getDirectCommitsSinceLastRelease gets all direct commits (not part of PRs) since the last release

getErrorMessage tries to get a translated error message, falling back to system locale and then to the provided fallback message. This is used during

reads a pattern from a file path and returns it

getGitHubInfo extracts owner and repo from git remote origin URL

getKnownGeminiModels returns the curated list of Gemini models available on Vertex AI. Unlike third-party models which can be listed via the Model Gar

getMergePatterns returns the compiled merge patterns, initializing them lazily

getOriginalDescription retrieves the original description from struct tags

getStaticModels returns a predefined list of models for providers that don't support model discovery

getSummarizeModel returns the model to use for AI summarization

getTranslatedDescription gets the translated description for a flag

Get content from clipboard with proper error handling. Returns: Tuple[bool, str, str]: (success, content, error_message)

Get list of configured providers using fabric --listmodels.

Extract first 500 words from pattern's system.md file

Get pattern metadata from system.md.

Get the list of available patterns from the specified directory.

handleChatProcessing handles the main chat processing logic

handleConfigurationCommands handles configuration-related commands Returns (handled, error) where handled indicates if a command was processed and sho

handleExtensionCommands handles extension-related commands Returns (handled, error) where handled indicates if a command was processed and should exit

handleListingCommands handles listing-related commands Returns (handled, error) where handled indicates if a command was processed and should exit

handleManagementCommands handles management-related commands (delete, print, etc.) Returns (handled, error) where handled indicates if a command was p

Helper method to handle path from stdout case

handleSetupAndServerCommands handles setup and server-related commands Returns (handled, error) where handled indicates if a command was processed and

handleToolProcessing handles YouTube and web scraping tool processing

Handle the starring process when a name is input. Args: log_index: Index of the output to star name: Name to give the starred out

hasSuffix checks if a string ends with the given suffix, case-insensitive.

hashContent generates a SHA256 hash of the content for change detection

initClient ensures the HTTP client and access token are initialized.

initializeFabric initializes the fabric database and plugin registry

Initialize necessary session state attributes. Error handling: - Ensures all required session state variables are initialized - Loads sav

isFirstTimeSetup checks if this is a first-time setup

isPDFURL checks if a URL appears to point to a PDF based on its path extension. NOTE: This only checks the URL path extension (.pdf) and will not dete

isRedacted returns true when a submitted value looks like a masked key returned by maskAPIKey, signalling that the user did not change the field.

isTTSModel checks if the model is a text-to-speech model

isTextContent checks if the content type is text-based

isValidLanguageCode reports whether the input is an ISO 639-1 language code optionally followed by an ISO 3166-1 country code. Underscores are normali

Check if a line describes a feature/improvement (not a bug fix or CI/CD).

lastNLines returns the last n lines from a file

listModelsFromAPI queries the Bedrock control plane for available models.

listPublisherModels fetches models from a specific publisher via the Model Garden API

listTranscriptionModels lists all available transcription models

Load environment variables and initialize configuration.

Load existing JSON file or return default structure

Load models and providers from fabric configuration.

Load saved pattern outputs from files. Error handling: - Handles missing output files - Handles corrupted JSON files - Handles file r

Main function.

Main function to run the Streamlit app.

maskAPIKey redacts all but the last 4 characters of a secret key (CWE-200). An empty value (key not configured) is returned unchanged so the UI can di

matchTriple extracts the first two required and optional third value from a token pattern of the form {{type:part1:part2(:part3)?}} returning part1, p

messageTextFromParts extracts and concatenates all text content from a message, combining both the Content field and any text parts in MultiContent.

movePatterns copies the new patterns into the config directory

normalizeImageMimeType validates and normalizes image MIME types to those supported by the Anthropic API. Supported formats: image/jpeg, image/png, im

Ensure version string starts with 'v'.

parseDataURL parses an RFC 2397 data URL, extracting the MIME type and base64-encoded data. Only base64-encoded data URLs are supported; URL-encoded d

parseSSEStream parses the Server-Sent Events stream from Copilot.

Parse command-line arguments.

Parse various date formats and return formatted string.

Parse the output of fabric --listmodels command.

UI component for creating patterns with simple and wizard modes.

Multi-step wizard for creating a new pattern.

Edit pattern content with simple and advanced editing options.

performTTSGeneration performs the actual TTS generation and audio processing

Pick the best feature line from the AI summary.

prependSystemContentToBlocks prepends system content to content blocks. If the first block is text, it merges the system content with it; otherwise, i

readStdin reads from stdin and returns the input as a string or an error

refreshAccessToken obtains a new access token using Client Credentials flow.

Get the repository root directory.

resolveInputFile attempts to open the input file. If tryAppendTex is true and the initial attempt fails, it appends ".tex" and retries.