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مقارنة

AgentBag vs. an agent framework

Frameworks solve orchestration: how a model plans, calls tools and loops. That is a real problem and they solve it well. It is also not the problem that stops agents reaching production, which is almost always mail, money, permissions and audit.

  • What it is for

    an agent framework:How the agent thinks: planning, tool loops, retries, evaluation.

    AgentBag:What the agent has: mailbox, ledger, corpus, permissions, audit trail.

  • Identity

    an agent framework:The agent is a process. It borrows your credentials.

    AgentBag:The agent is an addressable principal with its own mailbox, its own scope and its own revocation.

  • Audit

    an agent framework:Traces for debugging a run.

    AgentBag:A durable Postgres task ledger with delegation edges, artifacts and recorded interventions.

  • Tool protocol

    an agent framework:Usually MCP client, sometimes.

    AgentBag:MCP on both ends: client and OAuth 2.1 server.

    Our MCP client accepts a static bearer token for custom remote servers; full OAuth 2.1 there is planned, not shipped.

  • Maturity of the reasoning layer

    an agent framework:Years of iteration, large communities, deep eval tooling.

    AgentBag:Not our layer. Bring your own.

    If you are choosing on the strength of the orchestration loop, pick the framework.

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