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AI agent that turns natural language into executable automation. 415 batteries included.

Project description

Flyto2 AI

flyto-ai

Natural language → executable automation workflows

aider writes code. open-interpreter runs code. flyto-ai builds & runs workflows.

PyPI Python License


What is flyto-ai?

An AI agent that turns natural language into real results + reusable automation workflows.

Say "scrape the title from example.com" — the agent executes it immediately and gives you the result, plus a YAML workflow you can save, share, schedule, and run again.

❯ scrape the title from example.com

Result: "Example Domain"

```yaml
name: Scrape Title
params:
  url: "https://example.com"
steps:
  - id: launch
    module: browser.launch
  - id: goto
    module: browser.goto
    params:
      url: "${{params.url}}"
  - id: extract
    module: browser.extract
    params:
      selector: "h1"

Quick Start

pip install flyto-ai
playwright install chromium     # download browser for web automation
export OPENAI_API_KEY=sk-...   # or ANTHROPIC_API_KEY
flyto-ai

One install, one command — interactive chat with 412 automation modules, browser automation, and self-learning blueprints.

flyto-ai demo

Why flyto-ai?

aider open-interpreter flyto-ai
Output Code changes (git diff) One-time code execution Results + reusable YAML workflows
Tools Your codebase Raw Python/JS/Shell 412 pre-built modules
Learns No No Yes — self-learning blueprints
Reusable Yes (code) No (ephemeral) Yes (save, share, schedule)
Webhook/API No No Yes
For Developers Power users Developers & ops automation
License Apache-2.0 AGPL-3.0 Apache-2.0

Use Cases

Web Scraping

❯ extract all product names and prices from example-shop.com/products
name: Scrape Products
params:
  url: "https://example-shop.com/products"
steps:
  - id: launch
    module: browser.launch
  - id: goto
    module: browser.goto
    params:
      url: "${{params.url}}"
  - id: extract
    module: browser.extract
    params:
      selector: ".product"
      fields:
        name: ".product-name"
        price: ".product-price"

Form Automation

❯ log in to staging.example.com, fill the contact form, and take a screenshot
name: Fill Contact Form
steps:
  - id: launch
    module: browser.launch
  - id: login
    module: browser.login
    params:
      url: "https://staging.example.com/login"
      username_selector: "#email"
      password_selector: "#password"
      submit_selector: "button[type=submit]"
  - id: fill
    module: browser.form
    params:
      url: "https://staging.example.com/contact"
      fields:
        name: "Test User"
        message: "Hello from flyto-ai"
  - id: proof
    module: browser.screenshot

API Monitoring + Notification

❯ check if https://api.example.com/health returns 200, if not send a Slack message
name: Health Check Alert
params:
  endpoint: "https://api.example.com/health"
steps:
  - id: check
    module: http.get
    params:
      url: "${{params.endpoint}}"
  - id: notify
    module: notification.slack
    params:
      webhook_url: "${{params.slack_webhook}}"
      message: "Health check failed: ${{steps.check.status_code}}"
    condition: "${{steps.check.status_code}} != 200"

412 Batteries Included

Powered by flyto-core — 412 automation modules across 78 categories:

Category Modules Examples
Browser 38 launch, goto, click, type, extract, screenshot, wait
HTTP / API 15 GET, POST, download, upload, GraphQL
String 12 split, replace, template, regex, slugify
Image 10 resize, crop, convert, watermark, compress
File 9 read, write, copy, zip, CSV, JSON
Database 6 query, insert, SQLite, PostgreSQL
Notification 5 email, Slack, Telegram, webhook
+ 71 more 317 array, math, crypto, convert, flow, ...

Browse available modules:

flyto-ai version   # Shows installed module count

Self-Learning Blueprints

The agent remembers what works. Good workflows are automatically saved as blueprints — reusable patterns that make future tasks faster.

First time:  "screenshot example.com" → 15s (discover modules, build from scratch)
Second time: "screenshot another.com" → 3s  (reuse learned blueprint)

When are blueprints saved?

  • Only after validation passes + execution succeeds
  • Trivial 1-2 step workflows are skipped
  • Each blueprint has a score based on success/fail ratio — bad ones decay naturally
  • Stored locally in ~/.flyto/blueprints.db
flyto-ai blueprints                             # View learned blueprints
flyto-ai blueprints --export > blueprints.yaml  # Export for sharing

CLI

flyto-ai                                     # Interactive chat — executes tasks directly
flyto-ai chat "scrape example.com"           # One-shot execute mode
flyto-ai chat "scrape example.com" --plan    # YAML-only mode (don't execute)
flyto-ai chat "take screenshot" -p ollama    # Use Ollama (no API key needed)
flyto-ai chat "..." --webhook https://...    # POST result to webhook
flyto-ai serve --port 8080                   # HTTP server for triggers
flyto-ai blueprints                          # List learned blueprints
flyto-ai version                             # Version + dependency status

Interactive Mode

Just run flyto-ai — multi-turn conversation with up/down arrow history:

$ flyto-ai

  _____ _       _        ____       _    ___
 |  ___| |_   _| |_ ___ |___ \     / \  |_ _|
 | |_  | | | | | __/ _ \  __) |   / _ \  | |
 |  _| | | |_| | || (_) |/ __/   / ___ \ | |
 |_|   |_|\__, |\__\___/|_____|  /_/   \_\___|
           |___/

  v0.4.4  Interactive Mode
  Provider: openai  Model: gpt-4o  Tools: 412

  ⏵⏵ execute · openai/gpt-4o · 412 tools
❯ scrape the title from example.com

  ○ browser.launch
  ○ browser.goto
  ○ browser.extract

  The title of example.com is: **Example Domain**

  3 executed · 5 tool calls

  ⏵⏵ execute · openai/gpt-4o · 412 tools · 1 msgs
❯ now also take a screenshot

❯ /mode
Switched to: plan-only (YAML output)

Commands: /clear, /mode, /history, /version, /help, /exit

Webhook & HTTP Server

Send results anywhere:

flyto-ai chat "scrape example.com" --webhook https://hook.site/xxx

Accept triggers from anywhere:

flyto-ai serve --port 8080

# From Slack, n8n, Make, or any HTTP client:
curl -X POST http://localhost:8080/chat \
  -H "Content-Type: application/json" \
  -d '{"message": "take a screenshot of example.com"}'

# Execute mode (default) or plan-only:
curl -X POST http://localhost:8080/chat \
  -H "Content-Type: application/json" \
  -d '{"message": "scrape example.com", "mode": "yaml"}'

Python API

from flyto_ai import Agent, AgentConfig

agent = Agent(config=AgentConfig.from_env())

# Execute mode (default) — runs modules and returns results
result = await agent.chat("extract all links from https://example.com")
print(result.message)            # Result + YAML workflow
print(result.execution_results)  # Module execution results

# Plan-only mode — generates YAML without executing
result = await agent.chat("extract all links from example.com", mode="yaml")
print(result.message)            # YAML workflow only

Multi-Provider

Works with any LLM provider:

export OPENAI_API_KEY=sk-...          # OpenAI models
export ANTHROPIC_API_KEY=sk-ant-...   # Anthropic models
flyto-ai chat "..." -p ollama         # Local models (Llama, Mistral, etc.)
flyto-ai chat "..." --model <name>    # Any specific model

Security

  • Workflows are auditable — YAML is human-readable, reviewable, and version-controllable
  • Module policies — whitelist/denylist categories (e.g. block file.* or database.*)
  • Sensitive param redaction — API keys and passwords are masked in tool call logs
  • Local-first — blueprints stored in local SQLite, nothing sent to third parties
  • Webhook output — structured JSON only, no raw credentials in payload

Architecture

User message
  → LLM (OpenAI / Anthropic / Ollama)
    → Function calling: search_modules, get_module_info, execute_module, ...
      → 412 flyto-core modules
      → Self-learning blueprints
      → Browser page inspection
    → Execute mode: run modules, return results + YAML
    → Plan mode: YAML validation loop (auto-retry on errors)
  → Structured output (results + reusable workflow)

Environment Variables

Variable Description
FLYTO_AI_PROVIDER openai, anthropic, or ollama
FLYTO_AI_API_KEY API key (or use provider-specific vars below)
FLYTO_AI_MODEL Model name override
OPENAI_API_KEY Fallback for OpenAI provider
ANTHROPIC_API_KEY Fallback for Anthropic provider
FLYTO_AI_BASE_URL Custom API endpoint (OpenAI-compatible)

License

Apache-2.0 — use it commercially, fork it, build on it.

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