{"id":50692848,"url":"https://github.com/rudra496/nexus-agent","last_synced_at":"2026-06-09T04:33:51.958Z","repository":{"id":352119650,"uuid":"1213819247","full_name":"rudra496/nexus-agent","owner":"rudra496","description":"⚡ Nexus Agent — Zero-config, self-evolving local AI agent framework. Multi-agent orchestration, GraphRAG, IDE integration. 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align=\"center\"\u003e\n  \u003cimg src=\"https://raw.githubusercontent.com/rudra496/nexus-agent/main/.github/assets/banner.svg\" alt=\"NexusAgent\" width=\"600\"/\u003e\n\n  \u003ch1 align=\"center\"\u003e⚡ NexusAgent\u003c/h1\u003e\n  \u003cp align=\"center\"\u003e\n    \u003cstrong\u003eThe Zero-Config, Self-Evolving Local AI Agent Framework\u003c/strong\u003e\n  \u003c/p\u003e\n  \u003cp align=\"center\"\u003e\n    \u003cem\u003ePrivacy-first · GraphRAG memory · Skill auto-generation · Plugin ecosystem\u003c/em\u003e\n  \u003c/p\u003e\n\u003c/p\u003e\n\n\u003cp align=\"center\"\u003e\n  \u003ca href=\"https://github.com/rudra496/nexus-agent/releases\"\u003e\u003cimg src=\"https://img.shields.io/github/v/release/rudra496/nexus-agent?style=flat-square\u0026color=cyan\" alt=\"Version\"/\u003e\u003c/a\u003e\n  \u003ca href=\"https://github.com/rudra496/nexus-agent/stargazers\"\u003e\u003cimg src=\"https://img.shields.io/github/stars/rudra496/nexus-agent?style=flat-square\u0026color=yellow\" alt=\"Stars\"/\u003e\u003c/a\u003e\n  \u003ca href=\"https://github.com/rudra496/nexus-agent/actions\"\u003e\u003cimg src=\"https://img.shields.io/github/actions/workflow/status/rudra496/nexus-agent/ci.yml?style=flat-square\u0026label=CI\" alt=\"CI\"/\u003e\u003c/a\u003e\n  \u003ca href=\"https://pypi.org/project/nexus-agent/\"\u003e\u003cimg src=\"https://img.shields.io/pypi/pyversions/nexus-agent?style=flat-square\" alt=\"Python\"/\u003e\u003c/a\u003e\n  \u003ca href=\"https://github.com/rudra496/nexus-agent/blob/main/LICENSE\"\u003e\u003cimg src=\"https://img.shields.io/github/license/rudra496/nexus-agent?style=flat-square\" alt=\"License\"/\u003e\u003c/a\u003e\n  \u003ca href=\"https://github.com/rudra496/nexus-agent/issues\"\u003e\u003cimg src=\"https://img.shields.io/github/issues/rudra496/nexus-agent?style=flat-square\" alt=\"Issues\"/\u003e\u003c/a\u003e\n\u003c/p\u003e\n\n\u003cp align=\"center\"\u003e\n  \u003ca href=\"#installation\"\u003e\u003cb\u003eInstall\u003c/b\u003e\u003c/a\u003e ·\n  \u003ca href=\"#quick-start\"\u003e\u003cb\u003eQuick Start\u003c/b\u003e\u003c/a\u003e ·\n  \u003ca href=\"#features\"\u003e\u003cb\u003eFeatures\u003c/b\u003e\u003c/a\u003e ·\n  \u003ca href=\"#cli-reference\"\u003e\u003cb\u003eCLI\u003c/b\u003e\u003c/a\u003e ·\n  \u003ca href=\"https://rudra496.github.io/nexus-agent\"\u003e\u003cb\u003eWebsite\u003c/b\u003e\u003c/a\u003e ·\n  \u003ca href=\"docs/configuration.md\"\u003e\u003cb\u003eConfig\u003c/b\u003e\u003c/a\u003e ·\n  \u003ca href=\"docs/plugin-guide.md\"\u003e\u003cb\u003ePlugins\u003c/b\u003e\u003c/a\u003e\n\u003c/p\u003e\n\n---\n\n## Table of Contents\n\n- [Features](#features)\n- [Architecture](#architecture)\n- [Installation](#installation)\n- [Quick Start](#quick-start)\n- [CLI Reference](#cli-reference)\n- [Configuration](#configuration)\n- [Plugin System](#plugin-system)\n- [API Reference](#api-reference)\n- [Enterprise Features](#enterprise-features)\n- [Comparison](#comparison)\n- [Performance](#performance)\n- [Roadmap](#roadmap)\n- [Contributing](#contributing)\n- [License](#license)\n- [Acknowledgments](#acknowledgments)\n\n---\n\n## ✨ Features\n\n- 🧠 **GraphRAG Memory** — Persistent knowledge graph using NetworkX for intelligent context retrieval\n- 🔧 **Auto Skill Generation** — Agent writes its own tools during runtime and saves them permanently\n- 🔌 **Plugin System** — Extend with custom plugins, hot-reload support, hook-based architecture\n- 🐳 **Docker Ready** — Full containerization with Docker and docker-compose support\n- 🌐 **Web Dashboard** — Optional FastAPI dashboard for monitoring skills, memory, and task history\n- 🔒 **Privacy-First** — Local-first execution with Ollama. Optional cloud models via LiteLLM.\n- ⚡ **Zero Config** — Works out of the box with Ollama; configurable when you need it\n- 📦 **Sandboxed Execution** — Isolated skill execution with timeouts and memory limits\n- 🤖 **Multi-Agent System** — Orchestrate multiple agents with task delegation and role-based routing\n- 🛡️ **Enterprise Security** — Encrypted cloud sync (Fernet), audit logging with RBAC\n- 🎤 **Voice Interface** — Speech-to-text (Whisper) and text-to-speech integration\n- 💻 **IDE Integration** — JSON-RPC server for VS Code, JetBrains, and other editors\n- 🚀 **Self-Updating** — Check for new versions, auto-update skills from a registry\n- 💾 **Export System** — Export skills, graphs, and reports as JSON, Markdown, or skill packs\n- 🎯 **Multi-Model** — Works with any model via LiteLLM (Ollama, OpenAI, Anthropic, etc.)\n\n## 🏗 Architecture\n\n```mermaid\ngraph TB\n    CLI[CLI / Web Dashboard] --\u003e Agent[NexusAgent Core]\n    Agent --\u003e LiteLLM[LiteLLM Router]\n    LiteLLM --\u003e Ollama[Ollama / OpenAI / Anthropic]\n    \n    Agent --\u003e Memory[GraphRAG Memory\u003cbr/\u003eNetworkX]\n    Agent --\u003e Skills[Skill Tree\u003cbr/\u003eAuto-Generated Tools]\n    Agent --\u003e Plugins[Plugin Manager\u003cbr/\u003eHot-Reload]\n    Agent --\u003e Sandbox[Sandbox Executor\u003cbr/\u003eIsolated Subprocess]\n    \n    Config[Config Manager\u003cbr/\u003eYAML/JSON] --\u003e Agent\n    Updater[Self-Updater\u003cbr/\u003ePyPI + Registry] --\u003e Agent\n    Exporter[Export Engine\u003cbr/\u003eJSON / MD / ZIP] --\u003e Agent\n    \n    Memory --\u003e Persist[(Local Storage\u003cbr/\u003e.nexus/)]\n    Skills --\u003e Persist\n    Plugins --\u003e PluginDir[.nexus/plugins/]\n    \n    style Agent fill:#0ea5e9,color:#fff\n    style Memory fill:#22c55e,color:#fff\n    style Skills fill:#a855f7,color:#fff\n    style Plugins fill:#f59e0b,color:#fff\n```\n\n## 📦 Installation\n\n### pip (Recommended)\n```bash\npip install nexus-agent\n```\n\n### pipx (Isolated)\n```bash\npipx install nexus-agent\n```\n\n### Docker\n```bash\ndocker pull rudra496/nexus-agent\ndocker run -it -v $(pwd):/workspace rudra496/nexus-agent run \"Explain quantum computing\"\n```\n\n### From Source\n```bash\ngit clone https://github.com/rudra496/nexus-agent.git\ncd nexus-agent\npip install -e .\n```\n\n\u003e **Requires:** Python 3.10+ and [Ollama](https://ollama.ai/) for local models (optional for cloud models).\n\n## 🚀 Quick Start\n\n```bash\n# 1. Start Ollama (if using local models)\nollama serve\n\n# 2. Pull a model\nollama pull llama3\n\n# 3. Run your first task\nnexus run \"Create a Python function to calculate Fibonacci numbers\"\n\n# 4. Check status\nnexus status\n\n# 5. Trigger self-evolution — scans your workspace and builds GraphRAG memory\nnexus evolve\n\n# 6. View generated skills\nnexus skills\n```\n\n## 📋 CLI Reference\n\n| Command | Description |\n|---------|-------------|\n| `nexus run \"prompt\"` | Execute a task with the AI agent |\n| `nexus evolve` | Scan workspace and build GraphRAG memory |\n| `nexus status` | View memory, skills, and plugin diagnostics |\n| `nexus skills` | List all auto-generated skills |\n| `nexus config show` | Display current configuration |\n| `nexus config set model.default ollama/codellama` | Set a config value |\n| `nexus config reset` | Reset config to defaults |\n| `nexus web` | Launch the web dashboard (port 8420) |\n| `nexus export -f json -k skills` | Export skills as JSON |\n| `nexus export -f markdown -k report` | Export full report |\n| `nexus export -f skillpack` | Export shareable skill pack |\n| `nexus plugin list` | List installed plugins |\n| `nexus plugin reload` | Hot-reload plugins |\n| `nexus update` | Check for updates and self-update |\n| `nexus sync push` | Push local data to encrypted cloud sync |\n| `nexus sync pull` | Pull data from cloud sync target |\n| `nexus sync status` | Show cloud sync status |\n| `nexus audit log` | View audit log entries |\n| `nexus audit stats` | Show audit log statistics |\n| `nexus marketplace search \"query\"` | Search marketplace for skills |\n| `nexus marketplace install \u003cname\u003e` | Install a skill from marketplace |\n| `nexus marketplace list` | List all available marketplace skills |\n| `nexus benchmark run` | Run all performance benchmarks |\n| `nexus benchmark compare \u003cf1\u003e \u003cf2\u003e` | Compare two benchmark files |\n| `nexus agents register \u003cname\u003e --role coder` | Register a new agent |\n| `nexus agents status` | Show multi-agent system status |\n| `nexus voice` | Voice interface: listen and respond |\n| `nexus analyze [path]` | AST-aware code analysis |\n| `nexus mobile` | Start mobile companion API server |\n\n## ⚙ Configuration\n\nNexusAgent uses a YAML config file at `~/.nexus/config.yaml` (auto-created on first run).\n\n```yaml\nmodel:\n  default: \"ollama/llama3\"\n  fallback: null\n  max_tokens: 2048\n  temperature: 0.7\n\nmemory:\n  max_nodes: 10000\n  max_edges: 50000\n  persistence_file: \".nexus/memory/graph.pkl\"\n\nskills:\n  directory: \".nexus/skills\"\n  auto_evolve: true\n  sandbox_enabled: true\n  timeout_seconds: 30\n\nplugins:\n  directory: \".nexus/plugins\"\n  hot_reload: true\n\nweb:\n  enabled: false\n  host: \"127.0.0.1\"\n  port: 8420\n```\n\nSee [docs/configuration.md](docs/configuration.md) for the full reference.\n\n## 🔌 Plugin System\n\nExtend NexusAgent with custom plugins. Drop a `.py` file in `.nexus/plugins/`:\n\n```python\n# .nexus/plugins/my_plugin.py\n\ndef nexus_pre_execute(prompt: str) -\u003e str:\n    \"\"\"Hook called before agent execution.\"\"\"\n    print(f\"[MyPlugin] Processing: {prompt[:50]}...\")\n    return prompt\n\ndef nexus_post_execute(response: str) -\u003e str:\n    \"\"\"Hook called after agent execution.\"\"\"\n    return response.upper()  # Example transform\n```\n\n```bash\nnexus plugin list    # See loaded plugins\nnexus plugin reload  # Hot-reload changed plugins\n```\n\nSee [docs/plugin-guide.md](docs/plugin-guide.md) for the full plugin development guide.\n\n## 📖 API Reference\n\n```python\nfrom src.agent import NexusAgent\nfrom src.config import load_config, save_config\nfrom src.plugins import PluginManager\nfrom src.export import export_skills_json, export_markdown_report\nfrom src.sandbox import Sandbox\n\n# Create agent with custom model\nagent = NexusAgent(model=\"ollama/codellama\")\n\n# Execute a task\nresponse = agent.execute(\"Write a sorting algorithm\")\n\n# Evolve (scan workspace)\nstats = agent.evolve()\n\n# Export data\nexport_skills_json(agent, \"skills.json\")\nexport_markdown_report(agent, \"report.md\")\n\n# Sandbox execution\nsandbox = Sandbox(timeout=30, max_memory_mb=256)\nresult = sandbox.execute(\"print('Hello from sandbox!')\")\n```\n\nSee [docs/api-reference.md](docs/api-reference.md) for complete API docs.\n\n## 🔐 Enterprise Features\n\nNexusAgent includes enterprise-grade features for team deployments:\n\n- **Audit Logging** — Structured JSON-lines audit log tracking all agent actions with log rotation\n- **RBAC** — Role-based access control with admin, user, and viewer roles\n- **Encrypted Sync** — Fernet symmetric encryption for all synced data\n- **CLI:** `nexus audit log`, `nexus audit stats`, `nexus sync push/pull/status`\n\n## 📊 Comparison\n\n| Feature | NexusAgent | Aider | Continue.dev | Cursor | OpenHands |\n|---------|-----------|-------|-------------|--------|-----------|\n| **Runs Locally (with Ollama)** | ✅ | ✅ | ✅ | ✅ | ✅ |\n| **GraphRAG Memory** | ✅ | ❌ | ❌ | ❌ | ❌ |\n| **Self-Evolving Skills** | ✅ | ❌ | ❌ | ❌ | ❌ |\n| **Plugin System** | ✅ | ❌ | ✅ | ✅ | ✅ |\n| **Web Dashboard** | ✅ | ❌ | ❌ | ✅ | ✅ |\n| **Zero-Config Setup** | ✅ | ⚠️ | ⚠️ | ✅ | ⚠️ |\n| **Sandboxed Execution** | ✅ | ❌ | ❌ | ❌ | ✅ |\n| **CLI Interface** | ✅ | ✅ | ✅ | ❌ | ✅ |\n| **Open Source (MIT)** | ✅ | ✅ | ✅ (Apache) | ❌ | ✅ |\n\n\u003e ⚠️ = Requires some configuration. This comparison reflects publicly available documentation as of April 2026 and is provided in good faith — please verify for your specific use case.\n\n## ⚡ Performance\n\nNexusAgent is designed for minimal overhead. Key performance characteristics:\n\n| Component | Design Target | Notes |\n|-----------|--------------|-------|\n| Startup | Near-instant | Only loads config + existing skills |\n| Graph Retrieval | Proportional to graph size | Keyword-based lookup over NetworkX |\n| Skill Execution | Bounded by sandbox timeout | Configurable, default 30s |\n| Plugin Load | On-demand | Loaded once, hot-reloaded on change |\n\n\u003e Run `nexus benchmark run` to measure actual performance on your hardware. Use `nexus benchmark compare` to track regressions across versions.\n\n## 🗺 Roadmap\n\nSee [docs/roadmap.md](docs/roadmap.md) for the full roadmap.\n\n### ✅ v0.1 — Core Agent\n- [x] GraphRAG memory with NetworkX\n- [x] Auto skill generation\n- [x] Basic CLI (`run`, `evolve`, `status`, `skills`)\n- [x] LiteLLM multi-model support + Ollama\n\n### ✅ v0.2 — Plugins \u0026 Dashboard\n- [x] Configuration management (YAML/JSON)\n- [x] Plugin system with hot-reload\n- [x] Web dashboard (FastAPI + REST API)\n- [x] Sandboxed execution (timeout, memory limits)\n- [x] Export system (JSON, Markdown, ZIP skill packs)\n- [x] Self-updater + skill registry\n- [x] Docker support\n- [x] CI/CD + tests\n\n### ✅ v0.3 — Multi-Agent\n- [x] Multi-agent orchestration engine\n- [x] Task delegation and intelligent routing\n- [x] Collaborative shared memory\n- [x] Agent communication protocol (broadcast + direct messaging)\n- [x] Agent roles (coder, reviewer, tester, planner, researcher)\n- [x] Priority-based task queue with load balancing\n\n### ✅ v0.4 — Voice \u0026 IDE\n- [x] Voice interface (Whisper STT + pyttsx3/edge-tts TTS)\n- [x] IDE integration base (JSON-RPC, VS Code manifest, JetBrains ready)\n- [x] AST-aware code memory (functions, classes, imports, dependencies)\n- [x] Context window management (token budgeting, priority selection)\n- [x] `nexus voice` and `nexus analyze` CLI commands\n\n### ✅ v1.0 — Production\n- [x] Encrypted cloud sync (Fernet, local/S3/WebDAV, delta sync)\n- [x] Audit logging \u0026 RBAC (JSON-lines, admin/user/viewer, log rotation)\n- [x] Skill marketplace (search, install, rate, 6 categories)\n- [x] Performance benchmark suite (4 benchmarks, compare runs)\n- [x] Mobile companion API (REST + JWT, mobile web UI)\n- [x] 140+ tests across all modules\n\n## 🤝 Contributing\n\nContributions are welcome! Please see [CONTRIBUTING.md](CONTRIBUTING.md) for guidelines.\n\n1. Fork the repository\n2. Create your feature branch (`git checkout -b feature/amazing`)\n3. Commit your changes (`git commit -m 'Add amazing feature'`)\n4. Push to the branch (`git push origin feature/amazing`)\n5. Open a Pull Request\n\nPlease read our [Code of Conduct](CODE_OF_CONDUCT.md) and [Security Policy](SECURITY.md).\n\n## 🐛 Troubleshooting\n\n**Ollama not running?** Start it with `ollama serve` or verify it's running at `http://localhost:11434`.\n\n**Windows compatibility** — NexusAgent uses `sys.executable` for sandboxed execution, ensuring cross-platform compatibility.\n\n**Import errors** — Make sure you installed with `pip install -e \".[all]\"` for all optional dependencies.\n\n## 📄 License\n\nThis project is licensed under the MIT License — see the [LICENSE](LICENSE) file for details.\n\n## 🙏 Acknowledgments\n\n- [LiteLLM](https://github.com/BerriAI/litellm) — Unified LLM API\n- [NetworkX](https://networkx.org/) — GraphRAG memory backbone\n- [Rich](https://rich.readthedocs.io/) — Beautiful CLI output\n- [Typer](https://typer.tiangolo.com/) — CLI framework\n- [FastAPI](https://fastapi.tiangolo.com/) — Web dashboard framework\n- [Ollama](https://ollama.ai/) — Local LLM runtime\n\n## 💖 Sponsor\n\nIf you find NexusAgent useful, consider supporting its development:\n\n\u003ca href=\"https://github.com/sponsors/rudra496\"\u003e\u003cimg src=\"https://img.shields.io/badge/Sponsor-GitHub-%23ea4aaa?style=for-the-badge\u0026logo=github\" alt=\"GitHub Sponsors\"/\u003e\u003c/a\u003e\n\u003ca href=\"https://ko-fi.com/rudra496\"\u003e\u003cimg src=\"https://img.shields.io/badge/Support-Ko--fi-%23FF5E5B?style=for-the-badge\u0026logo=ko-fi\" alt=\"Ko-fi\"/\u003e\u003c/a\u003e\n\n## 👤 Author\n\n**Rudra Sarker**\n\n\u003ca href=\"https://github.com/rudra496\"\u003e\u003cimg src=\"https://img.shields.io/badge/GHub-rudra496-181717?style=flat\u0026logo=github\"/\u003e\u003c/a\u003e\n\u003ca href=\"https://www.linkedin.com/in/rudrasarker\"\u003e\u003cimg src=\"https://img.shields.io/badge/LinkedIn-Rudra_Sarker-0A66C2?style=flat\u0026logo=linkedin\"/\u003e\u003c/a\u003e\n\u003ca href=\"https://x.com/Rudra496\"\u003e\u003cimg 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src=\"https://img.shields.io/badge/ResearchGate-Rudra_Sarker-00CCBB?style=flat\u0026logo=researchgate\"/\u003e\u003c/a\u003e\n\u003ca href=\"https://www.facebook.com/rudrasarker130\"\u003e\u003cimg src=\"https://img.shields.io/badge/Facebook-Rudra_Sarker-1877F2?style=flat\u0026logo=facebook\"/\u003e\u003c/a\u003e\n\u003ca href=\"mailto:rudrasarker130@gmail.com\"\u003e\u003cimg src=\"https://img.shields.io/badge/Email-rudrasarker130-EA4335?style=flat\u0026logo=gmail\"/\u003e\u003c/a\u003e\n\n---\n\n\u003cp align=\"center\"\u003e\n  \u003csub\u003eBuilt with ⚡ by \u003ca href=\"https://github.com/rudra496\"\u003eRudra Sarker\u003c/a\u003e\u003c/sub\u003e\n\u003c/p\u003e\n\n---\n\n## More Open Source Projects\n\n| Project | Stars | Description |\n|---------|-------|-------------|\n| [StealthHumanizer](https://github.com/rudra496/StealthHumanizer) | ![Stars](https://img.shields.io/github/stars/rudra496/StealthHumanizer?style=social) | Free AI text humanizer — 13 providers, no login |\n| [EdgeBrain](https://github.com/rudra496/EdgeBrain) | ![Stars](https://img.shields.io/github/stars/rudra496/EdgeBrain?style=social) | Edge AI inference — sub-100ms, no cloud |\n| [DevRoadmaps](https://github.com/rudra496/devroadmaps) | ![Stars](https://img.shields.io/github/stars/rudra496/devroadmaps?style=social) | 17 career paths, 1700+ free resources |\n| [CodeVista](https://github.com/rudra496/codevista) | ![Stars](https://img.shields.io/github/stars/rudra496/codevista?style=social) | AI code analysis \u0026 security scanner |\n| [MindWell](https://github.com/rudra496/mindwell) | ![Stars](https://img.shields.io/github/stars/rudra496/mindwell?style=social) | Free mental health support platform |\n| [ScienceLab 3D](https://github.com/rudra496/sciencelab3d) | ![Stars](https://img.shields.io/github/stars/rudra496/sciencelab3d?style=social) | 40+ virtual STEM experiments |\n| [SightlineAI](https://github.com/rudra496/sightlineai) | ![Stars](https://img.shields.io/github/stars/rudra496/sightlineai?style=social) | AI smart glasses for the blind |\n\n---\n\n\u003cdiv align=\"center\"\u003e\n\n**[⭐ Star this repo](../../stargazers) · [🍴 Fork it](../../fork) · [👤 Follow @rudra496](https://github.com/rudra496)**\n\n\u003c/div\u003e\n\n## Connect\n\n- [![GitHub](https://img.shields.io/badge/GitHub-rudra496-181717?logo=github)](https://github.com/rudra496)\n- [![LinkedIn](https://img.shields.io/badge/LinkedIn-rudrasarker-0A66C2?logo=linkedin)](https://www.linkedin.com/in/rudrasarker)\n- [![X/Twitter](https://img.shields.io/badge/X-@Rudra496-000000?logo=x)](https://x.com/Rudra496)\n- [![YouTube](https://img.shields.io/badge/YouTube-@rudrasarker9732-FF0000?logo=youtube)](https://youtube.com/@rudrasarker9732)\n- [![Dev.to](https://img.shields.io/badge/Dev.to-rudra__sarker-000000?logo=devdotto)](https://dev.to/rudra_sarker)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Frudra496%2Fnexus-agent","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Frudra496%2Fnexus-agent","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Frudra496%2Fnexus-agent/lists"}