The On-Demand Digital Arsenal for the AI Era. Deterministic Context Assembly for Multi-Agent Distribution Network.
We don't build the Aircraft Carriers (LLMs); we build the 4S Shop. Agent Assembler is the core engine that powers multi-agent systems, turning non-standard business requirements into standardized, executable AI Agents.
In the current AI landscape, Large Language Models provide immense "intelligence," yet they often fail in critical business scenarios due to a lack of Domain Knowledge and Deterministic Logic.
| Feature | Traditional SaaS | Traditional Outsourcing | Agent Assembler |
|---|---|---|---|
| Delivery | Rigid, standard accounts | Expensive, slow human labor | On-demand digital production |
| Flexibility | Low (Roadmap dependent) | High (Cost scales linearly) | Extreme (Sidecar hot-plugging) |
| Core Asset | Vendor's platform code | Client's private code | The Recipe Matrix (Industry Wisdom) |
| Marginal Cost | Low (per seat) | High (per project) | Near Zero (per assembly) |
Agent Assembler bridges the gap with a "Recipe + Sidecar" architecture, allowing domain experts to convert tacit industry knowledge into executable digital assets.
The core soul of the framework — decoupling core logic from auxiliary capabilities for maximum flexibility.
- 🥘 Pot (The Recipe): Encapsulates essential business logic and data flow (e.g., Profit Calculation, Compliance Check).
- 🔌 Sidecar Bus (Pluggable Plugins): Capabilities are hot-swappable via a standard bus:
- 🧠 Decision Engine: Deterministic analysis & "Red-Yellow-Green" verdicts.
- 🎭 Simulator: Immersive role-play for business negotiation training.
- 📊 Analytics: Data persistence and visualization pipelines.
- 🏭 Factory (The Assembler): Orchestrates the "Pots" and "Lids" to assemble and deploy specific Agents.
- Recipe-First: Intent matching against pre-defined JSON recipes.
- Atomic Skills (<4KB): Focused, composable modules that do one thing well.
- AutoCraft: Automated generation engine transforming unstructured requirements into deployed scripts with zero-marginal-cost.
Deploy assembled Agents to any platform with one click: Qianwen, Coze, WeChat, and more.
pip install agent-assemblerfrom agent_assembler import Assembler
assembler = Assembler(recipes_dir="./recipes", skills_dir="./skills")
result = assembler.assemble("Analyze this excel file")
print(result['system_prompt'])Our architecture is Domain-Agnostic. It works anywhere.
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🧪 The Sandbox (Validation Phase)
- Validated in high-noise, non-standard environments (e.g., Tier-3/4 city retail & dining markets).
- Proven: Solves "messy accounts," compliance risks, and performance disputes with "Micro-Deductions" (calculating exact break-even points in seconds).
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🌍 The Matrix (Expansion Phase)
- Zero Code Change required at the core engine level.
- Cross-Border E-commerce: Inventory turnover optimization.
- Manufacturing: Production line yield simulation.
- Compliance: Automated contract auditing.
| Phase | Goal | Status |
|---|---|---|
| P0 | Core Stabilization & Validation | ✅ Done |
| P1 | SDK Decoupling & Standardization | 🚧 Active |
| P2 | Multi-Platform Adapters | ⬜ Planned |
| P3 | SaaS Dashboard & No-Code Builder | ⬜ Planned |
We are building the Salesforce of the AI Era.
We provide not just tools, but an infrastructure for global developers and industry experts to co-build a Commercial Wisdom Recipe Library.
"The future is already here — it's just not evenly distributed. We are the pipeline builders."
Apache 2.0 (Core SDK) / Commercial (Proprietary Recipes)