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### Changes 🏗️ The `find_block` AutoPilot tool was returning ~90K characters per response (10 blocks). The bloat came from including full JSON Schema objects (`input_schema`, `output_schema`) with all nested `$defs`, `anyOf`, and type definitions for every block. **What changed:** - **`BlockInfoSummary` model**: Removed `input_schema` (raw JSON Schema), `output_schema` (raw JSON Schema), and `categories`. Added `output_fields` (compact field-level summaries matching the existing `required_inputs` format). - **`BlockListResponse` model**: Removed `usage_hint` (info now in `message`). - **`FindBlockTool._execute()`**: Now extracts compact `output_fields` from output schema properties instead of including the entire raw schema. Credentials handling is unchanged. - **Test**: Added `test_response_size_average_chars_per_block` with realistic block schemas (HTTP, Email, Claude Code) to measure and assert response size stays under 2K chars/block. - **`CLAUDE.md`**: Clarified `dev` vs `master` branching strategy. **Result:** Average response size reduced from ~9,000 to ~1,300 chars per block (~85% reduction). This directly reduces LLM token consumption, latency, and API costs for AutoPilot interactions. ### Checklist 📋 #### For code changes: - [x] I have clearly listed my changes in the PR description - [x] I have made a test plan - [x] I have tested my changes according to the test plan: - [x] Verified models import and serialize correctly - [x] Verified response size: 3,970 chars for 3 realistic blocks (avg 1,323/block) - [x] Lint (`ruff check`) and type check (`pyright`) pass on changed files - [x] Frontend compatibility preserved: `blocks[].name` and `count` fields retained for `block_list` handler --------- Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com> Co-authored-by: Toran Bruce Richards <toran.richards@gmail.com>