Intelligence architecture

packages/code-intel/src/attocode_intel owns the standalone engine. Its entrypoint serves the CLI and MCP gateway; operation schemas, budgets and evidence metadata are shared across local and remote access. _internal contains the extracted parser, lexical/vector index, dependency and language-server implementations. These modules do not import the archived coding agent.

The optional service layer adds HTTP/MCP, PostgreSQL-backed repositories and knowledge, Redis workers, membership/scope enforcement and database migrations. frontend provides the service dashboard; docker/code-intel packages it with the standalone distribution. Local search/navigation remains usable without service dependencies or model APIs.

eval/quality supplies bounded execution, source-only corpus workflows, resource accounting and cleanup. eval/matrix retains ranking inputs and replay. Historical studies remain evidence, with their original environment/protocol limitations. See validation, quality, service architecture and the archive.