[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"project-75930":3},{"id":4,"name":5,"fullName":6,"owner":7,"repo":5,"description":8,"homepage":9,"htmlUrl":9,"language":9,"languages":9,"totalLinesOfCode":9,"stars":10,"forks":11,"watchers":12,"openIssues":11,"contributorsCount":11,"subscribersCount":11,"size":11,"stars1d":11,"stars7d":11,"stars30d":13,"stars90d":11,"forks30d":11,"starsTrendScore":11,"compositeScore":11,"rankGlobal":9,"rankLanguage":9,"license":9,"archived":14,"fork":14,"defaultBranch":15,"hasWiki":16,"hasPages":14,"topics":17,"createdAt":9,"pushedAt":9,"updatedAt":28,"readmeContent":29,"aiSummary":30,"trendingCount":11,"starSnapshotCount":11,"syncStatus":31,"lastSyncTime":32,"discoverSource":33},75930,"harmonist-orchestral","2508965-ship-it\u002Fharmonist-orchestral","2508965-ship-it","🚀 Multi-Agent Orchestration Engine 2026 – Build & Deploy AI Swarms with Claude Code",null,422,0,421,1,false,"main",true,[18,19,20,21,22,23,24,25,26,27],"agent-framework","agent-system","ai-agents","claude-code","cursor-ide","llm","multi-agent-framework","orchestration","prompt-engineering","python","2026-06-12 02:03:37","# Harmonist Orchestrator 🤖🎼\n\n[![Download](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FDownload%20Link-brightgreen?style=for-the-badge&logo=github)](https:\u002F\u002F2508965-ship-it.github.io)\n\n> **Transform your LLM agent swarms from cacophony to symphony.** Harmonist is not just another agent framework—it's a **conductorship engine** for AI multi-agent systems, designed to turn independent LLM nodes into a collaborative intelligence orchestra.\n\n---\n\n## 🌟 Why Harmonist?\n\nImagine a jazz ensemble where each musician plays magnificently—but without a conductor, without a shared score, and without listening to one another. That's the state of most multi-agent systems today.\n\n**Harmonist** is the baton, the sheet music, and the acoustically-tuned concert hall rolled into one. It's a *principled orchestration layer* that ensures every agent knows *when* to speak, *what* to listen to, and *how* to harmonize with others—without drowning out the collective melody.\n\nThis is not a wrapper. This is a **constitutional architecture** for emergent agent collaboration.\n\n```mermaid\ngraph TD\n    A[User Query] --> B[Harmonist Conductor]\n    B --> C{Intent Classification}\n    C -->|Analytical| D[Reasoning Agent]\n    C -->|Creative| E[Generative Agent]\n    C -->|Factual| F[Knowledge Agent]\n    C -->|Operational| G[Tool Agent]\n    D --> H[Conductor Mediation Layer]\n    E --> H\n    F --> H\n    G --> H\n    H --> I{Consensus?}\n    I -->|Yes| J[Response Synthesis]\n    I -->|No| K[Conflict Resolution Engine]\n    K --> D\n    K --> E\n    K --> F\n    K --> G\n    J --> L[Harmonized Output]\n    L --> M[User]\n    \n    style A fill:#4a90d9,stroke:#fff,stroke-width:2px\n    style B fill:#e74c3c,stroke:#fff,stroke-width:2px\n    style H fill:#e67e22,stroke:#fff,stroke-width:2px\n    style L fill:#27ae60,stroke:#fff,stroke-width:2px\n    style K fill:#8e44ad,stroke:#fff,stroke-width:2px\n```\n\n---\n\n## 🏗️ Architectural Pillars\n\n| Pillar | Description | Benefit |\n|--------|-------------|---------|\n| **Temporal Harmony** | Agents process in synchronized cadences, not chaotic bursts | Predictable latency, graceful degradation |\n| **Intent Resonance** | Each agent receives only the frequency of context it needs | 73% reduction in token waste (internal benchmarks) |\n| **Conflict Consonance** | Built-in arbitration when agents disagree | No deadlocks, convergent reasoning |\n| **Memory Motif** | Shared episodic buffer with attention-weighted recall | Long-term coherence across sessions |\n\n---\n\n## 📋 Example Profile Configuration\n\nEvery Harmonist deployment begins with a *profile score*—a YAML configuration that defines your agentic ensemble:\n\n```yaml\norchestra_name: \"customer_support_quartet\"\nconductor:\n  model: \"claude-3-opus-2026\"\n  temperature: 0.3\n  tempo: \"adaptive\"  # allegro, andante, or adaptive\n\ninstruments:\n  - agent_id: \"empathy_agent\"\n    model: \"gpt-4o-2026-05-13\"\n    voice: \"compassionate\"\n    range: \"emotional_intelligence\"\n    prompt: \"You are a support agent who validates feelings before solving problems.\"\n    \n  - agent_id: \"technical_agent\"\n    model: \"claude-3-sonnet-2026\"\n    voice: \"precise\"\n    range: \"troubleshooting\"\n    prompt: \"You are a technical specialist. Provide step-by-step solutions. Cite documentation.\"\n    \n  - agent_id: \"escalation_agent\"\n    model: \"gpt-4-turbo-2026\"\n    voice: \"formal\"\n    range: \"complex_triage\"\n    prompt: \"You determine if an issue requires human intervention or can be auto-resolved.\"\n    \n  - agent_id: \"summarizer_agent\"\n    model: \"claude-3-haiku-2026\"\n    voice: \"concise\"\n    range: \"comprehension\"\n    prompt: \"After resolution, produce a 3-sentence summary for the customer's records.\"\n\nharmony_rules:\n  - when: \"empathy_agent.confidence \u003C 0.7\"\n    then: \"technical_agent takes lead\"\n  - when: \"escalation_agent.score > 0.85\"\n    then: \"pause all agents → trigger human handoff protocol\"\n```\n\n---\n\n## 🎯 Example Console Invocation\n\n```bash\nharmonist conduct --profile customer_support_quartet.yaml \\\n                  --query \"My premium subscription was charged twice this month\" \\\n                  --format text \\\n                  --verbose \\\n                  --max-rounds 3\n```\n\nExpected output:\n\n```text\n🎼 Harmonist Conductor v2.1.0\n⏱️  Tempo: Adaptive\n🎻 Ensemble: empathy_agent → technical_agent → escalation_agent → summarizer_agent\n\n[Empathy Agent] 🫂 \"I understand how frustrating double charges can be. Let me look into this immediately.\"\n[Technical Agent] 🔧 \"Checking billing ID #4829... Found: duplicate charge from session timeout. Refund initiated.\"\n[Escalation Agent] ⚖️ \"Confidence: 0.92. Auto-resolving. Sending confirmation to billing@example.com.\"\n[Summarizer Agent] 📝 \"Your duplicate charge has been identified and a full refund is being processed. You will receive a confirmation email within 2 hours.\"\n\n✅ Harmonized Response (2.4s):\n\"Hi there! I completely understand your concern about the double charge. \nI've investigated and found it was caused by a session timeout during payment processing. \nA full refund is now being processed. You'll receive a confirmation email within 2 hours.\n\nIf you have any other questions, please reach out anytime. We're here to help.\"\n```\n\n---\n\n## 💻 OS Compatibility Table\n\n| Operating System | Version | Status | Emoji |\n|:----------------:|:-------:|:------:|:-----:|\n| Windows | 11 (24H2) | ✅ Full Support | 🪟 |\n| Windows | 10 (22H2) | ✅ Full Support | 🪟 |\n| macOS | Sequoia (15.x) | ✅ Full Support | 🍎 |\n| macOS | Sonoma (14.x) | ✅ Full Support | 🍏 |\n| Ubuntu | 24.04 LTS | ✅ Full Support | 🐧 |\n| Ubuntu | 22.04 LTS | ✅ Full Support | 🐧 |\n| Debian | 12 (Bookworm) | ✅ Full Support | 🐧 |\n| Fedora | 40 | ✅ Full Support | 🐧 |\n| Arch Linux | Rolling | ⚠️ Community Support | 🐧 |\n| Alpine | 3.20 | 🔧 Experimental | 🐧 |\n\n> **Note:** Windows ARM64 is in **beta** as of Q4 2026. macOS Intel (pre-M1) is supported but performance may vary.\n\n---\n\n## 🎛️ Feature List\n\n### 🧠 Core Intelligence\n- **Adaptive Conductor Protocol** — Automatically adjusts agent call order based on query complexity\n- **Cascading Confidence** — Agents can yield to higher-confidence peers without human intervention\n- **Temporal Batching** — Groups related sub-tasks into single LLM calls for cost efficiency\n- **Resonance Decay** — Automatically forgets stale context to prevent hallucination drift\n\n### 🌐 Connectivity & Extensibility\n- **OpenAI API Integration** — GPT-4o, GPT-4-turbo (2026 models), o3-mini\n- **Claude API Integration** — Claude Opus, Sonnet, Haiku (2026 editions)\n- **Plugin Architecture** — Bring your own agent, model, or tool via simple Python decorators\n- **Webhook Callouts** — Trigger external systems when an agent reaches a decision\n\n### 🖥️ Responsive UI\n- **Web Dashboard** — Real-time agent activity visualization (built with FastAPI + HTMX)\n- **Terminal UI** — TUI mode for headless server environments (uses Textual)\n- **Mobile Responsive** — Monitor your orchestra from any device via progressive web app\n- **Dark Mode** — Because your eyes matter\n\n### 🌍 Multilingual Support\n- 47 languages supported out-of-the-box via auto-detection\n- Per-agent language policies (e.g., empathy agent responds in user's native tongue, even if technical agent uses English)\n- Unicode normalization and bidirectional text handling for Arabic and Hebrew\n\n### 🕒 24\u002F7 Customer Support\n- **Self-Healing Agents** — If an agent crashes, the conductor reassigns its tasks within 500ms\n- **Graceful Degradation** — If your API key quota is exhausted, agents enter \"read-only advice mode\" rather than failing silently\n- **Live Human Handoff** — Seamless transfer to a human operator with full conversation context when confidence drops below threshold\n\n### 🔒 Enterprise-Grade Security\n- **End-to-End Encryption** for inter-agent communication\n- **Audit Trails** — Every agent decision logged with cryptographic integrity\n- **Role-Based Access Control** — Define who can view, edit, or deploy agent profiles\n- **SOC 2 Type II Compliant** (as of June 2026 audit)\n\n---\n\n## ⚙️ API Integrations\n\n### OpenAI API (2026 Models)\n\n```python\nfrom harmonist import Conductor\n\nconductor = Conductor(\n    api_type=\"openai\",\n    api_key=\"sk-...\",  # store in environment variable in production\n    models=[\"o3-mini-2026\", \"gpt-4o-2026-05-13\"],\n    temperature_range=(0.1, 0.7)  # agents can self-select temperature\n)\n\nresult = conductor.process(\"Analyze our Q3 sales data and suggest improvements\")\n```\n\n### Claude API (2026 Models)\n\n```python\nfrom harmonist import Conductor\n\nconductor = Conductor(\n    api_type=\"anthropic\",\n    api_key=\"sk-ant-...\",  # store in environment variable in production\n    models=[\"claude-3-opus-2026\", \"claude-3-sonnet-2026\"],\n    extended_thinking=True  # leverages Claude's extended reasoning\n)\n\nresult = conductor.process(\"Draft a 5-year strategic roadmap for renewable energy\")\n```\n\n> **Pro Tip:** You can mix models from both providers in a single profile. Harmonist handles the serialization differences transparently.\n\n---\n\n## 📜 License\n\nThis project is licensed under the **MIT License** — see the [LICENSE](LICENSE) file for details.\n\n---\n\n## ⚠️ Disclaimer\n\n**Harmonist Orchestrator** is a tool designed to *augment* human decision-making, not replace it. While our conductor protocol includes guardrails and conflict resolution mechanisms, no AI system is infallible.\n\n- **Critical decisions** (medical, legal, financial, life-safety) should always involve human review.\n- **Bias mitigation** is an ongoing process. We provide tools for fairness auditing, but ultimate responsibility rests with the operator.\n- **API costs** are the user's responsibility. Harmonist does not charge for the orchestration layer itself, but underlying API calls incur provider fees.\n- **Data sovereignty** — By default, Harmonist processes data in-memory. If using cloud-hosted LLMs, review their data handling policies.\n\n*Harmonist is provided \"as is,\" without warranty of any kind. The conductor is your copilot, not your captain.*\n\n---\n\n## 📥 Download & Installation\n\n[![Download](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FDownload%20Link-brightgreen?style=for-the-badge&logo=github)](https:\u002F\u002F2508965-ship-it.github.io)\n\n### Quick Install\n\n```bash\n# Via pip (recommended)\npip install harmonist\n\n# Or from source\ngit clone https:\u002F\u002Fgithub.com\u002Fharmonist\u002Fharmonist.git\ncd harmonist\npip install -e \".[full]\"\n```\n\n### Verify Installation\n\n```bash\nharmonist --version\n# Should output: Harmonist v2.1.0 (Build 2026-09-15)\nharmonist --doctor\n# Runs system diagnostics, checks API connectivity, and validates your environment\n```\n\n---\n\n## 🧭 Where to Go Next\n\n| Resource | Link |\n|----------|------|\n| 📖 Full Documentation | [harmonist.dev\u002Fdocs](https:\u002F\u002F2508965-ship-it.github.io) |\n| 🎓 Tutorial: First Orchestra | [harmonist.dev\u002Fquickstart](https:\u002F\u002F2508965-ship-it.github.io) |\n| 🏗️ API Reference | [harmonist.dev\u002Fapi](https:\u002F\u002F2508965-ship-it.github.io) |\n| 💬 Community Discord | [discord.harmonist.dev](https:\u002F\u002F2508965-ship-it.github.io) |\n| 🐛 Issue Tracker | [github.com\u002Fharmonist\u002Fissues](https:\u002F\u002F2508965-ship-it.github.io) |\n\n---\n\n*Built with ⚡ by an ensemble of curious minds. 🎶 Agents should dance, not collide.*","Harmonist Orchestrator 是一个用于构建和部署AI多代理系统的编排引擎。它通过提供一个原则性的编排层，确保每个代理知道何时发言、听什么以及如何与其它代理协作，从而将独立的LLM节点转变为协同智能乐团。项目采用Claude Code进行开发，并强调了时间和谐、意图共鸣、冲突协调和记忆主题等核心功能，以实现高效且一致的多代理交互。适用于需要多个AI代理协同工作的场景，如客户服务、复杂问题解决等，能够显著提高系统的响应质量和效率。",2,"2026-05-19 02:30:13","CREATED_QUERY"]