feat: MCP server v2 — build, status tools and structured search#279
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yichuan-w wants to merge 3 commits into
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feat: MCP server v2 — build, status tools and structured search#279yichuan-w wants to merge 3 commits into
yichuan-w wants to merge 3 commits into
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…ch output - Add `leann_build` tool: build/update indexes directly from MCP, supports incremental updates so the index stays current as code changes - Add `leann_status` tool: show index details (backend, embedding model, chunk count, file count, size) - Switch `leann_search` to use --json output with file paths always included, formatted as markdown code blocks for better code context - Fix float32 JSON serialization in `leann search --json` - Clean up tool descriptions to be concise and action-oriented - Bump MCP server version to 2.0.0 Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
…ate vscode settings Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
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Summary
leann_buildtool: Build or incrementally update indexes directly from Claude Code. Supports file lists, backend selection (ivf/hnsw), and force rebuild. This is the key "dynamic update" feature — the index stays current as code changes.leann_statustool: Inspect index details — backend type, embedding model, dimensions, chunk count, file count, total size, location.leann_searchimprovements: Uses--jsonoutput instead of parsing text. File paths always included. Results formatted as markdown code blocks for better code context.float32JSON serialization inleann search --json.ultimate_goal.md, improved CLAUDE.md with dev doc guidelines.Test plan
leann_listreturns index listing via MCPleann_searchreturns structured JSON with file paths and markdown formattingleann_statusshows index metadata (backend, model, chunks, files, size)leann_buildaccepts docs list and passes to CLIruff check,ruff format)claude mcp add leann-server -- leann_mcp🤖 Generated with Claude Code