modules
01Agent
These guide provide an overview of how to use our agent classes.
Agent
These guide provide an overview of how to use our agent classes.
Agent
Having proper tool abstractions is at the core of building agentic systems in LlamaIndex. Defining a set of Tools is similar to defining any API interface, with the exception that these Tools are meant for agent rather than human use. We allow users to define both a Tool as well as a ToolSpec containing a series of…
Instructions file CodexOpenCode
Instructions for run-llama/liteparse, covering liteparse - agent documentation, project overview, key capabilities, directory structure and data flow.
Instructions file
Instructions for run-llama/liteparse, a project described as: A fast, helpful, and open-source document parser.
Command Claude Code
Integrate a new document parsing pipeline into ParseBench: $ARGUMENTS.
MCP server Claude CodeCodexCursor +2
MCP server "llamaindexdocsserver" as configured in run-llama/llamacloud-mcp. Runs locally from the llamacloud-mcp@latest Python package.
MCP server Claude CodeCodexCursor +2
Gives the agent read and write access to a set of allowed directories on the local filesystem. Runs locally from the @modelcontextprotocol/server-filesystem npm package.
Cursor rule Cursor
This document outlines the core architecture of the Llama Agent Creator application, focusing on how the visual workflow graph is translated into executable logic.
Cursor rule Cursor
This document supplements the main architecture.mdc file by providing specific details about the technologies and implementation of the Llama Agent Creator.
Cursor rule Cursor
This document explains the core concepts of the @llamaindex/workflow-core library for TypeScript, which is used by typescript-compiler.ts to generate executable agent scripts. The library uses a functional, event-driven paradigm.
Skill Claude CodeCodex
Leverage Retrieval Augmented Generation to retrieve relevant information from a a LlamaCloud Index. Requires the llamacloudservices package and LLAMACLOUDAPIKEY as an environment variable.
Skill Claude CodeCodex
Use llamactl to initialize, locally preview, deploy and manage LlamaIndex workflows as LlamaAgents. Required llama-index-workflows and llamactl to be installed in the environment.
Skill Claude CodeCodex
Invoke this skill BEFORE implementing any text extraction/parsing logic to learn how to use LlamaParse to process any document accurately. Requires llamacloudservices package and LLAMACLOUDAPIKEY as an environment variable.
Skill Claude CodeCodex
Invoke this skill BEFORE implementing any structured data extraction from documents to learn the correct llamacloudservices API usage. Required reading before writing extraction code. Requires llamacloudservices package and LLAMACLOUDAPIKEY as an environment variable.
Skill Claude CodeCodex
Invoke this skill BEFORE implementing any text/document classification task to learn the correct llamacloudservices API usage. Required reading before writing classification code." Requires the llamacloudservices package and LLAMACLOUDAPIKEY as an environment variable.
run-llama/llamaparse-agent-skills
Skill Claude CodeCodex
Use this skill whenever a task involves a document file (PDF, DOCX, PPTX, XLSX, or image) and you need to read it or pull text, tables, or specific values out of it — to answer a question about its contents, look up a figure, or extract data. Provides fast, local, model-free extraction via the lit CLI with…
run-llama/llamaparse-agent-skills
Skill Claude CodeCodex
Use this skill whenever a question should be answered from documents stored in a LlamaCloud Index v2 knowledge base — retrieving passages, locating indexed files, or searching indexed content through the LlamaParse Platform REST API with curl. Teaches agentic retrieval — navigating an index like a file system instead…
run-llama/llamaparse-agent-skills
Skill Claude CodeCodex
Use this skill when the user asks to parse the content of an unstructured file (PDF, PPTX, DOCX...).
run-llama/llamaparse-agent-plugins
Plugin Claude Code
Connect your agents to the entire LlamaParse stack, from local parsing with LiteParse to cloud-powered workflows with LlamaParse and its MCP.
run-llama/llamaparse-agent-plugins
Plugin Claude Code
Local OCR-powered document parsing for PDFs, images and Office files.
run-llama/llamaparse-agent-plugins
Skill Claude CodeCodex
Use this skill whenever a task involves a document file (PDF, DOCX, PPTX, XLSX, or image) and you need to read it or pull text, tables, or specific values out of it — to answer a question about its contents, look up a figure, or extract data. Provides fast, local, model-free extraction via the lit CLI with…
run-llama/llamaparse-agent-plugins
Plugin Claude Code
Unlock document processing and Index v2 retrieval workflows with the LlamaParse Platform MCP (Europe region).
run-llama/llamaparse-agent-plugins
MCP server Claude CodeCodexCursor +2
MCP server "llamaparse-mcp-eu", hosted remotely at mcp.eu.llamaindex.ai, as configured in run-llama/llamaparse-agent-plugins.
run-llama/llamaparse-agent-plugins
Skill Claude CodeCodex
Use this skill whenever a question should be answered from documents stored in a LlamaCloud Index v2 knowledge base — retrieving passages, locating indexed files, or searching indexed content through the LlamaParse MCP Index v2 tools (retrieveFromIndex, findFilesInIndex, grepFileFromIndex...). Teaches agentic…