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LemonCrow Roadmap

Last revised 2026-06-15. Cadence: reviewed every 2 weeks.

This roadmap tracks shipped capabilities against what's in active development. Detailed execution specs are maintained internally.

Shipped capabilities​

Model routing​

  • Per-turn model routing (ModelRouter) with session-phase awareness
  • Cross-vendor routing — scores across available providers per turn
  • Complexity scoring, cache-cost awareness, stickiness, success prediction
  • Quality-aware routing with execution contracts

Context & memory​

  • Dynamic context compaction with LLM hints (task type, risk level, must-keep)
  • Sleeptime summarization and deduplication
  • Persistent memory store (SQLite/PostgreSQL) with archival recall
  • Cross-vendor memory adapters (Claude, Codex)
  • Memory arbitration with staleness detection
  • Symbol-based memory recall

Cost tracking​

  • Per-session cost reports with actual vs counterfactual costs
  • lc savings and lc dashboard commands
  • Aggregate cost and token savings with reset support
  • Counterfactual pricing engine

Code intelligence​

  • Symbol-first code index with multi-language support
  • AST pattern matching (ast-grep) with rewrite support
  • Call graph (callers/callees) with centrality scoring
  • Usages and reference resolution
  • Cross-language edge resolution (ctypes, subprocess, dynamic import)
  • Git history analysis (blame, graveyard, renames, walker)
  • Zoekt backend for large repos
  • Repo-map with PageRank

CLI & service surface​

  • MCP server (local and remote modes)
  • OpenAI-compatible /v1/chat/completions gateway
  • Runtime commands: runs, ledger, swarm, lessons, benchmarks
  • Outcome capture (feedback loop for routing decisions)
  • lc insights weekly summary with spend trends and opportunities
  • Lesson promotion with PR bot
  • Live reviewer agent
  • Background services with auto-update

Host integrations​

  • Claude Code, Codex, Copilot, OpenCode, Cursor, Antigravity, Hermes
  • SDK adapters (Anthropic tools, OpenAI SDK hooks, LangChain middleware)

Storage & telemetry​

  • SQLite and PostgreSQL storage backends
  • pgvector for embedding similarity search
  • OpenTelemetry → PostHog + GCP, local-first, anonymous

Active development​

AreaDescription
Optimization advisorlc optimize with compaction type taxonomy, golden tests, policy presets, shadow runner
Cross-machine syncEncrypted workspace sync across machines
Web dashboardBrowser-based spend trends and management
Benchmark publicationOne-command export to publishable JSON + markdown

Not planned​

  • Custom models, fine-tuning, or in-house embeddings
  • IDE plugins
  • Enterprise sales motion before Team tier is repeating
  • Mobile companion