Your tools.
A shared engineering context.
Choose the connection you need. Read local logs, offer reviewed context or install an optional SDK integration.
Claude Code · Codex · Cursor · Pi · OMP
Read supported formats, inspect provenance and import supported history. Coverage differs by provider; Cursor private formats are not assumed compatible.
CLI · stdio MCP · Codex Hook · Checkpoint
Use project-scoped recall and explicit candidate contributions. Review hook installation before applying it; a delivery receipt does not prove the model followed the context.
TypeScript · Python · AI SDK · Responses · LangChain · OpenClaw
Install SDK and host adapters separately. Scope, cancellation and candidate capture have separate contracts. Consult the package documentation for supported versions.
Local commands · HTTP · Connector profiles
Configure supported actions explicitly and review their exact arguments before side effects. External integrations need your own provider credentials.