Leeroopedia

Name: Leeroopedia
Author: leeroopedia

Access detailed documentation and API references for machine learning frameworks to streamline development. Generate implementation plans, review code for correctness, and troubleshoot errors using verified technical knowledge. Optimize configurations with recommended hyperparameters and documented best practices to ensure project success.

该来源不提供完整文件导出（国内平台多为平台内托管），仅存元数据与原链

接入信息

传输形态: http
鉴权方式: 需 API Key（需要配置：token）
端点: https://leeroopedia--leeroopedia.run.tools

该服务需要凭证，请按官方文档申请后替换占位符

{
  "mcpServers": {
    "Leeroopedia": {
      "headers": {
        "Authorization": "Bearer \u003cYOUR_KEY\u003e"
      },
      "url": "https://leeroopedia--leeroopedia.run.tools"
    }
  }
}

能力清单

工具	说明
search_knowledge	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.
build_plan	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_plan	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_math	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_failure	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_hypothesis	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_hyperparameter_priors	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.
get_page	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.

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