Laisky

Extract Key Info

Extract the most relevant context chunks for a query from provided materials using RAG (retrieval-augmented generation). Splits text into chunks, embeds them, and returns the top-K most relevant passages.

File Delete

Delete a file or directory subtree. Use this to remove files or recursively delete folders from disk.

File List

List files and directories under a path. Use this to browse, explore, or enumerate directory contents with configurable depth.

File Read

Read file content with optional byte offsets. Use this to view, open, or get the contents of a text or binary file from disk.

File Rename

Rename or move a file or directory to a new path. Use this to relocate or change the name of files and folders.

File Search

Search file content using hybrid retrieval (semantic + keyword). Use this to find text, code, or patterns within files, similar to grep or full-text search. Each hit returns the matched chunk plus a concise file-level summary in file_summary.

File Stat

Return metadata (size, timestamps, permissions) for a file or directory path. Use this to inspect file properties without reading content.

File Write

Write, create, or append file content. Use this to save, update, or modify files on disk.

Find Tool

Search for available MCP tools by query. Supports multiple search modes: regex (pattern matching on tool names/descriptions), bm25 (keyword relevance ranking), embedding (semantic similarity via embeddings), or auto (automatically selects the best mode). Returns matching tool schemas or tool_reference names for deferred loading. Use this to discover available tools when you don't know the exact tool name.

Get User Request

During the execution of a task, get the latest user instructions to adjust agent's work objectives or processes. The response may include text, inline images, and resource links when the user attached images.

Mcp Pipe

Execute a pipeline of MCP tools (sequential, parallel, nested) with output passing.

Memory After Turn

Persist turn artifacts and update memory tiers after model response.

Memory Before Turn

Prepare model input with recalled memory context for the current turn.

Memory List Dir With Abstract

List memory directories and include abstract/overview metadata.

Memory Run Maintenance

Run compaction, retention sweep, and summary refresh for one memory session.

Web Fetch

Fetch and render dynamic web content by URL. Downloads a web page and returns its content as HTML or Markdown. Use this to retrieve, read, or scrape a specific webpage.

Web Search

Search the public web using search engines (Google, Bing) and return a structured result set. Use this to find information, articles, documentation, or answers from the internet.