Roadmap

Phase 1: Foundation (MVP) – Complete

• Tree-sitter code indexing (Rust, TypeScript, Python)
• LanceDB vector storage
• SQLite metadata + FTS
• CLI: init command
• CLI: index command (full and incremental)
• Configuration management
• ONNX embedding generation
• CLI: search command
• CLI: grep command
• CLI: status command

Phase 2: Intelligence – Complete

• Hybrid search (RRF combining semantic + keyword)
• Git temporal coupling analysis
• Related files suggestions
• Additional language support (Go, Java, C++)

Phase 3: Polish – In Progress

• MCP server integration (bobbin serve)
• Multi-repo support (--repo flag)
• LanceDB-primary storage consolidation
• Contextual embeddings
• Semantic markdown chunking (pulldown-cmark)
• File history and churn analysis (bobbin history)
• Context assembly command (bobbin context)
• Watch mode / file watcher daemon (bobbin watch)
• Shell completions (bobbin completions)
• Code hotspot identification (bobbin hotspots)
• Symbol reference resolution (bobbin refs)
• Import/dependency analysis (bobbin deps)
• AST complexity metrics
• Transitive impact analysis with decay
• Thin-client HTTP mode (--server flag)
• Configurable embedding models (infrastructure exists, UI incomplete)
• Integration tests against real repos
• Performance optimizations at scale

Phase 3.5: Production Hardening – In Progress

See docs/plans/production-hardening.md for details.

• Install protoc + just setup recipe (bobbin-1nv)
• Clean up tambour references (bobbin-7pn)
• Fix production unwrap() calls (bobbin-ehp)
• Integration test foundation (bobbin-ul6)
• Add missing MCP tools — deps, history, status (bobbin-tnt)
• Add missing HTTP endpoints (bobbin-pid)
• Wire up incremental indexing (bobbin-thb)
• CI pipeline — GitHub Actions (bobbin-ola)
• Update AGENTS.md and CONTRIBUTING.md (bobbin-6lx)

Phase 4: Higher-Order Analysis – In Progress

Compose existing signals into capabilities greater than the sum of their parts. See docs/plans/backlog.md for detailed exploration of each feature.

• Test coverage mapping via git coupling
• Claude Code hooks / tool integration
• Semantic commit indexing
• Refactoring planner (rename, move, extract)
• Cross-repo temporal coupling