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Add multi-provider LLM routing capabilities - #404

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Aakashwije:multi-provider-updates
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Add multi-provider LLM routing capabilities#404
Aakashwije wants to merge 10 commits into
wso2:mainfrom
Aakashwije:multi-provider-updates

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@Aakashwije

@Aakashwije Aakashwije commented Aug 4, 2026

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Purpose

Improve the Multi-Provider Routing for LLM Proxies documentation by providing a complete reference for routing strategies, provider capabilities, request and response transformations, streaming behavior, function tools, multimodal input, failure handling, and known limitations.

The existing guide explained basic provider configuration but did not clearly document behavioral differences across Anthropic, Azure OpenAI, AWS Bedrock, Gemini, and Mistral.

No related issue.

Checklist

  • Verified that llms.txt (located at en/docs/llms.txt) is updated for AI readiness content.
  • Ensured meaningful alt text for images and that the information contained in an image also appears in text. No images were added by this change.
  • Added or updated frontmatter for the respective pages.

Goals

  • Help users choose between header-based, round-robin, and weighted round-robin routing.
  • Document provider-specific request, response, streaming, tool-calling, and multimodal capabilities.
  • Clarify model suspension, failure handling, and the absence of automatic request retries.
  • Explain the limitations of cross-provider transformation.
  • Provide troubleshooting guidance for common configuration and runtime problems.

Approach

Reorganized and expanded the existing multi-provider routing guide with:

  • A routing strategy comparison
  • Header router, round-robin, and weighted round-robin examples
  • Provider selection and alias behavior
  • Provider, input, and response capability matrices
  • Streaming compatibility guidance
  • Image and function-tool mappings
  • tool_choice behavior and fallback handling
  • Multi-turn tool-call conversation behavior
  • Failure suspension and transformation error behavior
  • Platform limitations and troubleshooting guidance
  • Transformer name and version compatibility guidance

No UI changes were introduced.

User stories

  • As an API developer, I want to route OpenAI-compatible requests to different LLM providers without changing my client endpoint.
  • As a platform engineer, I want to understand which request and response features are supported by each provider transformer.
  • As an application developer, I want to know whether streaming, images, and function tools remain OpenAI-compatible for each provider.
  • As an operator, I want to understand model suspension, provider fallback, and failure behavior.
  • As a documentation user, I want actionable troubleshooting guidance for provider selection, authentication, transformation, and streaming issues.

Release note

Expanded the Multi-Provider Routing for LLM Proxies guide with routing strategy guidance, provider capability matrices, streaming and tool-calling compatibility, failure behavior, limitations, and troubleshooting information.

Documentation

Multi-Provider Routing for LLM Proxies

Training

N/A. This documentation update does not require changes to WSO2 training content.

Certification

N/A. This documentation clarification does not introduce certification exam changes.

Marketing

N/A. No marketing content is required for this documentation update.

Automation tests

  • Unit tests

    N/A. This PR changes documentation only.

  • Integration tests

    N/A. No product runtime behavior was changed. The documentation was rendered using MkDocs to verify its structure, tables, admonitions, and internal links.

Security checks

  • Followed secure coding standards in http://wso2.com/technical-reports/wso2-secure-engineering-guidelines? Yes; this is a documentation-only change.
  • Ran FindSecurityBugs plugin and verified report? N/A; no Java or application code was changed.
  • Confirmed that this PR doesn't commit any keys, passwords, tokens, usernames, or other secrets? Yes.

Samples

The guide includes YAML and curl examples covering:

  • Primary and additional LLM provider configuration
  • Provider loopback authentication
  • Header-based provider routing
  • Model round-robin routing
  • Weighted round-robin routing
  • Provider aliases
  • Anthropic, Azure OpenAI, AWS Bedrock, Gemini, and Mistral transformers
  • OpenAI-compatible function-tool declarations

No new standalone sample project was added.

Related PRs

N/A.

Migrations (if applicable)

N/A. This documentation update does not require migration steps.

Test environment

  • Operating system: macOS
  • Python: 3.12
  • MkDocs: 1.4.2
  • Validation:
    • Incremental MkDocs build completed successfully
    • git diff --check completed successfully
  • JDK: N/A
  • Database: N/A
  • Browser: Not applicable; no UI behavior was changed

Learning

The documentation was developed by reviewing the existing multi-provider routing guide, the related model round-robin documentation, and implementation-level capability details for the Anthropic, Azure OpenAI, AWS Bedrock, Gemini, and Mistral transformers.

The review focused on differences between explicit field conversion and OpenAI-compatible pass-through behavior, streaming response compatibility, tool-call translation, token usage conversion, and failure suspension semantics.

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📝 Walkthrough

Walkthrough

The multi-provider routing guides now document routing strategies, provider selection, setup, transformers, aliases, provider capabilities, failure handling, limitations, and troubleshooting.

Changes

Multi-provider routing guide

Layer / File(s) Summary
Routing strategies and provider selection
en/docs/ai-gateway/.../multi-provider-routing.md
Adds header-based, model round-robin, and weighted round-robin routing guidance. Clarifies provider names, aliases, request flow, model rewriting, and suspension behavior.
Provider setup and invocation
en/docs/ai-gateway/.../multi-provider-routing.md
Reorganizes authentication, deployment, consumer keys, configuration, and invocation instructions into numbered steps.
Provider aliases and transformers
en/docs/ai-gateway/.../multi-provider-routing.md
Documents transformer requirements, supported versions, provider aliases, configuration fields, and mapping behavior.
Provider capability behavior
en/docs/ai-gateway/.../multi-provider-routing.md
Adds provider-specific request, response, streaming, tool, image, validation, and model-support behavior.
Failures, limitations, and troubleshooting
en/docs/ai-gateway/.../multi-provider-routing.md
Documents suspension, transformation failures, cross-provider limitations, and troubleshooting scenarios.

Estimated code review effort: 3 (Moderate) | ~25 minutes

Possibly related PRs

🚥 Pre-merge checks | ✅ 5
✅ Passed checks (5 passed)
Check name Status Explanation
Title check ✅ Passed The title clearly identifies multi-provider LLM routing, which is the main subject of the documentation changes.
Description check ✅ Passed The description covers the template sections, change scope, validation, examples, security checks, and documentation impact in sufficient detail.
Docstring Coverage ✅ Passed No functions found in the changed files to evaluate docstring coverage. Skipping docstring coverage check.
Linked Issues check ✅ Passed Check skipped because no linked issues were found for this pull request.
Out of Scope Changes check ✅ Passed Check skipped because no linked issues were found for this pull request.
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Actionable comments posted: 1

Caution

Some comments are outside the diff and can’t be posted inline due to platform limitations.

⚠️ Outside diff range comments (3)
en/docs/ai-gateway/next/llm-proxy/multi-provider-routing.md (3)

567-580: 📐 Maintainability & Code Quality | 🟡 Minor | ⚡ Quick win

Add lead-in sentences before the tables.

The tables under additionalProviders, transformer, and the provider capability sections begin immediately after headings or labels. Add one sentence that explains each table before it starts.

As per coding guidelines, introduce every table with meaningful text before it. As per path instructions, report this violation for files under en/docs/**/*.md.

Also applies to: 601-628, 640-657, 666-685, 704-730, 768-795, 808-827, 834-851

🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@en/docs/ai-gateway/next/llm-proxy/multi-provider-routing.md` around lines 567
- 580, Add a meaningful lead-in sentence immediately before each table under
additionalProviders, transformer, and the provider capability sections
identified in the review, including the tables near the visible
additionalProviders and transformer definitions. Ensure each sentence explains
what the following table documents, without changing the table content or
surrounding configuration guidance.

Sources: Coding guidelines, Path instructions


115-115: 📐 Maintainability & Code Quality | 🟡 Minor | ⚡ Quick win

Use sentence case in the heading.

Change ## Configure Providers to ## Configure providers.

As per coding guidelines, Markdown headings use sentence case. As per path instructions, report this violation for files under en/docs/**/*.md.

🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@en/docs/ai-gateway/next/llm-proxy/multi-provider-routing.md` at line 115,
Update the “Configure Providers” heading in the multi-provider routing
documentation to sentence case: use “Configure providers,” preserving the
heading level and surrounding content.

Sources: Coding guidelines, Path instructions


448-448: 🎯 Functional Correctness | 🟡 Minor | ⚡ Quick win

Clarify the no-transformer case.

An OpenAI-compatible additional provider still needs another policy to set the named upstream. The header router only publishes selection metadata, as stated at Lines 65 and 937. Add that condition here to prevent readers from routing unintentionally to the primary provider.

🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@en/docs/ai-gateway/next/llm-proxy/multi-provider-routing.md` at line 448,
Clarify the transformer guidance to state that OpenAI-compatible additional
providers still require a policy that sets the named upstream, even when no
transformer is needed. Reference the header router’s selection metadata behavior
and warn that omitting this policy can route requests to the primary provider.
🤖 Prompt for all review comments with AI agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Inline comments:
In `@en/docs/ai-gateway/next/llm-proxy/multi-provider-routing.md`:
- Around line 638-657: Expand the acronyms at their first occurrences in this
documentation section: change SSE to “server-sent events (SSE)” in the streaming
endpoint description and MCP to “Model Context Protocol (MCP)” in the
provider-specific tools list, while preserving the surrounding wording.

---

Outside diff comments:
In `@en/docs/ai-gateway/next/llm-proxy/multi-provider-routing.md`:
- Around line 567-580: Add a meaningful lead-in sentence immediately before each
table under additionalProviders, transformer, and the provider capability
sections identified in the review, including the tables near the visible
additionalProviders and transformer definitions. Ensure each sentence explains
what the following table documents, without changing the table content or
surrounding configuration guidance.
- Line 115: Update the “Configure Providers” heading in the multi-provider
routing documentation to sentence case: use “Configure providers,” preserving
the heading level and surrounding content.
- Line 448: Clarify the transformer guidance to state that OpenAI-compatible
additional providers still require a policy that sets the named upstream, even
when no transformer is needed. Reference the header router’s selection metadata
behavior and warn that omitting this policy can route requests to the primary
provider.
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Actionable comments posted: 2

Caution

Some comments are outside the diff and can’t be posted inline due to platform limitations.

⚠️ Outside diff range comments (1)
en/docs/ai-gateway/next/llm-proxy/multi-provider-routing.md (1)

563-565: 📐 Maintainability & Code Quality | 🟡 Minor | ⚡ Quick win

Introduce each configuration table before the table.

The additionalProviders and transformer tables begin immediately after their headings. Add one short sentence before each table that states what it defines.

As per coding guidelines, introduce every table with meaningful text before it.

Also applies to: 574-578

🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@en/docs/ai-gateway/next/llm-proxy/multi-provider-routing.md` around lines 563
- 565, Add a brief, meaningful introductory sentence between the
`additionalProviders` and `transformer` headings and their respective
configuration tables, stating what each table defines. Keep the existing
headings and table content unchanged.

Source: Coding guidelines

🤖 Prompt for all review comments with AI agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Inline comments:
In `@en/docs/ai-gateway/next/llm-proxy/multi-provider-routing.md`:
- Line 579: Replace the time-dependent term “current” in both version guidance
locations with the stable phrase “installed provider transformers,” preserving
the existing meaning and formatting.
- Line 640: Update the OpenAI SSE compatibility statement in the transformer
documentation to remove bold formatting from the capability value, leaving it as
plain “No” while preserving the surrounding guidance.

---

Outside diff comments:
In `@en/docs/ai-gateway/next/llm-proxy/multi-provider-routing.md`:
- Around line 563-565: Add a brief, meaningful introductory sentence between the
`additionalProviders` and `transformer` headings and their respective
configuration tables, stating what each table defines. Keep the existing
headings and table content unchanged.
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Actionable comments posted: 1

🤖 Prompt for all review comments with AI agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Inline comments:
In `@en/docs/ai-gateway/next/llm-proxy/multi-provider-routing.md`:
- Line 905: Update the limitation label in the streaming conversion bullet to
remove bold Markdown formatting while preserving the label text, colon, and
surrounding explanation unchanged.
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Actionable comments posted: 8

Caution

Some comments are outside the diff and can’t be posted inline due to platform limitations.

⚠️ Outside diff range comments (2)
en/docs/ai-gateway/1.2.0/llm-proxy/multi-provider-routing.md (2)

394-394: 🔒 Security & Privacy | 🟡 Minor | ⚡ Quick win

Do not make TLS verification bypass the default.

Both invocation examples use -k while sending PROXY_CONSUMER_KEY. The option disables server certificate verification. Remove it for verified connections. If a local self-signed certificate requires it, mark the example as development-only and show a --cacert alternative. (curl.se)

Also applies to: 413-413

🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@en/docs/ai-gateway/1.2.0/llm-proxy/multi-provider-routing.md` at line 394,
Update both curl examples for the multi-provider routing documentation to remove
the default `-k` TLS verification bypass while retaining `PROXY_CONSUMER_KEY`.
If self-signed local certificates must remain supported, explicitly label that
invocation as development-only and provide a `--cacert` alternative.

193-194: 🔒 Security & Privacy | 🟠 Major | ⚡ Quick win

Do not embed admin:admin in copy-paste commands.

These commands expose a default management password in documentation and command arguments. They also conflict with the instruction at Line 182 to avoid committing credentials. Use environment variables or another approved credential mechanism. The official policy examples use $ADMIN_USERNAME:$ADMIN_PASSWORD. (wso2.com)

Use environment-based management credentials
-  -u admin:admin
+  -u "$ADMIN_USERNAME:$ADMIN_PASSWORD"

Based on static analysis, these six command sites contain basic-auth credentials.

Also applies to: 234-235, 277-279, 284-286, 306-307, 371-373

🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@en/docs/ai-gateway/1.2.0/llm-proxy/multi-provider-routing.md` around lines
193 - 194, Replace the hard-coded admin:admin credentials in all six curl
command sites, including the commands near the referenced sections, with the
approved environment-based form using $ADMIN_USERNAME:$ADMIN_PASSWORD. Keep the
command behavior unchanged and ensure no default username or password remains
embedded in copy-paste documentation.

Source: Linters/SAST tools

🤖 Prompt for all review comments with AI agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Inline comments:
In `@en/docs/ai-gateway/1.2.0/llm-proxy/multi-provider-routing.md`:
- Around line 601-607: Remove bold Markdown formatting from body labels
throughout every provider capability block in this document, including
Transformer, Scope, Configuration, Response conversion, and Streaming labels.
Convert them to plain labels or appropriate heading syntax while preserving the
existing text and structure.
- Line 15: Update all Markdown headings in multi-provider-routing.md to sentence
case, including the headings at the referenced locations such as “Multi-provider
routing for LLM proxies,” “Choose a routing strategy,” and “Provider capability
matrix.” Apply the same casing consistently to every title-case heading in the
document.
- Line 663: Split the long capability sentence near the transformer description
into separate short, declarative sentences or bullets, keeping each under 26
words. Apply the same sentence-length adjustment to the streaming-operations
sentence near the corresponding streaming section, preserving all existing
details and meaning.
- Line 904: Update the cross-provider translation note to refer to OpenAI
`/chat/completions` as an API or endpoint, not a model; use “OpenAI Chat
Completions API” or “OpenAI `/chat/completions` endpoint.”
- Line 25: Define each acronym at its first prose occurrence in the
documentation: use “Uniform Resource Locators (URLs),” “provider identifier
(ID),” “server-sent events (SSE),” “Uniform Resource Identifier (URI),” and
“JavaScript Object Notation (JSON),” then retain the abbreviations for later
references throughout the affected sections.
- Line 905: Split the shared streaming limitation into separate sentences in
both en/docs/ai-gateway/1.2.0/llm-proxy/multi-provider-routing.md:905-905 and
en/docs/ai-gateway/next/llm-proxy/multi-provider-routing.md:905-905: state the
AWS Bedrock conversion exception separately from the Anthropic and Gemini
provider-native SSE behavior, preserving the existing meaning.
- Around line 128-147: Qualify response-conversion descriptions in the
multi-provider routing flow diagram and Anthropic/Gemini invocation sections as
applying only to non-streaming responses. Preserve the capability-matrix
behavior that streaming payloads may remain provider-native, and update both the
diagram text and the additional response-conversion description noted in the
comment.
- Around line 881-888: Align the suspension identity across the round-robin
policy implementation and documentation: verify whether suspension is keyed by
provider/model pair or model alone, add coverage for the same model configured
with two providers, and update the guide and linked Model Round Robin
documentation to consistently describe the implemented behavior.

---

Outside diff comments:
In `@en/docs/ai-gateway/1.2.0/llm-proxy/multi-provider-routing.md`:
- Line 394: Update both curl examples for the multi-provider routing
documentation to remove the default `-k` TLS verification bypass while retaining
`PROXY_CONSUMER_KEY`. If self-signed local certificates must remain supported,
explicitly label that invocation as development-only and provide a `--cacert`
alternative.
- Around line 193-194: Replace the hard-coded admin:admin credentials in all six
curl command sites, including the commands near the referenced sections, with
the approved environment-based form using $ADMIN_USERNAME:$ADMIN_PASSWORD. Keep
the command behavior unchanged and ensure no default username or password
remains embedded in copy-paste documentation.
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  • Push a commit to this branch (recommended)
  • Create a new PR with the fixes

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