Cepporeuse-first asset memory
MCP production memory for AI game generation

Search memory before you generate.

A coding model asks Ceppo what already exists before writing anything new. A hybrid lexical and vector engine ranks every candidate and returns one decision — reuse, adapt, suggest, or generate. Reusing a verified asset costs a fraction of the tokens of generating one, and every new asset makes the next request cheaper.

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MCP reuse-first tools
6
sharing scopes
0.88
reuse threshold
pgvector
hybrid retrieval

Reuse-first search

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The exact loop a coding model runs over MCP: embed the query, rank memory, decide.

Memory

Verified-pool assets available for reuse. Generate a new one only when memory has no close match — the worker produces it and writes it straight back here.

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