · up to b46f2

This adds AI/ML API setup examples to four localized LLM guides. It does not alter runtime behavior or dependencies, and no merge-blocking risk remains.

🚥 Pre-merge checks | ✅ 5

✅ Passed checks (5 passed)

Check name	Status	Explanation
Title check	✅ Passed	The title clearly identifies the documentation change: adding an AI/ML API provider configuration example for LLMs.
Description check	✅ Passed	The description includes the related issue, a detailed summary, verification status, and additional context. It clearly identifies the change as documentation-only.
Linked Issues check	✅ Passed	The PR satisfies issue #7321 by documenting AI/ML API in English, Arabic, Korean, and Portuguese (Brazil), including the AIML_API_KEY variable, aiml model format, sample model IDs, and the LiteLLM ins…
Out of Scope Changes check	✅ Passed	All changes are limited to the requested LLM documentation examples. The optional extra_headers example is related provider configuration detail and does not introduce code, dependency, or unrelated d…
Docstring Coverage	✅ Passed	No functions found in the changed files to evaluate docstring coverage. Skipping docstring coverage check. Docstring coverage is scoped to functions touched by this diff. Analyzed 0 functions across 0…

✨ Finishing Touches

🧪 Generate unit tests (beta)

• Create PR with unit tests

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