Roadmap

What's shipped, what's next, and what's open for contribution.

TokenJam ships in small, frequent releases. This page tracks what’s done and what’s next. The canonical source is the OSS repo issue tracker; this page summarizes.

Shipped

  • tj serve background daemon (launchd / systemd)
  • Web UI with auto-polling (status, traces, cost, alerts, budget, drift)
  • LiteLLM provider patch (100+ providers)
  • tj stop and tj uninstall
  • Claude Code integration (tj onboard --claude-code)
  • Codex integration (tj onboard --codex)
  • OpenClaw integration (zero-code via diagnostics-otel plugin)
  • NemoClaw sandbox observer (WebSocket gateway events)
  • OTLP log-to-span pipeline (Claude Code log events)
  • tj budget CLI, API, and web UI
  • tj drift with Z-score reporting
  • Full pipeline wiring (alerts, schema, drift in tj serve)
  • MCP server: 13 tools for Claude Code and Codex

Up next

  • tj watch: live tail mode for spans
  • tj replay: replay captured sessions against new model versions
  • TypeScript framework patches (LangChain JS, OpenAI Agents SDK)
  • Vercel AI SDK integration (TypeScript)
  • Mastra integration (TypeScript)
  • Azure AI Agent Service integration
  • Docker image
  • GitHub Actions for CI drift/cost checks

Contributing

PRs welcome. If you’re adding a framework integration, open an issue first so we can align on shape and naming. See AGENTS.md in the OSS repo for codebase conventions.