crewlyze

<div align="center"> <img src="https://raw.githubusercontent.com/sowmiyan-s/crewlyze/main/assets/branding_image.png" alt="Crewlyze - Autonomous Multi-Agent Data Analyst Platform" width="100%" style="border-radius: 14px; box-shadow: 0 12px 32px rgba(0,0,0,0.3);" /> </div> <br /> <h1 align="center" style="font-size: 3.5rem; font-weight: 800; letter-spacing: -1px; margin-bottom: 0;"> 🚀 Crewlyze 🚀 </h1> <p align="center"> <strong style="font-size: 1.4rem; color: #a78bfa;">The Premier Autonomous Multi-Agent Business Intelligence & Data Science Platform</strong><br /> <em>Transforming raw CSV, Excel, and SQLite datasets into C-suite executive PDF reports, custom interactive visualizations, and strategic business intelligence in seconds.</em> </p> <p align="center"> <a href="https://github.com/sowmiyan-s/crewlyze/releases"> <img src="https://img.shields.io/badge/Release-v1.2.3-7c3aed?style=for-the-badge&logo=github" alt="Release" /> </a> <a href="https://www.npmjs.com/package/crewlyze"> <img src="https://img.shields.io/npm/v/crewlyze?style=for-the-badge&color=cb3837&logo=npm" alt="NPM Version" /> </a> <a href="https://python.org"> <img src="https://img.shields.io/badge/Python-3.10%20%7C%203.11%20%7C%203.12%20%7C%203.13-3776AB?style=for-the-badge&logo=python&logoColor=white" alt="Python Version" /> </a> <a href="https://github.com/sowmiyan-s/crewlyze/stargazers"> <img src="https://img.shields.io/badge/Stars-%E2%98%85%20Trending-f59e0b?style=for-the-badge&logo=github" alt="Stars" /> </a> <a href="https://github.com/sowmiyan-s/crewlyze/network/members"> <img src="https://img.shields.io/badge/Forks-PRs%20Welcome-10b981?style=for-the-badge&logo=github" alt="Forks" /> </a> <a href="https://opensource.org/licenses/MIT"> <img src="https://img.shields.io/badge/License-MIT-green.svg?style=for-the-badge" alt="License: MIT" /> </a> </p> <p align="center"> <a href="#-quick-start-one-line-installer">⚡ Quickstart</a> • <a href="#-live-application-interface-showcase">📸 Screenshots</a> • <a href="#-core-capabilities--deep-feature-breakdown">✨ Features</a> • <a href="#-architecture--multi-agent-orchestration">🏗️ Architecture</a> • <a href="#-universal-llm-gateway-matrix">🔑 LLMs</a> • <a href="#-outbound-integrations-hub">📬 Outbound</a> • <a href="#-api-reference-matrix">🔌 API</a> </p>

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⚡ Quick Start

Launch Crewlyze instantly without manually configuring build toolchains:

🪟 Windows (Standalone Installer)

1. Download Crewlyze_Setup_v1.2.3.exe from GitHub Releases.
2. Run the installer wizard (it registers crewlyze to PATH and prepares the Python runtime).
3. Open any Command Prompt or PowerShell and type:

crewlyze

⚡ macOS / Linux / Windows (via NPM)

# 1. Install Crewlyze globally via NPM
npm install -g crewlyze

# 2. Launch the platform from anywhere in your terminal
crewlyze

🎉 Zero-Compiler Setup: Prebuilt Python binary wheels install automatically. The backend server initializes dynamically on port 8000 and automatically opens your web browser to http://localhost:8000.

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📑 Table of Contents

<details open> <summary><strong>Click to Expand / Collapse Table of Contents</strong></summary>

1. 🌍 Executive Vision & Enterprise ROI
2. 📊 Enterprise Comparison Matrix
3. 📸 Live Application Interface Showcase
4. ✨ Core Capabilities & Deep Feature Breakdown
   • 🤖 Autonomous 7-Agent Swarm Orchestration
   • ⚡ Automated Python Virtual Environment Bootstrapper
   • ⚙️ Robust Dataset Processing & Profiling Tools
   • 💬 Real-Time AI Chat & Streaming Copilot
   • 📊 Unlimited Custom Visualization Engine
   • 📄 C-Suite Executive PDF Report Generator
   • 🔍 Read-Only SQL Query Workbench
   • 💻 Cyberpunk CLI & Universal Environment Manager
   • 🔄 Stay-on-Page Workspace Reload Persistence
5. 🏗️ Architecture & Multi-Agent Orchestration
6. 🔑 Universal LLM Gateway Matrix
7. 📬 Outbound Integrations Hub (SMTP & Discord)
8. 🛡️ Production Security & Privacy (Air-Gapped Setup)
9. 🚀 Deployment Modes & Installation Options
10. 🔌 API Reference Matrix
11. 🛠️ Troubleshooting & FAQ
12. 🤝 Contributing & Star History
13. 📜 License & Legal

</details>

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🌍 Executive Vision & Enterprise ROI

In modern data-driven organizations, the biggest bottleneck is no longer data collection—it is data interpretation speed. Data analysts spend 80% of their work hours writing repetitive Pandas cleaning scripts, running correlation matrices, and manually formatting slide decks for executive leadership.

Crewlyze eliminates this friction by deploying an Autonomous Multi-Agent AI Swarm. Powered by CrewAI and LiteLLM, Crewlyze models a collaborative human data science department. Specialized AI agents independently audit data hygiene, map complex non-linear correlations, audit statistical anomalies, forecast temporal trends, train predictive heuristics, formulate C-suite SWOT strategies, and construct interactive dashboards—all in under 3 minutes.

💰 Compounding Enterprise Value & ROI

• ⚡ 98% Time Reduction: Replaces 15–20 hours of manual Exploratory Data Analysis (EDA) with a 3-minute executive audit report.
• 🔓 Data Democratization: Non-technical executives can upload raw CSV/Excel/SQLite files and immediately receive actionable business recommendations without typing SQL or Python.
• 🔒 100% Air-Gapped Privacy: Connect to Ollama (http://localhost:11434) to run 100% private, offline data analysis on local hardware with zero external API data transmission.

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📊 Enterprise Comparison Matrix

| Feature / Capability | Crewlyze | Traditional BI (Tableau / PowerBI) | ChatGPT / Claude Web | Custom Python Scripts | | :--- | :---: | :---: | :---: | :---: | | Autonomous Multi-Agent Swarm | ✅ 7 Specialized Agents | ❌ Manual | ❌ Single-Turn | ❌ Requires Coding | | Real-Time Token Streaming | ✅ Built-in (SSE) | ❌ N/A | ✅ Web Only | ❌ Complex Setup | | Unlimited Custom Viz Engine | ✅ Matplotlib/Seaborn (<0.2s) | ⚠️ Rigid Templates | ⚠️ Basic Code Execution | ⚠️ Manual Scripting | | C-Suite PDF Executive Reports | ✅ ReportLab Dynamic PDF | ⚠️ Manual Export | ❌ Text Only | ❌ Custom Scripting | | Cyberpunk CLI & Env Manager | ✅ ANSI 256 Banner & Loader | ❌ None | ❌ N/A | ❌ Custom Scripting | | 100% Offline Air-Gapped Mode | ✅ Ollama Local | ❌ Cloud-gated | ❌ Requires Cloud | ✅ Manual Local | | Outbound Email & Discord Dispatch | ✅ Automated (SMTP/Discord) | ⚠️ Expensive Addons | ❌ None | ❌ Manual Webhooks | | Read-Only SQL Timeout Guard | ✅ Built-in (3s Guard) | ⚠️ Manual Queries | ❌ None | ❌ Manual Guardrails | | Zero-Compiler Setup | ✅ npx crewlyze | ❌ Complex Desktop App | ❌ Web Browser Only | ❌ Complex Venv Setup |

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📸 Live Application Interface Showcase

Explore live previews captured directly from an active Crewlyze workspace session:

| Application Module | Live Interface Preview & Description | | :--- | :--- | | 🤖 Real-Time AI Chat & Custom Viz Engine | <img src="assets/Screenshots/4.CHAT%20AI.png" alt="AI Chat Interface with Custom Chart" width="100%" style="border-radius: 10px; border: 1px solid rgba(255,255,255,0.12);" /><br><em>Real-time AI Chat streaming with subtle blinking Thinking... status, slash <code>/</code> column autocomplete picker, custom Matplotlib/Seaborn visualization generation, and single 1-click <code>📥 Download PNG</code> button overlays.</em> | | 🏢 Project Workspace Hub | <img src="assets/Screenshots/3.INSIDE PROJECT.png" alt="Project Workspace Hub" width="100%" style="border-radius: 10px; border: 1px solid rgba(255,255,255,0.12);" /><br><em>Central project hub with stay-on-page reload state management, dataset preview grid, and instant navigation between Crew Analysis and AI Chat.</em> | | 📊 Interactive Dashboards & Plotly Engine | <img src="assets/Screenshots/8.VISUALIZATION.png" alt="Interactive Dashboards" width="100%" style="border-radius: 10px; border: 1px solid rgba(255,255,255,0.12);" /><br><em>Autonomous multi-agent Plotly chart suite with responsive hover tooltips, zoom/pan controls, and feature distribution maps.</em> | | 💼 Strategic Business Insights & SWOT | <img src="assets/Screenshots/7.BUSINESS INSIGHTS.png" alt="Executive Business Insights" width="100%" style="border-radius: 10px; border: 1px solid rgba(255,255,255,0.12);" /><br><em>C-suite strategic insights, SWOT risk matrices, correlation analysis, and automated executive action item recommendations.</em> | | ⚙️ Settings & Universal LLM Config | <img src="assets/Screenshots/2.SETTINGS.png" alt="Universal LLM Config" width="100%" style="border-radius: 10px; border: 1px solid rgba(255,255,255,0.12);" /><br><em>Configure 100+ cloud & local LLMs (Ollama, OpenAI, Anthropic, Gemini, NVIDIA, Minimax) and SMTP / Discord outbound webhooks.</em> |

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✨ Core Capabilities & Deep Feature Breakdown

🤖 Autonomous 7-Agent Swarm Orchestration

Crewlyze delegates dataset processing across a strictly linear multi-agent workflow. Each stage consumes the output of the previous one — nothing runs in parallel and nothing is computed before its dependencies exist. Specialized agents (Anomaly / Trend / Predictive) run last and only when explicitly selected or in deep-analysis mode, so their LLM calls are never wasted on a report the user did not request.

[Raw CSV / Excel / SQLite]
           │
           ▼
  ┌─────────────────────────────────────────────────────────────┐
  │  🧹 1. Data Quality & Profiling Agent (cleaner.py)          │
  │     - Evaluates null density (>60% threshold removal)       │
  │     - Imputes missing numerical/categorical values           │
  │     - Sanitizes string formatting & standardizes headers    │
  └──────────────────────────────┬──────────────────────────────┘
                                 │ Cleaned Data
                                 ▼
  ┌─────────────────────────────────────────────────────────────┐
  │  📊 2. Relationship & Correlation Analyst (relation.py)    │
  │     - Computes Pearson & Spearman correlation matrices      │
  │     - Identifies non-linear patterns & ANOVA variance drivers │
  └──────────────────────────────┬──────────────────────────────┘
                                 │ Correlation Maps  ──┐ (fed into viz + insights)
                                 ▼                     │
  ┌─────────────────────────────────────────────────────────────┐
  │  🎨 3. Interactive Visualizer (visualizer.py)              │
  │     - Renders charts from the relationships mapped above     │
  └──────────────────────────────┬──────────────────────────────┘
                                 │ Charts  ──────────┤ (fed into insights)
                                 ▼                  │
  ┌─────────────────────────────────────────────────────────────┐
  │  💼 4. Senior Strategic Business Consultant (insights.py)   │
  │     - Synthesizes cleaning + relations + charts into SWOT   │
  │     - Highlights operational bottleneck risks & opportunities│
  └──────────────────────────────┬──────────────────────────────┘
                                 │ Strategic Context
                                 ▼
  ┌─────────────────────────────────────────────────────────────┐
  │  🚨 5. Anomaly & Risk Auditor Agent (anomaly.py)   [optional]│
  │  📈 6. Time-Series & Trend Analyst Agent (trend.py)  [optional]│
  │  📉 7. Predictive ML Specialist Agent (predictive.py) [optional]│
  │     - Run ONLY if selected or in deep-analysis mode          │
  │     - Each falls back to a pure-Python statistical engine    │
  └──────────────────────────────┬──────────────────────────────┘
                                 │ Specialized Analysis
                                 ▼
  ┌─────────────────────────────────────────────────────────────┐
  │  📊 8. Interactive Plotly Builder (generate_plotly_charts)  │
  │     - Parses relations into responsive, hoverable charts     │
  └──────────────────────────────┬──────────────────────────────┘
                                 │ Complete Dashboard
                                 ▼
                    [Executive PDF Report & Web UI]

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💬 Real-Time AI Chat & Streaming Copilot

Interrogate your dataset conversationally through our high-speed streaming interface:

• Non-Blocking SSE Streaming: Executes synchronous Python and LLM operations in background thread pools (loop.run_in_executor(None, run_sync_stream)), maintaining a 100% responsive FastAPI event loop.
• Subtle Blinking "Thinking..." Status: Fades in a gentle italicized Thinking... indicator while reasoning, which smoothly disappears as answer text streams in.
• Slash / Column Picker: Type / in the chat input bar to launch an interactive autocomplete dropdown listing all dataset columns with their data types (int64, float64, object).
• Automatic Chat History Persistence: Conversations, messages, and generated high-res PNG chart image cards automatically save to chat_history.json inside each project's directory, restoring instantly on browser refresh (F5).
• Export Options: Download AI Chat transcripts directly as Markdown (.md) or PDF documents.

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📊 Unlimited Custom Visualization Engine

Ask the AI Chat for ANY custom visualization request and Crewlyze generates it in milliseconds (<0.2s) via Matplotlib/Seaborn:

• Supported Plot Types:
  • 📊 Distribution Histograms & KDE Density Curves
  • 📦 Box & Violin Plots
  • 🌌 Scatter & 3D Scatter Plots
  • 🌡️ Correlation Heatmaps & Pairplots
  • 📈 Time-Series Line Graphs & Area Plots
  • 📊 Stacked & Grouped Bar Charts
  • 🍩 Pie & Donut Charts
  • 🎯 Radar Plots & Subplot Dashboards
  • 🎨 Custom Color Themes & Palettes
• Single 1-Click Download Overlay: Hover over any generated chart card to download the PNG image instantly via the single 📥 Download PNG button.
• Concise Output Control: When generating visualizations, the copilot prints ONLY a 1-sentence caption introducing the chart, suppressing unasked text clutter.

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📄 C-Suite Executive PDF Report Generator

• ReportLab Dynamic PDF Engine: Generates beautifully structured, multi-page executive summary reports directly from multi-agent output data.
• HTML Entity Escaping & Numbered Canvas: Auto-escapes special characters (&, <, >) in insights to prevent PDF parsing crashes, with dynamic page numbers (Page X of Y).
• Structured Pillar Cards & Target Tables: Summarizes top statistical parameters (Min/Max/Mean/Std) and formats C-suite strategic pillars inside executive cards.
• Embedded Chart Figures: Includes high-resolution Matplotlib chart figures alongside qualitative visual intelligence breakdowns.

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🔍 Read-Only SQL Query Workbench

• NLP-to-SQL Compiler: Ask plain English questions ("Show top 10 rows by revenue") to automatically compile and execute SQL statements against the underlying SQLite engine.
• 3-Second Timeout Guard: SQLite progress handlers interrupt long-running or recursive queries after ~3 seconds to prevent CPU DoS attacks.
• Read-Only Safety: Statement sanitizers permit only SELECT, WITH, and EXPLAIN queries. Administrative or mutating statements (DROP, DELETE, UPDATE, ALTER) are automatically blocked.

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⚡ Automated Python Virtual Environment Bootstrapper

• Zero-Compiler Virtual Environment Provisioning (bin/install-python.js): Automatically detects installed system Python runtime versions (3.10–3.13), initializes an isolated Python virtual environment (.venv), upgrades core pip tools, and silently provisions all required backend dependencies (requirements.txt).
• Cross-Platform Port & Server Launcher (bin/crewlyze.js): Manages dynamic port selection, checks local service availability, launches FastAPI sub-processes smoothly across Windows, macOS, and Linux, and opens your default browser to http://localhost:8000.

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⚙️ Robust Dataset Processing & Profiling Tools

• Automated Encoding Detection (tools/dataset_tools.py): Intelligently inspects and decodes raw dataset files across various encodings (UTF-8, Latin-1, CP1252, ISO-8859-1) to eliminate ingestion crashes on complex legacy enterprise files.
• Statistical Hygiene & Imputation: Performs automated missing value density profiling (>60% column pruning threshold), numerical mean/median imputation, and categorical frequency normalization.
• Summary Metadata Generation: Instantly extracts dataset dimensions, numerical statistics (Min, Max, Mean, Std, Quartiles), categorical value distributions, and data type mapping for consumption by the agent swarm.

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💻 Cyberpunk CLI & Universal Environment Manager

• Cyberpunk Terminal Formatting (config/cli_formatter.py): Features an ANSI 256 color terminal banner, stylized execution log step badges ([INFO], [SUCCESS], [WARNING], [ERROR]), and an interactive server ready indicator box.
• Universal Environment Manager (config/env_loader.py): Automatically searches and loads configuration from ~/.crewlyze/.env, project root .env, and CWD .env; provisions ~/.crewlyze/data and ~/.crewlyze/outputs runtime directories across any environment.
• Cross-Platform NPM Package Integration (bin/crewlyze.js, bin/install-python.js): Run npx crewlyze or npm start anywhere with automatic virtual environment initialization.

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🔄 Stay-on-Page Workspace Reload Persistence

• Reload State Manager: localStorage session state management automatically preserves your active project session and section tab (Crew Chat, Crew Analysis, or Hub) on browser refresh (F5), bringing you straight back to your active work.

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📝 Live Issue & Feedback Reporting Hub

• Zero-Setup Live Reporting Modal: Submit bug reports, feature requests, or general feedback directly from the sidebar.
• Direct Team Inbox Delivery: Dispatches submissions live to the product team inbox without requiring any local SMTP configuration.
• Persistent Local Logging: Automatically logs all submissions locally in data/feedback_submissions.json to ensure zero data loss.

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🏗️ Architecture & Multi-Agent Orchestration

Crewlyze operates on a dual-engine architecture engineered for maximum performance:

┌────────────────────────────────────────────────────────────────────────┐
│                    Vanilla JS Frontend (Browser)                       │
│   - Glassmorphism Dark UI         - SSE Stream Receiver Reader        │
│   - Slash / Column Autocomplete   - Stay-on-Page Reload State Manager  │
└───────────────────────────────────┬────────────────────────────────────┘
                                    │ HTTP / SSE Stream
┌───────────────────────────────────▼────────────────────────────────────┐
│                    FastAPI Asynchronous Backend                        │
│   - Non-Blocking Thread Executors  - Read-Only SQL Query Workbench     │
│   - Subprocess Code Sandboxing    - Chat History JSON Storage          │
│   - ReportLab Executive PDF Engine - ANSI Cyberpunk CLI & Env Manager  │
└───────────────────────────────────┬────────────────────────────────────┘
                                    │ CrewAI & LiteLLM
┌───────────────────────────────────▼────────────────────────────────────┐
│             Universal LLMs & Local Execution Engine (Ollama)           │
│   Ollama Local / OpenAI / Anthropic / Gemini / NVIDIA / Minimax / Groq  │
└────────────────────────────────────────────────────────────────────────┘

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🔑 Universal LLM Gateway Matrix

Crewlyze supports 100+ LLM providers via LiteLLM. Configure keys in the Sidebar Settings Modal:

| Provider | Setup Instructions | Supported Models | | :--- | :--- | :--- | | 🦙 Ollama (Local Offline) | Boot Ollama on http://localhost:11434. 100% free & offline! | ollama/llama3.1, ollama/qwen2.5, ollama/mistral | | 🟢 OpenAI | Enter OpenAI API Key (OPENAI_API_KEY) | gpt-4o, gpt-4o-mini, o1-preview | | 🟣 Anthropic | Enter Anthropic API Key (ANTHROPIC_API_KEY) | claude-3-5-sonnet, claude-3-haiku | | 🔵 Google Gemini | Enter Gemini API Key (GEMINI_API_KEY) | gemini/gemini-1.5-flash, gemini/gemini-1.5-pro | | 🟢 NVIDIA NIM | Enter NVIDIA NIM API Key (NVIDIA_API_KEY) | nvidia/llama-3.1-70b-instruct | | ⚡ Groq / DeepSeek | Enter API Key in Settings | groq/llama-3.3-70b-versatile, deepseek-chat | | 🌐 Custom OpenAI Proxies | Route requests to custom vLLM / LM Studio endpoints | openai/custom-model |

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📬 Outbound Integrations Hub (SMTP & Discord)

Configure outbound notification channels in the Settings Modal to automatically dispatch reports upon analysis completion:

• SMTP Email Dispatcher: Configure host, port (587 STARTTLS / 465 SSL), credentials, and target recipients to automatically email generated PDF executive reports upon analysis completion.
• Discord Webhook Alerts: Enter a Discord Webhook URL to post formatted markdown embeds with metric summaries, warning badges, and direct PDF attachments to Discord channels.
• Slack Webhooks: Posts formatted markdown summary cards directly to Slack channels.
• Custom REST Webhooks: Dispatches JSON metadata payloads and PDF binaries to external API webhooks.

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🛡️ Production Security & Privacy (Air-Gapped Setup)

• Air-Gapped Local Privacy: Configure Ollama (http://localhost:11434) for 100% offline analysis. Zero data bytes leave your local network.
• Isolated Subprocess Sandboxing: All generated Python cleaning and visualization code executes inside isolated child processes via subprocess.run(), avoiding parent exec() risks.
• Path Traversal Guards: File paths are validated using .resolve() and .relative_to() security checks to prevent unauthorized file access.
• Auto-Healing Package Installer: Missing Python modules trigger pip install --prefer-binary automatically without requiring manual SDK compilations.

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🚀 Deployment Modes & Installation Options

🪟 Option 1: Windows One-Click Setup Installer (.exe)

The easiest way to run Crewlyze on Windows without needing Node.js or Git:

1. Download Crewlyze_Setup_v1.2.3.exe from GitHub Releases.
2. Run the installer wizard (installs shortcuts, adds crewlyze to system PATH, and auto-configures Python & dependencies).
3. Open any Command Prompt or PowerShell and launch:

crewlyze

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⚡ Option 2: NPM Launcher

Works out-of-the-box on Windows, macOS, and Linux:

# Install globally via NPM
npm install -g crewlyze

# Launch Crewlyze from anywhere in your terminal
crewlyze

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🐳 Option 2: Docker & Docker Compose

git clone https://github.com/sowmiyan-s/crewlyze.git
cd crewlyze
docker-compose up --build -d

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💻 Option 3: Python Developer Setup

# 1. Clone repository
git clone https://github.com/sowmiyan-s/crewlyze.git
cd crewlyze

# 2. Virtual environment setup
python -m venv venv
# Linux/macOS:
source venv/bin/activate
# Windows:
venv\Scripts\activate

# 3. Install dependencies
pip install -r requirements.txt

# 4. Start server
python main.py

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🔌 API Reference Matrix

Key Backend Endpoints

| Method | Endpoint | Description | | :--- | :--- | :--- | | POST | /api/upload | Upload raw dataset file (CSV, Excel, SQLite). | | POST | /api/analyze | Trigger autonomous 7-agent CrewAI swarm analysis. | | POST | /api/copilot/stream | Real-time SSE token & thought streaming endpoint for AI Chat. | | GET | /api/chat-history | Load saved project AI chat history. | | POST | /api/chat-history | Save project AI chat history to chat_history.json. | | POST | /api/query-sql | Execute read-only SQL queries with 3-second timeout protection. | | POST | /api/test-smtp | Test outbound SMTP email report delivery. | | POST | /api/test-discord | Test outbound Discord webhook report dispatch. | | GET | /api/export-pdf | Download ReportLab HTML-escaped PDF executive report. | | GET | /api/export-pptx | Download PowerPoint (.pptx) slide deck. | | GET | /api/export-zip | Download complete ZIP workspace archive. |

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🛠️ Troubleshooting & FAQ

<details> <summary><strong>Q: Why does npx crewlyze work without C++ or Rust compilers?</strong></summary> Crewlyze uses binary wheel flags (`--prefer-binary`) during Python dependency resolution, avoiding source compilation on Windows, macOS, and Linux. </details> <details> <summary><strong>Q: How do I run Crewlyze 100% offline?</strong></summary> Install Ollama, run `ollama run llama3.1`, select Ollama as provider in Crewlyze Settings, and set Base URL to `http://localhost:11434`. </details> <details> <summary><strong>Q: How does page reload stay on the exact same tab?</strong></summary> Crewlyze manages session state in `localStorage` (`crewlyze_active_project_id` & `crewlyze_active_section`), restoring active project tabs automatically on `F5` refresh. </details> <details> <summary><strong>Q: Are generated chart images saved across sessions?</strong></summary> Yes! Chat conversations and generated PNG chart URLs auto-save to `chat_history.json` per project directory and restore on session load. </details>

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🤝 Contributing & Star History

We welcome contributions from open-source developers! Please feel free to open Issues or submit Pull Requests.

🌟 Star History

If you find Crewlyze useful, please give us a star on GitHub! It helps the project grow and reach more developers.

<p align="center"> <a href="https://github.com/sowmiyan-s/crewlyze"> <img src="https://img.shields.io/badge/%E2%AD%90%20Star%20Crewlyze%20on%20GitHub-Click%20Here-f59e0b?style=for-the-badge&logo=github" alt="Star Crewlyze on GitHub" /> </a> </p>

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📜 License & Legal

Distributed under the MIT License. Free for commercial and personal use.

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<div align="center"> _{Built with ❤️ by <strong>Sowmiyan S</strong> and the Open Source Community.} </div>