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Measures and reports time taken for indexing and query operations on knowledge bases to identify retrieval bottlenecks.
Distinct from Performance Profiling: Distinct from general Performance Profiling: focuses specifically on the retrieval pipeline (indexing and query) rather than application-wide execution.
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PraisonAI is an autonomous AI agent platform that coordinates multiple LLM-powered agents for research, planning, and execution of complex workflows. It functions as a multi-agent orchestration framework, a workflow builder, and a Model Context Protocol server, while also providing retrieval-augmented generation through vector knowledge bases. Agents can interact via CLI, web, or standardized protocols with sandboxed code execution. The platform distinguishes itself with a rich set of agent communication protocols, including A2A, REST, WebSocket, voice and telephony integration, and MCP, allo
Profiles indexing and query operations on knowledge bases to report retrieval performance.