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Preprocess Document For Llm

技能 活跃

Convert a document to markdown and classify it with an LLM in a single pipeline.

目的

To automate the process of preparing documents for LLM analysis by converting them into markdown and then classifying them, saving teams time on manual data normalization.

功能

  • Convert various document types to markdown
  • Classify documents using an LLM
  • Single pipeline for document preprocessing and classification
  • Examples in multiple programming languages (Bash, TS, Python, Go)

使用场景

  • Automating the processing of incoming documents for backend teams
  • Normalizing documents before routing or further analysis
  • Classifying documents into categories like invoices, contracts, or reports

非目标

  • Performing complex document editing beyond conversion
  • Developing custom LLM models for classification
  • Providing a GUI for document processing

Security

  • warning:Secret ManagementAPI keys are referenced as placeholders ('YOUR_API_KEY', '$ANTHROPIC_API_KEY') in code examples, but their handling and security are not detailed in the documentation, suggesting a potential for insecure practices if not managed carefully by the user.

Versioning

  • info:Release ManagementWhile there's a commit date, there's no explicit versioning information (like semver) in the SKILL.md or manifests, and installation instructions point to 'main'.

Code Execution

  • info:ValidationThe examples show how to construct API requests, but explicit validation schemas for inputs or outputs are not detailed within the skill's documentation or code snippets.
  • info:Error HandlingThe examples show basic API calls, but do not detail specific error handling mechanisms or structured error reporting for failures during document conversion or LLM classification.

Compliance

  • info:GDPRThe skill processes document content, which may include personal data, and sends it to external LLM APIs. No specific sanitization for personal data is mentioned.

Errors

  • info:Actionable error messagesThe documentation mentions API keys and integration guides, implying error handling is managed by the Iteration Layer and Anthropic APIs, but specific error messages and remediation steps for this skill are not detailed.

Execution

  • info:Pinned dependenciesThe SKILL.md includes example scripts with shebangs and references specific interpreter versions in comments or examples (e.g., 'claude-sonnet-4-20250514'), but explicit pinning and lockfiles for dependencies are not evident for the skill's internal components.

Protocol

  • info:Idempotent retry & timeoutsThe skill relies on external API calls, and while the APIs themselves likely have timeouts and retry mechanisms, these are not explicitly configured or documented within the skill's scope.

Practical Utility

  • info:Edge casesWhile the documentation references an integration guide for error handling, specific edge cases for document conversion (e.g., malformed PDFs) or classification (e.g., ambiguous text) and their recovery steps are not explicitly detailed within the SKILL.md.

安装

请先添加 Marketplace

/plugin marketplace add iterationlayer/skills
/plugin install skills@iterationlayer-skills

质量评分

85 /100
1 day ago 分析

信任信号

最近提交16 days ago
星标0
许可证MIT
状态
查看源代码

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