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AI coding agent powered by orxhestra — reads, writes, edits code and runs commands

Project description

orxhestra-code

AI coding agent for your terminal. Reads, writes, edits code and runs commands — powered by orxhestra.

Works with any LangChain-supported LLM provider.

Install

# Install with your preferred provider
pip install orxhestra-code[openai]       # GPT-5.4, o3, o4, etc.
pip install orxhestra-code[anthropic]    # Claude
pip install orxhestra-code[google]       # Gemini
pip install orxhestra-code[aws]          # Bedrock
pip install orxhestra-code[azure-ai]     # Azure OpenAI
pip install orxhestra-code[mistral]      # Mistral
pip install orxhestra-code[groq]         # Groq
pip install orxhestra-code[ollama]       # Ollama (local)
pip install orxhestra-code[deepseek]     # DeepSeek
pip install orxhestra-code[xai]          # xAI / Grok
pip install orxhestra-code[openrouter]   # OpenRouter (multi-provider)

# Or install all providers at once
pip install orxhestra-code[all]

Or with Homebrew:

brew tap NicolaiLassen/orxhestra
brew install orxhestra-code

Or from source:

git clone https://github.com/NicolaiLassen/orxhestra-code.git
cd orxhestra-code
uv sync

Usage

# Start with default model (Claude Sonnet)
orx-coder

# Use any LangChain provider
orx-coder --model openai/gpt-5.4
orx-coder --model anthropic/claude-sonnet-4-6
orx-coder --model google/gemini-2.5-pro
orx-coder --model mistral/mistral-large-latest
orx-coder --model groq/llama-3.3-70b-versatile
orx-coder --model ollama/qwen2.5-coder:32b
orx-coder --model deepseek/deepseek-chat
orx-coder --model xai/grok-3

# Control LLM reasoning effort
orx-coder --effort low      # fast responses, 5 iterations max
orx-coder --effort medium   # balanced reasoning, 15 iterations max
orx-coder --effort high     # deep reasoning, 30 iterations max (default)

# Permission modes
orx-coder --permission-mode plan           # read-only analysis
orx-coder --permission-mode accept-edits   # auto-approve edits, prompt for shell
orx-coder --auto-approve                   # skip all approval prompts
orx-coder --permission-mode trust          # full autonomous mode

# Resume previous sessions
orx-coder --continue             # continue most recent session
orx-coder --resume SESSION_ID   # resume a specific session

# Work in a specific directory
orx-coder --workspace /path/to/project

# Pipe a command
echo "fix the failing tests" | orx-coder

What it can do

  • Read files, search with glob/grep
  • Write and edit files (sends diffs, not full rewrites)
  • Run shell commands (build, test, git, etc.)
  • Plan complex tasks before implementing (enter/exit plan mode with user approval)
  • Track tasks with a structured todo list
  • Git workflow (structured commit protocol, PR creation with gh)
  • Persist sessions to disk (SQLite) and resume later
  • Delegate subtasks to isolated sub-agents

Permission modes

Mode Behavior
default Prompt for destructive tools (writes, edits, shell)
plan Read-only — explore and analyze, cannot modify anything
accept-edits Auto-approve file operations, prompt for shell
auto-approve Auto-approve everything, no prompts
trust Full autonomous mode, no prompts or warnings

Switch modes mid-session with /permissions:

/permissions plan           # switch to read-only
/permissions accept-edits   # auto-approve edits
/permissions cycle          # rotate to next mode
/permissions                # show current mode

Plan mode

For non-trivial tasks, the agent can enter plan mode to explore the codebase and design an approach before writing code:

  1. Agent calls enter_plan_mode (switches to read-only)
  2. Agent reads files, searches, analyzes the codebase
  3. Agent calls exit_plan_mode with an implementation plan
  4. You approve, reject, or request changes to the plan
  5. On approval, permissions restore and the agent implements

Reasoning effort

The --effort flag maps to each provider's native reasoning API:

Provider Parameter What it does
Anthropic / AWS thinking.budget_tokens Extended thinking with token budget
OpenAI / Azure reasoning_effort + Responses API Internal reasoning depth
Google / Vertex thinking_level Gemini thinking depth
xAI reasoning_effort Grok reasoning depth
DeepSeek reasoning_effort DeepSeek reasoning depth
Mistral reasoning_effort Magistral reasoning depth
Groq reasoning_effort Groq reasoning depth
Cohere thinking.budget_tokens Command A reasoning budget

Configuration

Create ~/.orx-coder/config.yaml for persistent defaults:

model: anthropic/claude-sonnet-4-6
effort: high
permission_mode: default

Environment variables

Variable Description
ORX_MODEL Override model (e.g. openai/gpt-5.4)
ORX_EFFORT Override effort (low, medium, high)
ORX_PERMISSION_MODE Override permission mode
ANTHROPIC_API_KEY Anthropic API key
OPENAI_API_KEY OpenAI API key
GOOGLE_API_KEY Google AI API key
GROQ_API_KEY Groq API key
MISTRAL_API_KEY Mistral API key
TOGETHER_API_KEY Together API key
FIREWORKS_API_KEY Fireworks API key

Project instructions

The agent loads instructions from multiple sources (closest files have highest priority):

File Scope Description
CLAUDE.md Project (shared) Team-shared project rules, version controlled
CLAUDE.local.md Project (personal) Personal rules, gitignored
.claude/CLAUDE.md Project Alternative location
.orx/instructions.md Project Alternative location
~/.claude/CLAUDE.md User Global rules for all projects
~/.orx-coder/CLAUDE.md User Global rules for all projects

Instructions support @path/to/file import directives for composing rules from multiple files. HTML comments are stripped to save tokens. Files are truncated at 50KB with a warning.

# Project rules

- Use pytest for testing
- Follow PEP 8
- Always run tests before committing

@.claude/style-guide.md

REPL commands

Command Description
/model <name> Switch model
/permissions <mode> Switch permission mode
/perm cycle Cycle to next permission mode
/clear Clear conversation
/compact Summarize history to free context
/todos Show task list
/session Session info
/undo Remove last turn
/retry Re-run last message
/copy Copy last response
/memory Browse saved memories
/theme Switch theme
/help Show all commands
/exit Quit

Session persistence

Sessions are automatically saved to ~/.orx-coder/sessions.db (SQLite). Resume previous sessions:

orx-coder -c                    # continue most recent session
orx-coder -r SESSION_ID         # resume specific session

License

Apache-2.0

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