Bash Coding Agent

First time here? Complete the C++ Framework Setup guide first to build the gaia_core library.

Native binary. gaia-bash is a compiled C++ binary built on the GAIA C++ framework (gaia_core). No Python runtime required for the agent itself — just Lemonade Server for LLM inference.

Overview

gaia-bash is a domain-specialized coding agent for bash/shell scripting. It provides:

Interactive TUI — Claude Code-style terminal interface with markdown rendering, streaming, and split-pane layout
Bash expertise — system prompt tuned for POSIX compliance, shellcheck integration, BATS test generation
10 built-in tools — file I/O, git inspection, shell execution, and environment introspection (more planned: linting, testing, clipboard)
REST API server — OpenAI-compatible endpoint for external tool integration
MCP server — stdio transport for Claude Code, OpenCode, and other MCP-compatible agents
Session persistence — save and resume conversations across runs
100% local — runs entirely on AMD hardware via Lemonade Server, no cloud dependency

Quick Start

Build the binary

cd cpp
cmake -B build -DGAIA_BUILD_TUI=ON
cmake --build build --target gaia-bash

Start Lemonade Server

lemonade-server serve

Ensure a coding model is loaded (Qwen3-Coder-Next recommended):

gaia download Qwen3-Coder-Next-GGUF

Run the agent

# Interactive TUI mode
./build/gaia-bash

# Single query
./build/gaia-bash "write a script that finds duplicate files by checksum"

# Pipe-friendly (no TUI)
./build/gaia-bash --print "explain what set -euo pipefail does"

Modes of Operation

Interactive TUI

The default mode. Launches a fullscreen terminal UI with:

Chat history — scrollable, markdown-rendered responses with syntax highlighting
Status bar — current model, token count, step counter
Input area — multi-line input with history (up/down arrows)
Tool approval — modal dialog for destructive operations

./build/gaia-bash

Single Query

Run one query, print the result, and exit:

./build/gaia-bash "write a cron job that rotates logs daily"

Pipe Mode

No TUI — streams plain text to stdout. Ideal for scripting and CI:

echo "review this script for security issues" | ./build/gaia-bash --print
./build/gaia-bash --print "generate a BATS test for backup.sh" > test_backup.bats

API Server

Expose the agent as an HTTP REST API:

./build/gaia-bash --serve --port 8200

See API Server below.

MCP Server

Run as an MCP tool server for external agents:

./build/gaia-bash --mcp

See MCP Server below.

Session Resume

Resume a previous conversation:

# List saved sessions
./build/gaia-bash --list-sessions

# Resume a specific session
./build/gaia-bash --resume session-20260506-143045

Slash Commands

Built-in commands available in interactive mode:

Command	Description
`/help`	Show all available commands
`/clear`	Clear conversation history
`/model [name]`	Show or switch the LLM model
`/history`	Browse saved sessions
`/exit`	Exit the REPL

Bash-specific commands:

Command	Description
`/run <cmd>`	Execute a bash command directly (bypass LLM)
`/env`	Show shell environment info

The following slash commands are planned but not yet available.

Command	Description
`/lint [file]`	Run ShellCheck on a script
`/test [file]`	Generate and run BATS tests
`/review [file]`	Multi-pass code review
`/edit <file>`	Open file in `$EDITOR`

Built-in Tools

Framework Tools (shared with all C++ agents)

Tool	Policy	Description
`file_read`	ALLOW	Read file contents with optional line range
`file_write`	CONFIRM	Write/create files (creates parent dirs)
`file_edit`	CONFIRM	Surgical string replacement in files
`file_search`	ALLOW	Search files by glob pattern and content
`git_status`	ALLOW	Working tree status (porcelain)
`git_diff`	ALLOW	Show working-tree or staged changes
`git_log`	ALLOW	Recent commit history
`git_show`	ALLOW	Show a commit or object

Bash-Specific Tools

Tool	Policy	Description
`bash_execute`	CONFIRM	Run bash commands with timeout and output capture
`env_inspect`	ALLOW	Shell version, PATH, installed tools

The following tools are planned but not yet available in this release.

Tool	Policy	Description
`script_lint`	ALLOW	ShellCheck integration with structured diagnostics
`script_test`	CONFIRM	BATS test runner in sandboxed temp directory
`man_lookup`	ALLOW	Query man pages or `--help` output
`git_commit`	CONFIRM	Stage + commit with AI-generated message
`bash_background`	CONFIRM	Background process execution with PID tracking
`process_list`	ALLOW	List running processes
`clipboard_copy`	ALLOW	Copy text to system clipboard

API Server

The API server exposes the bash agent via an OpenAI-compatible HTTP REST API, enabling integration with any tool that speaks the OpenAI protocol.

Start the server

./build/gaia-bash --serve --port 8200

Endpoints

`POST /v1/chat/completions`

Main endpoint — send messages, get agent responses with tool calls.

curl http://localhost:8200/v1/chat/completions \
  -H "Content-Type: application/json" \
  -d '{
    "messages": [
      {"role": "user", "content": "write a script that monitors disk usage"}
    ],
    "stream": false
  }'

Streaming mode:

curl http://localhost:8200/v1/chat/completions \
  -H "Content-Type: application/json" \
  -d '{
    "messages": [
      {"role": "user", "content": "explain awk column processing"}
    ],
    "stream": true
  }'

Streaming is simulated: the response is delivered as a single SSE data: chunk followed by data: [DONE], not token-by-token. The agent runs its full tool loop before emitting the final answer, so real incremental token streaming isn’t available through this endpoint yet. The SSE envelope is OpenAI-compatible, so streaming clients work unchanged.

`GET /v1/tools`

List all registered tools with their parameter schemas:

curl http://localhost:8200/v1/tools | jq '.tools[].name'

`POST /v1/tools/{name}`

Execute a specific tool directly (bypass the LLM):

curl http://localhost:8200/v1/tools/bash_execute \
  -H "Content-Type: application/json" \
  -d '{"command": "df -h", "timeoutMs": 5000}'

curl http://localhost:8200/v1/tools/file_read \
  -H "Content-Type: application/json" \
  -d '{"path": "/etc/hostname"}'

`GET /health`

Health check:

curl http://localhost:8200/health
# {"status":"ok","model":"Gemma-4-E4B-it-GGUF","tools":10}

`GET /sessions`, `POST /sessions`, `DELETE /sessions/{id}`

Session management:

# List sessions
curl http://localhost:8200/sessions

# Delete a session
curl -X DELETE http://localhost:8200/sessions/session-20260506-143045

MCP Server

The MCP server exposes the bash agent as a tool server over the Model Context Protocol, enabling any MCP-compatible agent to use bash tools.

Configure in Claude Code

Add to ~/.claude/settings.json:

{
  "mcpServers": {
    "gaia-bash": {
      "command": "/path/to/gaia-bash",
      "args": ["--mcp"]
    }
  }
}

Now Claude Code can use bash agent tools:

> Use gaia-bash to run shellcheck on my deploy.sh script
> Use gaia-bash to write a BATS test for my backup.sh

Configure in OpenCode

Add to OpenCode’s MCP config:

{
  "mcpServers": {
    "gaia-bash": {
      "command": "gaia-bash",
      "args": ["--mcp"],
      "env": {
        "LEMONADE_BASE_URL": "http://localhost:13305/api/v1"
      }
    }
  }
}

MCP Capabilities

Capability	Description
`tools/list`	Returns all bash agent tools as MCP tool definitions
`tools/call`	Executes a tool call and returns structured results
`prompts/list`	Exposes prompt templates: `review-script`, `generate-bats-test`, `explain-command`, `posix-check`
`prompts/get`	Returns the prompt template with parameter substitution

Test the MCP server

# Start MCP server manually and send a tools/list request
echo '{"jsonrpc":"2.0","id":1,"method":"tools/list"}' | ./build/gaia-bash --mcp

Demo Walkthrough

A quick demo showing the key features of gaia-bash:

1. Write a Script

> Write a script that finds all .log files older than 30 days and compresses them

  #!/usr/bin/env bash
  set -euo pipefail

  LOG_DIR="${1:-.}"
  DAYS="${2:-30}"

  find "$LOG_DIR" -name '*.log' -mtime +"$DAYS" -print0 |
    while IFS= read -r -d '' file; do
      gzip --best "$file"
      echo "Compressed: ${file}.gz"
    done

  Using tool: file_write → compress_old_logs.sh
  Using tool: script_lint → 0 warnings

2. Review the Script

> /review compress_old_logs.sh

  ## Code Review: compress_old_logs.sh

  Correctness:  Handles filenames with spaces/newlines via -print0
  Security:     No injection risks, all variables quoted
  Portability:  gzip --best is GNU-specific (use gzip -9 for broader compat)
  Performance:  Streaming via pipe, no temp files
  Style:        ShellCheck clean, well-quoted

3. Generate Tests

> /test compress_old_logs.sh

  Running: bats test_compress_old_logs.bats

  4/4 tests passed
    compresses .log files older than 30 days
    skips .log files newer than threshold
    handles filenames with spaces
    respects custom directory argument

4. Use via API

# From another terminal
curl -s http://localhost:8200/v1/tools/script_lint \
  -d '{"path":"compress_old_logs.sh"}' | jq .

5. Use via MCP from Claude Code

Claude Code> Use gaia-bash to check my deploy.sh for POSIX compliance

  gaia-bash: Running POSIX compliance check on deploy.sh...
  Found 3 bashisms in #!/bin/sh script:
    Line 12: [[ ]] → use [ ] for POSIX
    Line 25: ${var,,} → use tr '[:upper:]' '[:lower:]'
    Line 41: arrays → use positional parameters or files

Configuration

Environment Variables

Variable	Default	Description
`LEMONADE_BASE_URL`	`http://localhost:8000/api/v1`	Lemonade Server URL
`LEMONADE_MODEL`	`Qwen3-Coder-Next-GGUF`	Model to load
`GAIA_CPP_CTX_SIZE`	`16384`	Context window size (tokens)
`GAIA_STREAMING`	`0`	Enable streaming (`1` = on)
`GAIA_DEBUG`	unset	Enable debug logging

CLI Flags

Flag	Description
`--serve [--port N]`	Start REST API server (default port 8200)
`--mcp`	Start as MCP stdio server
`--print`	Pipe-friendly output (no TUI)
`--no-tui`	Force CleanConsole even on interactive terminal
`--resume <id>`	Resume a saved session
`--list-sessions`	List saved sessions and exit
`--model <name>`	Override the LLM model
`--debug`	Enable debug logging

Building from Source

Prerequisites

CMake 3.14+
C++17 compiler (MSVC 2019+, GCC 9+, Clang 10+)
Lemonade Server running with a coding model loaded

Build

cd cpp
cmake -B build \
  -DGAIA_BUILD_TUI=ON \
  -DGAIA_BUILD_TESTS=ON \
  -DGAIA_BUILD_EXAMPLES=ON

cmake --build build --target gaia-bash
cmake --build build --target tests_mock

Run Tests

cd build
ctest --output-on-failure

Build Options

Option	Default	Description
`GAIA_BUILD_TUI`	`ON`	Build FTXUI-based TUI console
`GAIA_BUILD_TESTS`	`ON`	Build unit tests
`GAIA_BUILD_EXAMPLES`	`ON`	Build example agents
`GAIA_BUILD_INTEGRATION_TESTS`	`OFF`	Build LLM integration tests

Architecture

┌─────────────────────────────────────────────────────────┐
│  gaia-bash binary                                        │
│                                                          │
│  ┌──────────────┐  ┌──────────────┐  ┌───────────────┐ │
│  │ TUI Console   │  │ API Server   │  │ MCP Server    │ │
│  │ (FTXUI)       │  │ (cpp-httplib)│  │ (stdio)       │ │
│  │ --default--   │  │ --serve      │  │ --mcp         │ │
│  └──────┬───────┘  └──────┬───────┘  └──────┬────────┘ │
│         │                  │                  │          │
│         └──────────┬───────┴──────────────────┘          │
│                    │                                     │
│         ┌──────────┴──────────┐                          │
│         │  BashAgent : Agent   │                          │
│         │  10 bash tools       │                          │
│         │  Session persistence │                          │
│         └──────────┬──────────┘                          │
│                    │                                     │
├────────────────────┼─────────────────────────────────────┤
│  gaia_core library │                                     │
│         ┌──────────┴──────────┐                          │
│         │  Agent loop          │                          │
│         │  ToolRegistry        │                          │
│         │  LemonadeClient      │                          │
│         │  ProcessRunner       │                          │
│         │  FileIOTools/GitTools│                          │
│         │  SessionStore        │                          │
│         │  ReplRunner          │                          │
│         └──────────┬──────────┘                          │
│                    │ HTTP (SSE)                           │
│         ┌──────────┴──────────┐                          │
│         │  Lemonade Server     │                          │
│         │  (AMD NPU/GPU/CPU)   │                          │
│         └─────────────────────┘                          │
└─────────────────────────────────────────────────────────┘

​Overview

​Quick Start

​Modes of Operation

​Interactive TUI

​Single Query

​Pipe Mode

​API Server

​MCP Server

​Session Resume

​Slash Commands

​Built-in Tools

​Framework Tools (shared with all C++ agents)

​Bash-Specific Tools

​API Server

​Start the server

​Endpoints

​POST /v1/chat/completions

​GET /v1/tools

​POST /v1/tools/{name}

​GET /health

​GET /sessions, POST /sessions, DELETE /sessions/{id}

​MCP Server

​Configure in Claude Code

​Configure in OpenCode

​MCP Capabilities

​Test the MCP server

​Demo Walkthrough

​1. Write a Script

​2. Review the Script

​3. Generate Tests

​4. Use via API

​5. Use via MCP from Claude Code

​Configuration

​Environment Variables

​CLI Flags

​Building from Source

​Prerequisites

​Build

​Run Tests

​Build Options

​Architecture

Overview

Quick Start

Modes of Operation

Interactive TUI

Single Query

Pipe Mode

API Server

MCP Server

Session Resume

Slash Commands

Built-in Tools

Framework Tools (shared with all C++ agents)

Bash-Specific Tools

API Server

Start the server

Endpoints

`POST /v1/chat/completions`

`GET /v1/tools`

`POST /v1/tools/{name}`

`GET /health`

`GET /sessions`, `POST /sessions`, `DELETE /sessions/{id}`

MCP Server

Configure in Claude Code

Configure in OpenCode

MCP Capabilities

Test the MCP server

Demo Walkthrough

1. Write a Script

2. Review the Script

3. Generate Tests

4. Use via API

5. Use via MCP from Claude Code

Configuration

Environment Variables

CLI Flags

Building from Source

Prerequisites

Build

Run Tests

Build Options

Architecture