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Contexta vs Agent frameworks

Agent frameworks own orchestration: nodes, edges, retries, human-in-the-loop, checkpointing. Contexta owns the corpus: graph memory, provenance, Reflexes, bi-temporal recall. They compose. Pick the framework you prefer — Contexta survives the swap. The model is commodity. The framework changes every quarter. The context layer is the moat.

  • LangGraph
  • CrewAI
  • AutoGen
  • Claude Agent SDK
  • OpenAI Agents
TL;DR

LangGraph and CrewAI build the agent loop. Contexta is the context layer underneath.

  • Orchestrates the agent loop

    Contexta
    Agent framework
  • Graph-native memory (entities + edges)

    Contexta
    Agent framework
  • Provenance / receipts for evaluation

    Contexta
    Agent framework
    DIY
  • Reactive triggers (Reflexes) on the corpus

    Contexta
    Agent framework
  • Survives framework swap

    Contexta
    Agent framework
  • Model-agnostic

    Contexta
    Agent framework
  • Framework-agnostic SDK

    Contexta
    Agent framework
  • Bi-temporal recall

    Contexta
    Agent framework

When to choose Contexta

  • You want the framework to be replaceable — Contexta lives outside the agent runtime.
  • You need a corpus of durable, auditable memory shared across agents and humans.
  • You want provenance baked into evals so regressions are debuggable.
  • You expect to swap models and frameworks while keeping the substrate stable.

When NOT to choose Contexta yet

  • Contexta does not orchestrate agents — pair it with a framework (LangGraph, CrewAI, the SDK of your choice).
  • If you only need single-turn retrieval against static docs, a framework + RAG is enough.
FAQ

Common questions

Related

Other category breakdowns

vs Vector RAG

Vector RAG retrieves snippets. Contexta returns Context Packets with receipts.

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vs Memory libraries

Mem0, Letta and Zep give you storage. Contexta gives you a context layer.

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vs Graph databases

Neo4j stores graphs. Contexta turns graphs into context.

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vs Workflow automation

Zapier and n8n react to flat events. Contexta reacts to graph state.

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See why teams pick Contexta over Agent frameworks.

Drop your evaluation criteria — we will price honestly against your signal volume and ship you a Context Packet to inspect.