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LlamaIndexJune 29, 2026

Retrieval Harness

Paid
AI Agents
Document Processing
Filesystem Primitives
LlamaParse

Explore Retrieval Harness

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### TL;DR

LlamaParse Retrieval Harness is an enhancement to LlamaParse Index, providing AI agents with advanced filesystem primitives for real-time document traversal, grep, and reading. It includes features like visual layout preservation and pipeline observability, enabling agents to navigate complex documents effectively. This development addresses the limitations of traditional RAG by providing deterministic, systems-level utilities for autonomous agents to actively interrogate, verify, and traverse documents in real time.

Key Insights & Metrics

Pricing
Beta access across all paid tiers
Cost structure
Version
Beta
Current release version
Hardware
No specific hardware required
Compute requirements
Category
Paid
Licensing model
Region
United States
Primary region

Key Features

  • Filesystem Primitives
  • Visual Layout Preservation
  • Managed Infrastructure
  • Pipeline Observability
  • Integration and Availability

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