Set error message and exit with failure. Args: why: The error message to output.

Set a GitHub Actions output variable. Args: key: The output variable name. value: The value to set (will be converted to string).

Check if a string represents a non-answer.

Clean a string by removing markdown formatting and extra whitespace.

Check if a keyword matches in the title. Uses word boundary matching for short keywords to avoid false positives. Args: title: The l

Load listings from a JSON file. Args: filename: Path to the JSON file. Returns: List of listing dictionaries.

Classify a job into a category based on its title. Args: job: A job listing dictionary. Returns: The category name, or None

Create an HTML table from listings. Args: listings: List of listing dictionaries. off_season: Whether this is for off-season list

Format a one-line summary of a listing.

Get a label indicating the source of a listing.

Embed the listings table into a README file. Args: listings: List of listing dictionaries. filepath: Path to the README file to m

Process a bulk mark inactive issue.

Check if a listing is from Simplify with a company URL (preferred source). Args: listing: The listing to check. Returns: Tru

Ensure a URL has an https:// prefix.

Extract email from the issue body if provided.

Extract the reason from the issue body.

Extract URLs from the issue body.

Generate a commit message based on the results.

Generate a summary comment for the GitHub issue.

Extract listing data from an issue body.

Mark the given URLs as inactive in listings.json.

Normalize a category string to its canonical form.

Parse a string as a boolean value.

Scan listings for all fixable issues. Returns a list of issue dicts with type, listing(s), and details.

Insert warning notice before GitHub cutoff point while preserving full content. Args: content: The README content. repo_name: The

Validate that all listings have required properties. Args: listings: List of listing dictionaries. Raises: SystemExit: If an

Process an approved contribution issue.

Show changes to listings since a date or commit. Args: since: Show changes since this date (YYYY-MM-DD format). commit: Show chan

Interactively fix issues in listings.json. Args: dry_run: If True, show what would be fixed without saving. issue_type: Only fix

Remove a listing by URL or ID. Default: mark inactive. --hide: set is_visible=false. --permanent: delete from JSON.

Search and filter listings. Args: company: Filter by company name (case-insensitive substring match). title: Filter by job title

Show listing statistics. Args: json_output: If True, output as JSON instead of formatted text.

Validate listings.json schema and data integrity. Args: fix: If True, attempt to auto-fix issues where possible.

Update README files from listings.json.

Convert markdown formatting to HTML for proper rendering in HTML table cells. Args: text: Markdown-formatted text. Returns:

Create a table section for a specific category. Args: listings: List of listing dictionaries. category_name: The category name to

Ensure all listings have a valid category assigned. Args: listings: List of listing dictionaries. verbose: If True, print details

Filter to only active listings. Args: listings: List of listing dictionaries. Returns: List containing only active listings.

Filter listings for off-season (Fall, Winter, Spring) internships. Args: listings: List of listing dictionaries. Returns: Fi

Filter listings for summer internships of a specific year. Args: listings: List of listing dictionaries. year: The year to filter

Generate the application link HTML. Args: listing: A listing dictionary. Returns: HTML string with application button(s).

Format locations for display in the table. Args: listing: A listing dictionary. Returns: HTML-formatted location string.

Get sponsorship indicator emoji. Args: listing: A listing dictionary. Returns: Emoji string for sponsorship status.

Mark listings as inactive if they exceed the age threshold. Args: listings: List of listing dictionaries. Returns: The same

Sort listings by date and company. Args: listings: List of listing dictionaries. Returns: Sorted list of listings.

Process an approved contribution issue (new/edit internship).

Return minimal CSS for basic table functionality. Returns: CSS style string.

Show changes to listings since a date or commit.

Interactively fix issues in listings.json.

Bulk mark listings as inactive from a GitHub issue.

Remove a listing by URL or ID. Default: mark inactive.

Search and filter listings.

Show listing statistics (counts, categories, top companies).

Validate listings.json schema and data integrity.

Update README files from listings.json.