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Features

Interfaces

  • CLI — Rich-rendered REPL with streaming, history, command queue.
  • Textual TUI — fullscreen terminal UI with input bar, scrollable output, collapsible tool cards, modals, footer status.
  • Web UI — browser-served chat with tool cards and live streaming.
  • Daemon mode — long-running server with Unix-domain-socket transport so multiple clients share a session.

Model & routing

  • Local Ollama and any OpenAI-compatible endpoint.
  • Auto model selector — pick a tier (cheap / standard / heavy) from the prompt and active context.
  • Auto cost router with per-session token + dollar tracking and budgets.
  • Vision-capable model gating (warns and drops images on text-only models instead of 400-ing).
  • Mid-turn model escalation when the loop guard detects the small model is stuck.

Agent loop

  • Iterative, bounded tool-calling loop (XML and native tool-call formats both supported).
  • Auto-extending iteration cap — only warns on a real hard cap.
  • Loop guard — observes assistant text, tool calls, and file writes; stops on detected loops, repeat-write storms, or no-progress patterns.
  • Pause (Esc) keeps the conversation consistent: interrupt flag stops the loop at the next iteration boundary instead of mid-call.
  • Queued user submissions fold into the running turn at iteration boundaries — clarifications typed mid-task arrive on the next iteration as one merged user message.
  • Reflection memory on tool errors; deferred LSP diagnostics flushed per-iteration after writes.

Tools

  • File ops — read, write, multi-write, edit, apply diff, batch regex edit.
  • Search — grep, glob, symbol search, find-callers, list-dir, language-server queries (definition / references / hover / diagnostics), repomap (PageRank-ranked symbol map).
  • Refactoring — project-wide rename, extract-function, inline.
  • Shell — rlimits / sandbox backends, syntax-highlighted output.
  • Test runner — structured failure parsing.
  • Git — status / diff / log / blame / commit / pickaxe search.
  • Web — fetch, search, headless browser (text + screenshot).
  • Notebook — edit / run Jupyter cells.
  • Code analysis — dependency graph, dead-code, complexity, duplication, architecture map, type coverage, migration plan, diff impact, quality score.
  • Memory & doctrine — persistent project facts plus a JAAICODE.md doctrine file the agent maintains in cooperation with the user.
  • Sub-agents — general / explore / planner / test-runner / reviewer spawned as autonomous helpers.
  • Cron — schedule prompts to run on a cadence.

Sessions, skills, plugins

  • Named sessions with replay, transcript export, undo of file edits.
  • Skill library — auto-activated short instructions that match a prompt.
  • Plugin system for extending the tool surface.
  • Slash commands: /help, /queue, /model, /sessions, /review, /diff, /skills, /store, /workplan, /replay, /mcp, …

Quality & safety

  • Pre-commit hook enforcing CHANGELOG updates for user-visible files via per-repo .changelog-watch patterns.
  • Confirmation modals for destructive ops; YOLO mode bypasses with a clear footer indicator.
  • Token budget guard, hard-cap iteration guard, loop guard — three independent kill switches.

Modes

  • chat (default) and code (full tool access).
  • plan mode — read-only tools only, designed for exploring a codebase and writing a plan before editing.
  • Mode personas: architect, ask, debug, review, etc.