Features — comanda

🔀 Multi-Agent Orchestration

Run Claude Code, OpenAI Codex, and Gemini CLI in parallel. Get diverse perspectives from multiple AI models and synthesize them into unified recommendations.

architecture-review.yaml

parallel-process:
  claude-analysis:
    input: STDIN
    model: claude-code
    action: "Analyze architecture and trade-offs"
    output: $CLAUDE_RESULT

  gemini-analysis:
    input: STDIN
    model: gemini-cli
    action: "Identify patterns and best practices"
    output: $GEMINI_RESULT

  codex-analysis:
    input: STDIN
    model: openai-codex
    action: "Focus on implementation structure"
    output: $CODEX_RESULT

synthesize:
  input: |
    Claude: $CLAUDE_RESULT
    Gemini: $GEMINI_RESULT
    Codex: $CODEX_RESULT
  model: claude-code
  action: "Combine into unified recommendation"
  output: STDOUT
          

🔁 Agentic Loops

Iterative refinement until the LLM decides work is complete. Perfect for code generation, document writing, and any task that benefits from self-improvement.

iterative-implementation.yaml

implement:
  agentic_loop:
    max_iterations: 5
    exit_condition: llm_decides
    allowed_paths: [./src, ./tests]
    tools: [Read, Write, Edit, Bash]
  input: STDIN
  model: claude-code
  action: |
    Iteration {{ loop.iteration }}.
    Previous: {{ loop.previous_output }}

    Implement, test, and refine. Say DONE when complete.
  output: STDOUT
          

⚡ Parallel Processing

Run independent steps concurrently for faster workflows. Automatically waits for all parallel steps before continuing.

model-comparison.yaml

parallel-process:
  gpt4:
    input: NA
    model: gpt-4o
    action: "Write a function to parse JSON"
    output: gpt4-solution.py

  claude:
    input: NA
    model: claude-3-5-sonnet-latest
    action: "Write a function to parse JSON"
    output: claude-solution.py

compare:
  input: [gpt4-solution.py, claude-solution.py]
  model: gpt-4o-mini
  action: "Compare these implementations"
  output: STDOUT
          

🛠️ Tool Execution

Run shell commands, scripts, and CLIs within your workflows. Integrate with grep, jq, git, or any command-line tool.

git-workflow.yaml

get-diff:
  tool: bash
  input: "git diff HEAD~1"
  output: $DIFF

review:
  input: $DIFF
  model: claude-code
  action: "Review these changes for issues"
  output: STDOUT
          

📊 Workflow Visualization

See the structure of any workflow with ASCII charts. Understand parallel branches, sequential steps, and data flow at a glance.

$ comanda chart workflow.yaml

+================================================+
| WORKFLOW: multi-agent-review.yaml              |
+================================================+

+------------------------------------------------+
|                 INPUT: STDIN                   |
+------------------------------------------------+
                        |
                        v
+================================================+
| PARALLEL: parallel-process (3 agents)          |
+------------------------------------------------+
  ├─ claude-review
  ├─ gemini-review
  └─ codex-review
+================================================+
                        |
                        v
+------------------------------------------------+
| synthesize (agentic_loop: max 3 iterations)    |
+------------------------------------------------+
                        |
                        v
+------------------------------------------------+
|                OUTPUT: STDOUT                  |
+------------------------------------------------+
          

🌐 Multi-Provider Support

Connect to any LLM provider. Cloud APIs, local models via Ollama, or agentic coding tools—all in the same workflow.

Cloud APIs

OpenAI, Anthropic, Google, X.AI, DeepSeek, Moonshot

Local Models

Ollama, vLLM, any OpenAI-compatible endpoint

Agentic Tools

Claude Code, OpenAI Codex, Gemini CLI

📁 Advanced I/O

Process files, URLs, databases, and images. Batch operations with wildcards. Chunking for large files.

File Processing

Wildcards (*.go), chunking, multi-file input

Web Scraping

Fetch URLs, take screenshots, extract content

Database

Read from and write to PostgreSQL

Vision

Analyze images and screenshots with vision models

🚀 Server Mode

Turn any workflow into an HTTP API. Perfect for integrating comanda into your existing services and CI/CD pipelines.

Terminal

# Start the server
$ comanda server

# Call any workflow via HTTP
$ curl -X POST "http://localhost:8080/process?filename=review.yaml" \
    -d '{"input": "code to review"}'
          