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graph/ — The Graph integration

Everything that touches The Graph lives here, kept apart from the marketplace packages so it can be opened as a standalone repository (a hackathon submission needs a public repo) without dragging the rest of Ainize with it.

What belongs here:

  • Subgraph → dataset: pipelines that turn a Standardized Subgraph query (Messari-style schemas, ERC-4626 tokenized vaults, Agent0/ERC-8004) or a Substreams package into a canonical Ainize teaching dataset ({prompt, answer} rows) with provenance — which subgraph, which query, which block, row hashes.
  • Substreams modules we author or extend, and any standardized-schema work.
  • The MCP client side that calls The Graph's Subgraph MCP and hands its rows to packages/mcp.
  • The benchmark harness that measures the quality difference between: base model · base + Subgraph MCP · base + Ainize knowledge · both — accuracy, latency, tokens, cost, hallucinated-address rate, side effects.
  • Demo scripts, evidence and the submission write-up.

What does not belong here: the marketplace itself (packages/*), the trainer (/mnt/newdata/qwen3.8), or anything that would break if The Graph were removed.

Live data only: every pipeline reads from a Graph provider (Subgraph Studio API key, The Graph Market for Substreams). Mocked, local-only or static datasets do not qualify for the tracks this targets and are not accepted here either.

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Does baking beat retrieving, and after how many questions? Runs, transcripts and scoring

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