Denis2054 / Context-Engineering-for-Multi-Agent-Systems
Save thousands of lines of code by building universal, domain-agnostic Multi-Agent Systems (MAS) through high-level semantic orchestration. This repository provides a production-ready blueprint for the Agentic Era, allowing you to replace rigid, hard-coded workflows with a dynamic transparent Context Engine that provides 100% transparency.
Why this job: says: multi agent; topics: multi-agent-systems, langchain, agentic-ai
What it does
In 21st‑century Agentic AI, Natural‑Language‑Programmed LLMs are the execution agents, and the domain‑agnostic dual‑RAG MAS is the environment they operate in. This repository provides a production-ready blueprint for the Agentic Era, allowing you to replace rigid, hard-coded workflows with a dynamic, transparent, observable, and sovereign Context Engine. By building universal, domain-agnostic Multi-Agent Systems through high-level semantic orchestration, you can save thousands of lines of code while maintaining 100% observability.
Get started
No single install command. Read the steps in the README (opens in new tab)
- Maintenance
- Active
- Last commit 29 days ago
- Stars
- 297
- +1 this week
- Licence
- MIT
- Allows business use
- Downloads for
- None listed
- No release files
- Latest version
- None yet
- No releases
- Built with
- Jupyter Notebook
- 79% of the code
Is it looked after?
- Contributors
- 1
- Last 90 days
- Issues
- 0% closed
- 1 still open
- Pull requests
- 0 merged
- 0 waiting
- Releases
- None
- Never published
- Contributing guide (opens in new tab)
- No security policy
- No code of conduct
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More: languages, topics and project record
Languages
- Jupyter Notebook 79%
- Python 19%
- HTML 3%
Topics
- agentic-ai
- agentic-rag
- context-engineering
- deterministic-ai
- gpt-5-api
- langchain
- model-context-protocol
- multi-agent-systems
- nemotron
- pinecone
- rag
- semantic-analysis
Project record
- JobAgent frameworks
- StatusListed
- Commits729
- Forks106
- Watching9
- Stars in 28 days+10
- CreatedSep 1, 2025
- First seen by usNov 7, 2026
- CheckedNov 7, 2026