Search the knowledge base for framework documentation, API references, config formats, and best practices.

Covers a wide range of ML/AI frameworks, libraries, and tools with architecture docs, implementation patterns, configuration references, and troubleshooting guides.

Use this tool when you need to:

• Understand how a framework, library, or API works before implementing

• Look up config formats, data structures, or expected behavior

• Learn about architecture, design patterns, or conventions of a project

• Get verified information instead of guessing about framework internals

IMPORTANT: Use this tool BEFORE you start coding whenever the task involves a framework or library. It is much faster and more accurate than guessing. Call this tool multiple times in parallel with different queries to search from multiple angles at once.

Returns a synthesized answer with [PageID] citations.

Get a structured implementation plan based on knowledge base documentation.

Covers a wide range of ML/AI frameworks, libraries, and tools with architecture docs, implementation patterns, configuration references, and troubleshooting guides.

Returns an actionable plan with numbered steps, specs, and validation criteria — all based on how the framework actually works.

Use this tool when you:

• Are about to implement something and want the correct sequence of steps

• Need a plan informed by real framework documentation, not just general knowledge

• Want validation criteria to verify your implementation against

Returns: overview, key specs, numbered steps, and validation criteria.

Review your implementation plan against knowledge base documentation before coding.

Pass your proposed approach and the KB will check it against documented best practices, known pitfalls, and real framework behavior — catching mistakes before you write code.

Use this tool when you:

• Have a plan and want to validate it before executing

• Want to catch incorrect assumptions about how a framework works

• Need to know what pitfalls or edge cases to watch out for

Returns: approvals (what looks good), risks, and improvement suggestions.

Verify code correctness against knowledge base documentation and reference implementations.

Checks your code against documented behavior, reference implementations, and API contracts — catching errors before they become bugs.

Use this tool when you need:

• Verification that code correctly implements a concept, algorithm, or API contract

• Detection of logic errors, off-by-one mistakes, or wrong assumptions

• Comparison against reference implementations or documented behavior

Returns: verdict (Pass/Fail), analysis of discrepancies.

Diagnose errors, failures, or unexpected behavior using knowledge base documentation.

Checks your symptoms and logs against known failure patterns, common misconfigurations, and documented environment issues — finding root causes faster.

Use this tool when you need:

• Root cause analysis of errors, crashes, or unexpected behavior

• Debugging configuration issues or dependency problems

• Understanding why a framework behaves differently than expected

Returns: diagnosis, fix steps, and prevention advice.

Propose ranked approaches or solutions based on knowledge base documentation.

When you're unsure how to proceed, this tool suggests alternative approaches ranked by fit — all backed by documented framework patterns and best practices.

Use this tool when you need:

• Ideas for how to implement or architect something

• Alternative approaches ranked by fit for your use case

• Suggestions backed by documented framework patterns and best practices

Returns: ranked hypotheses with rationale and suggested next steps.

Query documented configuration values, recommended ranges, and tuning heuristics.

Look up recommended parameter values, default settings, and tuning strategies for frameworks and libraries — based on documented best practices.

Use this tool when you need:

• Default or recommended values for framework configuration parameters

• Recommended ranges and tuning strategies for any setting

• Context-specific suggestions (hardware, model size, task type, scale)

Returns: suggestion table with ranges and KB-grounded justification.

Retrieve the full content of a specific knowledge base page by its exact ID.

Other tools return [PageID] citations in their responses. If you need more detail from a cited page, call this tool with that page ID to get the full content.

Use this tool when you:

• See a [PageID] citation in a response and want the full page content

• Need deeper detail than what was included in a synthesized answer

• Want to read a specific page directly without searching

Returns the page formatted as markdown, or an error if the page ID is not found.