Create dedicated working directory for user

Perform deep research on a query with controlled concurrency. Args: query: Research query breadth: Number of search q

Define args for the ui command.

Disconnect a client

Discover all available projects

Extract code blocks from the given text. ```py:a.py Args: text: The text to extract code blocks from. target_filename: The f

Get LLM configuration

Get user-specific session file path

Load specific scripts by name, or all if names is None. Args: names: List of script names to load, or None for all.

Render a Markdown todo list nicely in terminal using Rich. - Cross-platform (Windows/Linux/macOS) - Good-looking: theme + panel + soft wr

Return (is_ok, user_id_or_error).

Run skill retrieval and execute the resulting DAG in one call. Combines get_skill_dag() and execute_dag(). Uses progressive

Save all modified XML files to disk and copy to destination directory. This persists all changes made via add_comment() and reply_to

Convert SkillFile to dictionary representation. Returns: Dictionary containing file information

Add a single comment to commentsExtended.xml.

Add a single comment to commentsExtensible.xml.

Add a single comment to commentsIds.xml.

Add a single comment to comments.xml.

Analyze incoming messages against cache. Returns: should_add_messages: blocks to add (not in cache or hash changed)

Analyze user query to determine if skills are needed. Args: query: User's original query. Returns:

Prepares and calls the LLM for continuation when the response is unfinished. If the previous message marked as unfinished, it will be updated

Generate XML for comment range end with reference run. Note: w:rsidR is automatically added by DocxXMLEditor.

Generate XML for comment range start.

Compute relevance score between query and title. Args: query: Search query string title: Result title

Convert date to AKShare format

Ensure w14 namespace is declared on the root element.

Heuristic token count from message body (no API usage fields).

Execute a single command from progressive analysis. Args: cmd: Command dictionary. cmd_type: Type of command

Execute a single skill with dependency-linked input. Uses progressive analysis if enabled: 1. Analyze skill to create execut

Extract cache info from an OpenAI-compatible usage object. Returns: tuple: (cached_tokens, cache_creation_input_tokens)

Extract first paragraph from README as description

Extract text content from Word XML, preserving paragraph structure. Empty paragraphs are skipped to avoid false positives when tracked

Async wrapper for content fetching.

Filter candidates by minimum score and return top_k results. Args: candidates: List of candidate dicts with 'text' and '

Filter skills based on relevance to the query. Args: query: User's query. skill_ids: Set of candidate skill_

Normalize scores using Z-score, fuse with weighted sum, and map to [0, 1]. Args: raw_dense_scores: Raw dense retrieval s

Generate Python code to setup environment variables and paths.

Generate Root.tsx with dynamic scale support

Get or create an LSP server for the given language

Get the Python executable for the current platform.

Check if an override with given part name exists.

Check if a relationship with given target exists.

Compute sha256 hash of a message block for comparison

Initialize corpus and build both Dense and Sparse indices. Args: corpus: List of document strings to index.

Check if this message contains a call to reporter_tool.

Generate LLM response from prompt.

Load evidence index.

Load a single note's full content from markdown file.

Execute Python code locally. Args: code: Python code to execute. input_spec: Input specification. R

Create a callback wrapper to capture search logs. The sirchmunk LogCallback signature is: (level: str, message: str, end: str, fl

Merges a new chunk of message into the previous chunks during streaming. Used to accumulate partial results into a complete Message object.

Parse JSON from LLM response with robust extraction.

Parse a note card from Markdown back to dict. This is a best-effort parser for re-reading stored notes.

Parse sirchmunk search result into standard format. Args: result: The raw search result from sirchmunk. score_thresho

Process image and add to DOCX document

Fallback method to process markdown table syntax directly

Remove tracked changes authored by Claude from the XML root.

Track whether a report file has been stable (mtime,size) for stable_window_s. Returns: (is_stable, new_last_sig, new_stable_since)

Resolve Python module to file path For relative imports (starting with .), resolves them relative to current_dir. For absolute import

Validate and initialize corpus if needed. Args: corpus: Optional new corpus to re-initialize the retriever. Rai

Validate a single XML file against XSD schema. Returns (is_valid, errors_set).