ZAMBO / INTEGRATIONS

AI Framework Receipts

By Brennan Zambo

In short: These pages show honest patterns for recording framework agent tool calls as verifiable execution receipts. They use framework names descriptively and do not claim a native plugin, partnership, endorsement, or built-in support.

Each page explains how to preserve the task, tool call, observed result, timestamp, and verification path. The framework remains the caller's context; the receipt is the independent record of what the execution layer observed.

Framework patterns

Autogen Agent ReceiptsAutogen tool calling audit trail and verification pattern. Claude Code Agent ReceiptsClaude Code tool calling audit trail and verification pattern. CrewAI Agent ReceiptsCrewAI tool calling audit trail and verification pattern. Google ADK Agent ReceiptsGoogle ADK tool calling audit trail and verification pattern. Haystack Agent ReceiptsHaystack tool calling audit trail and verification pattern. LangChain Agent ReceiptsLangChain tool calling audit trail and verification pattern. LangGraph Agent ReceiptsLangGraph tool calling audit trail and verification pattern. LlamaIndex Agent ReceiptsLlamaIndex tool calling audit trail and verification pattern. Mastra Agent ReceiptsMastra tool calling audit trail and verification pattern. MCP Agent ReceiptsMCP tool calling audit trail and verification pattern. n8n Agent Receiptsn8n tool calling audit trail and verification pattern. OpenAI Agents SDK ReceiptsOpenAI Agents SDK tool calling audit trail and verification pattern. Pydantic AI Agent ReceiptsPydantic AI tool calling audit trail and verification pattern. Semantic Kernel Agent ReceiptsSemantic Kernel tool calling audit trail and verification pattern. Vercel AI SDK Agent ReceiptsVercel AI SDK tool calling audit trail and verification pattern.

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