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feat/PDFGenPdfLib #660

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  • chore: add /validators folder
  • koala: initial commit
  • feat: jspdf instead of pdfkit
  • koala: initial commit

Please explain how to summarize this PR for the Changelog:

Tell code reviewer how and what to test:

@bangarang bangarang changed the base branch from main to feat/PDFReportGenerator October 4, 2024 01:19
@bangarang bangarang changed the base branch from feat/PDFReportGenerator to main October 9, 2024 15:38
@bangarang bangarang marked this pull request as ready for review October 9, 2024 20:18
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coderabbitai bot commented Oct 9, 2024

Walkthrough

The changes introduce the AI-Powered PDF Report Generator plugin for Flatfile, which automates the generation and uploading of PDF reports enriched with AI analysis. Key components include a README file that details installation and usage, a Rollup configuration for building the plugin, and core functionality for data analysis and PDF creation within new TypeScript files. Updates to existing index files facilitate the integration of the new plugin and its functionalities into the Flatfile environment.

Changes

File Path Change Summary
export/pdf/README.MD New documentation for the AI-Powered PDF Report Generator plugin, covering installation, usage, and behavior.
export/pdf/rollup.config.mjs New Rollup configuration file that exports a default configuration for the PDF export functionality.
export/pdf/src/export.pdf.plugin.ts Introduced functions for analyzing data, generating PDF reports, uploading PDFs, and handling job events.
export/pdf/src/index.ts Exported all entities from the export.pdf.plugin module for easier access.
flatfilers/sandbox/src/index.ts Added functionality to utilize exportPDF and configureSpace for PDF report generation and sheet setup.
export/pdf/src/export.pdf.analyze.ts Added analyzeDataWithAI function for AI analysis of sheet data.
export/pdf/src/export.pdf.generate.ts Added generatePDFReport function for creating PDF documents from analyzed data.

Possibly related PRs

  • Updated listener to job:updated and waiting for job status #597: Updates the listener to handle job updates, potentially related to the job:ready event for generating PDF reports.
  • validate: isbn #618: Introduces a validation plugin utilizing event listeners, relevant to the event handling mechanisms in the main PR.
  • validator: phone #619: Focuses on validating phone numbers through event listeners, aligning with the event-driven approach in the main PR.
  • validator: sentiment analyzer #626: The sentiment analysis plugin employs event listeners, connecting it to the event-driven architecture discussed in the main PR.
  • validator: text summarizer #629: The text summarizer plugin utilizes event listeners for processing, relating to the event-driven nature of the main PR.
  • importer: rss feed #641: Introduces functionality for importing RSS feeds using event listeners, tying into the event-driven architecture of the main PR.
  • extractor: Markdown Extractor #643: The Markdown extractor plugin operates on an event-driven model, making it relevant to the main PR's focus on event handling.
  • validator: string #650: The string validation plugin uses event listeners, connecting it to the event-driven architecture discussed in the main PR.
  • feat: html table extractor #653: The HTML table extractor plugin operates on an event-driven model, relevant to the main PR's focus on event handling.
  • shard tests #657: Discusses sharding tests, which may relate to testing of event-driven functionalities in the main PR.

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Actionable comments posted: 10

🧹 Outside diff range and nitpick comments (9)
export/pdf/README.MD (4)

12-13: Minor grammatical improvement needed

Consider adding a comma after "supported" for better readability.

-**Supported field types:**
-All field types are supported as the plugin processes entire sheets.
+**Supported field types:**
+All field types are supported, as the plugin processes entire sheets.
🧰 Tools
🪛 LanguageTool

[uncategorized] ~13-~13: Possible missing comma found.
Context: ...rted field types:** All field types are supported as the plugin processes entire sheets. ...

(AI_HYDRA_LEO_MISSING_COMMA)


29-31: Add language specifier to code block

For better syntax highlighting and consistency, add a language specifier to the code block.

-```bash
+```bash
 npm install @flatfile/listener @flatfile/api pdf-lib @anthropic-ai/sdk

---

`61-64`: **Improve list formatting in Configuration section**

For consistency and better readability, consider using markdown list syntax instead of manual bullet points.

```diff
-The plugin requires the following environment variables to be set:
-
-- `FLATFILE_API_KEY`: Your Flatfile API key
-- `ANTHROPIC_API_KEY`: Your Anthropic API key
-- `FLATFILE_SPACE_ID`: The ID of your Flatfile space
-- `FLATFILE_ENVIRONMENT_ID`: The ID of your Flatfile environment
+The plugin requires the following environment variables to be set:
+
+- `FLATFILE_API_KEY`: Your Flatfile API key
+- `ANTHROPIC_API_KEY`: Your Anthropic API key
+- `FLATFILE_SPACE_ID`: The ID of your Flatfile space
+- `FLATFILE_ENVIRONMENT_ID`: The ID of your Flatfile environment
🧰 Tools
🪛 LanguageTool

[uncategorized] ~61-~61: Loose punctuation mark.
Context: ...riables to be set: - FLATFILE_API_KEY: Your Flatfile API key - `ANTHROPIC_API_...

(UNLIKELY_OPENING_PUNCTUATION)


1-82: Excellent documentation with room for minor enhancements

The README provides comprehensive and well-structured documentation for the AI-Powered PDF Report Generator plugin. It effectively covers all necessary aspects, making it easy for users to understand and implement the plugin.

To further enhance the documentation:

  1. Consider adding a "Table of Contents" section at the beginning of the document for easier navigation, especially as the plugin grows and more sections are added.
  2. You might want to include a "Troubleshooting" or "FAQ" section to address common issues users might encounter.

Overall, great job on creating clear and informative documentation!

🧰 Tools
🪛 LanguageTool

[uncategorized] ~13-~13: Possible missing comma found.
Context: ...rted field types:** All field types are supported as the plugin processes entire sheets. ...

(AI_HYDRA_LEO_MISSING_COMMA)


[uncategorized] ~61-~61: Loose punctuation mark.
Context: ...riables to be set: - FLATFILE_API_KEY: Your Flatfile API key - `ANTHROPIC_API_...

(UNLIKELY_OPENING_PUNCTUATION)

🪛 Markdownlint

5-5: null
Emphasis used instead of a heading

(MD036, no-emphasis-as-heading)


35-35: null
Fenced code blocks should have a language specified

(MD040, fenced-code-language)

flatfilers/sandbox/src/index.ts (2)

23-26: Consider adding validation rules for firstName

Currently, firstName is of type 'string' without validation. Consider adding constraints to ensure it meets expected formats (e.g., non-empty, valid characters).


28-31: Consider adding validation rules for lastName

Similar to firstName, adding validation to lastName can enhance data integrity.

export/pdf/src/export.pdf.plugin.ts (3)

38-40: Clarify Error Message for Missing API Key

The error message when the Anthropic API key is missing could be more informative to assist in troubleshooting.

Enhance the error message to guide users on setting the API key.

Apply this diff:

- throw new Error('Anthropic API key is not set')
+ throw new Error('Anthropic API key is missing. Please set it in Flatfile secrets.')

8-28: Use Specific Types Instead of any[]

Using any[] for sheetData diminishes type safety and may lead to runtime errors.

Define and use a specific interface for sheetData to enhance type safety.

Example:

interface SheetRecord {
  // Define the properties of a record, e.g.:
  [key: string]: any;
}

async function analyzeDataWithAI(sheetData: SheetRecord[], ANTHROPIC_API_KEY: string) { ... }

22-25: Specify Additional Parameters for AI Completion

The AI completion request does not specify parameters like max_tokens or temperature, which could lead to unpredictable responses.

Include additional parameters to control the AI model's output.

Example:

const response = await anthropic.completions.create({
  model: 'claude-2',
  prompt: prompt,
+ max_tokens_to_sample: 500,
+ temperature: 0.7,
})
📜 Review details

Configuration used: CodeRabbit UI
Review profile: CHILL

📥 Commits

Files that changed from the base of the PR and between a8e7ca9 and 3e25249.

⛔ Files ignored due to path filters (3)
  • export/pdf/package.json is excluded by !**/*.json
  • package-lock.json is excluded by !**/package-lock.json, !**/*.json
  • package.json is excluded by !**/*.json
📒 Files selected for processing (5)
  • export/pdf/README.MD (1 hunks)
  • export/pdf/rollup.config.mjs (1 hunks)
  • export/pdf/src/export.pdf.plugin.ts (1 hunks)
  • export/pdf/src/index.ts (1 hunks)
  • flatfilers/sandbox/src/index.ts (1 hunks)
✅ Files skipped from review due to trivial changes (2)
  • export/pdf/rollup.config.mjs
  • export/pdf/src/index.ts
🧰 Additional context used
🪛 LanguageTool
export/pdf/README.MD

[uncategorized] ~13-~13: Possible missing comma found.
Context: ...rted field types:** All field types are supported as the plugin processes entire sheets. ...

(AI_HYDRA_LEO_MISSING_COMMA)


[uncategorized] ~61-~61: Loose punctuation mark.
Context: ...riables to be set: - FLATFILE_API_KEY: Your Flatfile API key - `ANTHROPIC_API_...

(UNLIKELY_OPENING_PUNCTUATION)

🪛 Markdownlint
export/pdf/README.MD

5-5: null
Emphasis used instead of a heading

(MD036, no-emphasis-as-heading)


35-35: null
Fenced code blocks should have a language specified

(MD040, fenced-code-language)

🔇 Additional comments (7)
export/pdf/README.MD (2)

17-23: Features section looks good

The features are clearly listed and provide a comprehensive overview of the plugin's capabilities.


44-55: Example Usage section is well-written

The example provided is clear, concise, and demonstrates the correct usage of the plugin in a Flatfile configuration.

flatfilers/sandbox/src/index.ts (4)

3-4: Imports are correctly added

The import statements for exportPdfPlugin and configureSpace are appropriately included.


9-9: Ensure consistency between jobName and operation

The jobName 'generatePDFReport' used in exportPdfPlugin should match the operation specified in the sheet actions to ensure proper linkage.


20-20: Verify the necessity of allowAdditionalFields set to true

Setting allowAdditionalFields to true allows users to add fields not defined in the schema. Confirm if this is intended, as it may lead to inconsistent data.


49-55: Confirm the action configuration for exporting PDF

The action with operation: 'generatePDFReport' and mode: 'foreground' is set up correctly. Ensure that running this action in the foreground aligns with user experience expectations, especially if PDF generation is time-consuming.

export/pdf/src/export.pdf.plugin.ts (1)

38-40: ⚠️ Potential issue

Asynchronous Retrieval of Secrets

The event.secrets method should be awaited since it returns a promise.

Add await to ensure the secret is retrieved correctly.

Apply this diff:

- const anthropicApiKey = await event.secrets('ANTHROPIC_API_KEY')
+ const anthropicApiKey = await event.secrets('ANTHROPIC_API_KEY')

Likely invalid or redundant comment.

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Actionable comments posted: 1

🧹 Outside diff range and nitpick comments (4)
flatfilers/sandbox/src/index.ts (1)

45-52: LGTM! PDF export action is well-defined.

The action for exporting the sheet as a PDF is correctly implemented and aligns with the PR objectives. Running it in the foreground is appropriate for user-initiated actions.

Consider adding an icon to the action for better visual representation in the UI. You can do this by adding an icon property to the action object. For example:

{
  operation: 'generatePDFReport',
  mode: 'foreground',
  label: 'Export PDF',
  description: 'Export this sheet as a PDF.',
+ icon: 'file-pdf', // or any other appropriate icon name
},

This will enhance the user experience by providing a visual cue for the PDF export action.

export/pdf/README.MD (3)

25-42: LGTM with a minor suggestion: Clear installation instructions

The Installation section provides clear and concise steps for setting up the plugin. The included bash command and environment variables are correct and comprehensive.

Consider adding a language specifier to the fenced code block for the environment variables (line 35) to improve syntax highlighting:

-```
+```env
 FLATFILE_API_KEY=your_flatfile_api_key
 ANTHROPIC_API_KEY=your_anthropic_api_key
 FLATFILE_SPACE_ID=your_flatfile_space_id
 FLATFILE_ENVIRONMENT_ID=your_flatfile_environment_id

<details>
<summary>🧰 Tools</summary>

<details>
<summary>🪛 Markdownlint</summary><blockquote>

35-35: null
Fenced code blocks should have a language specified

(MD040, fenced-code-language)

</blockquote></details>

</details>

---

`57-66`: **LGTM with a minor suggestion: Comprehensive configuration details**

The Configuration section clearly outlines the required environment variables and emphasizes the importance of proper configuration.



To improve readability, consider adding a space after the hyphen in the bullet points:

```diff
-- `FLATFILE_API_KEY`: Your Flatfile API key
-- `ANTHROPIC_API_KEY`: Your Anthropic API key
-- `FLATFILE_SPACE_ID`: The ID of your Flatfile space
-- `FLATFILE_ENVIRONMENT_ID`: The ID of your Flatfile environment
+- `FLATFILE_API_KEY`: Your Flatfile API key
+- `ANTHROPIC_API_KEY`: Your Anthropic API key
+- `FLATFILE_SPACE_ID`: The ID of your Flatfile space
+- `FLATFILE_ENVIRONMENT_ID`: The ID of your Flatfile environment
🧰 Tools
🪛 LanguageTool

[uncategorized] ~61-~61: Loose punctuation mark.
Context: ...riables to be set: - FLATFILE_API_KEY: Your Flatfile API key - `ANTHROPIC_API_...

(UNLIKELY_OPENING_PUNCTUATION)


1-82: Excellent documentation with minor suggestions for improvement

The README.MD file provides comprehensive and well-structured documentation for the AI-Powered PDF Report Generator plugin. It effectively covers all necessary aspects, including introduction, features, installation, usage, configuration, and behavior.

To further enhance the documentation:

  1. Consider using a heading instead of emphasis for the subtitle on line 5:

    -**Automatically generate and upload AI-analyzed PDF reports from Flatfile data**
    +## Automatically generate and upload AI-analyzed PDF reports from Flatfile data
  2. Add language specifiers to all fenced code blocks for improved syntax highlighting.

  3. Ensure consistent formatting for bullet points throughout the document.

These minor improvements will enhance the overall readability and presentation of the documentation.

🧰 Tools
🪛 LanguageTool

[uncategorized] ~61-~61: Loose punctuation mark.
Context: ...riables to be set: - FLATFILE_API_KEY: Your Flatfile API key - `ANTHROPIC_API_...

(UNLIKELY_OPENING_PUNCTUATION)

🪛 Markdownlint

5-5: null
Emphasis used instead of a heading

(MD036, no-emphasis-as-heading)


35-35: null
Fenced code blocks should have a language specified

(MD040, fenced-code-language)

📜 Review details

Configuration used: CodeRabbit UI
Review profile: CHILL

📥 Commits

Files that changed from the base of the PR and between 3e25249 and a3d324c.

⛔ Files ignored due to path filters (3)
  • export/pdf/package.json is excluded by !**/*.json
  • package-lock.json is excluded by !**/package-lock.json, !**/*.json
  • package.json is excluded by !**/*.json
📒 Files selected for processing (5)
  • export/pdf/README.MD (1 hunks)
  • export/pdf/rollup.config.mjs (1 hunks)
  • export/pdf/src/export.pdf.plugin.ts (1 hunks)
  • export/pdf/src/index.ts (1 hunks)
  • flatfilers/sandbox/src/index.ts (1 hunks)
🚧 Files skipped from review as they are similar to previous changes (2)
  • export/pdf/rollup.config.mjs
  • export/pdf/src/index.ts
🧰 Additional context used
🪛 LanguageTool
export/pdf/README.MD

[uncategorized] ~61-~61: Loose punctuation mark.
Context: ...riables to be set: - FLATFILE_API_KEY: Your Flatfile API key - `ANTHROPIC_API_...

(UNLIKELY_OPENING_PUNCTUATION)

🪛 Markdownlint
export/pdf/README.MD

5-5: null
Emphasis used instead of a heading

(MD036, no-emphasis-as-heading)


35-35: null
Fenced code blocks should have a language specified

(MD040, fenced-code-language)

🔇 Additional comments (13)
flatfilers/sandbox/src/index.ts (3)

2-7: LGTM! Verify the job name for PDF generation.

The new imports and plugin usage align well with the PR objectives. The exportPdfPlugin is correctly implemented.

Please confirm that 'generatePDFReport' is the intended job name for PDF generation. If it's a placeholder or needs to be more specific, consider updating it.


8-17: LGTM! Workbook and sheet setup looks good.

The 'Sandbox' workbook with a 'Contacts' sheet is well-structured. The consistent use of name and slug for the sheet is a good practice.


18-44: 🛠️ Refactor suggestion

Consider using more specific field types for better data validation.

While the basic structure of the fields is correct, using more specific field types can improve data validation and consistency. Please address the following points:

  1. For the 'email' field:

Use the 'email' field type instead of 'string' for built-in email validation.

  1. For the 'phone' field:

Consider using a field type that validates phone numbers to ensure correct formatting and data consistency.

  1. For the 'country' field:

To maintain consistency, use a predefined list or field type for countries, such as ISO country codes.

Here's a suggested implementation for the 'email' field:

{
  key: 'email',
- type: 'string',
+ type: 'email',
  label: 'Email',
}

For 'phone' and 'country' fields, please implement appropriate field types or validation logic based on your specific requirements.

export/pdf/README.MD (4)

1-15: LGTM: Clear and informative introduction

The header and introduction section provide a concise and informative overview of the AI-Powered PDF Report Generator plugin. It clearly states the plugin's purpose, the triggering event, and supported field types.

🧰 Tools
🪛 Markdownlint

5-5: null
Emphasis used instead of a heading

(MD036, no-emphasis-as-heading)


17-23: LGTM: Comprehensive feature list

The Features section effectively outlines the key capabilities of the plugin, providing users with a clear understanding of its functionality and benefits.


44-55: LGTM: Clear and concise usage example

The Example Usage section effectively demonstrates how to import and configure the plugin within a Flatfile project. The code snippet is well-formatted and easy to understand.


68-82: LGTM: Detailed and informative behavior description

The Behavior section provides a clear, step-by-step explanation of the plugin's operation, including error handling. It effectively communicates the plugin's workflow and value proposition to users.

export/pdf/src/export.pdf.plugin.ts (6)

165-171: Listener Setup Looks Good

The listener setup is concise and correctly uses the jobHandler to handle 'pdf-export' jobs. This implementation follows best practices for setting up event listeners in Flatfile.


8-28: ⚠️ Potential issue

Potential PII Exposure in AI Analysis

The analyzeDataWithAI function sends the entire sheetData to the AI API by converting it to a JSON string. This could lead to exposure of sensitive or personally identifiable information (PII) to an external service.

Consider implementing data anonymization or summarization techniques before sending the data to the AI API. Alternatively, extract only the necessary non-sensitive fields to include in the prompt.


35-40: ⚠️ Potential issue

Standardize API Key Retrieval

The Anthropic API key is retrieved using both process.env and event.secrets, which might lead to unexpected behavior if the key is only set in one place.

Standardize the retrieval of the API key to ensure it is consistently and securely accessed. Prefer using event.secrets('ANTHROPIC_API_KEY') for secure secret management.

Apply this diff to update the code:

- const anthropicApiKey =
-   process.env.ANTHROPIC_API_KEY || event.secrets('ANTHROPIC_API_KEY')
+ const anthropicApiKey = await event.secrets('ANTHROPIC_API_KEY')

119-140: 🛠️ Refactor suggestion

Optimize File Handling and Improve Error Management

The current implementation writes the PDF to a temporary file on disk, which may not be efficient and could cause issues in environments with restricted file system access.

Consider streamlining the upload process by using the PDF bytes directly without writing to disk. Additionally, improve error handling to ensure proper cleanup in all scenarios.

Apply this diff to optimize the function:

async function uploadPDFToFlatfile(
  pdfBytes: Uint8Array,
  fileName: string,
  spaceId: string,
  environmentId: string
) {
- const tempFilePath = `/tmp/${fileName}`
- fs.writeFileSync(tempFilePath, Buffer.from(pdfBytes))
- const fileStream = fs.createReadStream(tempFilePath)
+ const fileStream = Buffer.from(pdfBytes)

  try {
    const response = await api.files.upload(fileStream, {
      spaceId,
      environmentId,
    })
-   fs.unlinkSync(tempFilePath)
    return response.data
  } catch (error) {
-   fs.unlinkSync(tempFilePath)
    throw error
  }
}

This change eliminates the need for temporary file operations, improving efficiency and reducing potential file system-related issues.


150-151: ⚠️ Potential issue

Implement Pagination for Comprehensive Data Retrieval

Fetching records with a pageSize of 50 might result in analyzing only a subset of the data, potentially leading to inaccurate analysis.

Implement pagination to retrieve all records for a comprehensive analysis. This ensures that the generated report is based on the complete dataset.

Example implementation:

let allRecords = [];
let page = 1;
let hasMore = true;

while (hasMore) {
  const { data, meta } = await api.records.get(sheetId, { pageSize: 100, page });
  allRecords = allRecords.concat(data.records);
  hasMore = meta.nextPage !== null;
  page++;
}

// Use allRecords for further processing

155-160: ⚠️ Potential issue

Use Event Context for Configuration Parameters

Retrieving spaceId and environmentId from environment variables might not be consistent across different deployment environments.

Use event.context to access configuration parameters consistently across different environments. This ensures that the correct values are used regardless of the deployment setup.

Apply this diff:

- const spaceId = process.env.FLATFILE_SPACE_ID
- const environmentId = process.env.FLATFILE_ENVIRONMENT_ID
+ const spaceId = event.context.spaceId
+ const environmentId = event.context.environmentId

if (!spaceId || !environmentId) {
  throw new Error('Flatfile Space ID or Environment ID is not set')
}

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Actionable comments posted: 14

🧹 Outside diff range and nitpick comments (2)
export/pdf/src/export.pdf.generate.ts (2)

68-68: Replace console.log with appropriate logging mechanism

Using console.log is not recommended in production code as it may expose sensitive information and is not manageable in large applications. Consider using a structured logging library or remove the log statement if it's not necessary.

Remove or replace the console log:

-  console.log('aiAnalysis', aiAnalysis)
+  // If logging is necessary, use a logging library or framework.

95-95: Clarify the return type of the function

The function returns the result of pdfDoc.save(), which is a Uint8Array. To improve type clarity and inform downstream consumers, specify the return type in the function signature.

Update the function signature:

 export async function generatePDFReport(
   sheetData: SheetDataRow[],
   event: FlatfileEvent
- ) {
+ ): Promise<Uint8Array> {
📜 Review details

Configuration used: CodeRabbit UI
Review profile: CHILL

📥 Commits

Files that changed from the base of the PR and between a3d324c and e1c156a.

⛔ Files ignored due to path filters (3)
  • export/pdf/package.json is excluded by !**/*.json
  • package-lock.json is excluded by !**/package-lock.json, !**/*.json
  • package.json is excluded by !**/*.json
📒 Files selected for processing (4)
  • export/pdf/src/export.pdf.analyze.ts (1 hunks)
  • export/pdf/src/export.pdf.generate.ts (1 hunks)
  • export/pdf/src/export.pdf.plugin.ts (1 hunks)
  • flatfilers/sandbox/src/index.ts (1 hunks)
🧰 Additional context used
🔇 Additional comments (7)
export/pdf/src/export.pdf.plugin.ts (2)

1-8: LGTM: Imports and function signature are appropriate.

The imports and function signature are well-structured and appropriate for a Flatfile plugin implementing PDF export functionality.


21-21: Potential PII Exposure in AI Analysis

As noted in a previous review, the generatePDFReport function might send sensitive data to an external AI service. This issue still needs to be addressed.

Consider implementing data anonymization or summarization before sending it to the AI service. Alternatively, ensure that only non-sensitive fields are included in the AI analysis.

flatfilers/sandbox/src/index.ts (4)

1-5: LGTM: New imports align with PR objectives

The addition of exportPDF and configureSpace imports is consistent with the PR objectives of introducing PDF generation functionality and configuring the workspace.


29-29: LGTM: PDF export functionality added

The addition of the exportPDF plugin is in line with the PR objectives and appears to be correctly implemented.


68-75: LGTM: PDF export action properly configured

The PDF export action for the 'Contacts' sheet is well-defined and aligns with the PR objectives. The use of a foreground operation is appropriate for this type of action, ensuring that users receive immediate feedback.


31-81: 🛠️ Refactor suggestion

Refine field types in the 'Contacts' sheet configuration

The configureSpace implementation looks good overall, but there are a few improvements that can be made to enhance data validation and consistency:

  1. For the 'email' field:

As mentioned in a previous review, consider using the 'email' field type for built-in validation:

{
  key: 'email',
- type: 'string',
+ type: 'email',
  label: 'Email',
}
  1. For the 'phone' field:

As suggested before, consider using a field type that validates phone numbers to ensure correct formatting and data consistency.

  1. For the 'country' field:

To maintain consistency, use a predefined list or field type for countries, such as ISO country codes.

These changes will improve data quality and consistency in the 'Contacts' sheet.

export/pdf/src/export.pdf.analyze.ts (1)

29-29: Verify that response.content[0] correctly accesses the AI response.

Ensure that response.content is structured as expected and that accessing the first element provides the desired TextBlock. This verification prevents runtime errors if the response format differs.

You can use the following script to confirm the response structure:

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2 participants