Hey Product Hunt 👋 — I'm [Your Name], designer and builder of ChorusGraph. THE PROBLEM Most teams building AI agents start with LangGraph or CrewAI — then spend months bolting on cache, RAG, memory, and audit logs. Same questions get re-answered. Same tokens get billed twice. And when something goes wrong, nobody can trace which step caused it. WHAT CHORUSGRAPH IS An agentic AI builder for Python — one pip install, full runtime: → Agent workflows (nodes, routes, multi-agent graphs) → Semantic cache built in — stop paying for repeat questions → Route Ledger — audit every hop your agent took → Search & memory ports — swappable, not a second project → Native engine — not a LangGraph wrapper TRY IT IN 30 SECONDS pip install chorusgraph chorusgraph-demo NEW IN V1.0.3 — FREE SAVINGS CHECK (no API key): chorusgraph-audit --log your_queries.jsonl Upload your query log → estimated cache hit rate before you touch production. BENCHMARK VS LANGGRAPH (fair: same model, same tools, only framework changed) | Scenario | LangGraph | ChorusGraph | |-------------------------|-----------|-------------| | Finance single-agent | 87.5% | 100% | | Finance multi-agent | 75% | 87.5% | | Healthcare single-agent | 72.5% | 72.5% | | Healthcare multi-agent | 57.5% | 87.5% | Overall: ~44% fewer LLM calls · ~35% lower modeled cost Full methodology on GitHub (open, reproducible). HONEST CAVEATS • LangGraph appears in our repo only as a benchmark baseline — not in the product path • Healthcare cache re-runs clinical judgment on hits (safety by design) • Vector RAG is optional; keyword retrieval works out of the box LINKS 🔗 Product page: https://www.insightits.com/produ... 📦 PyPI: https://pypi.org/project/chorusg... 💻 GitHub: https://github.com/insightitsGit... 📖 Install guide: https://github.com/insightitsGit... Open source · Apache 2.0 · Python 3.11+ · 357 tests, no live API key required I'd love your feedback: → What agent framework are you on today? → What's the one thing you wish was built in? Happy to answer every question today. Thanks for checking us out 🙏

Insight IT Solutions

Native agent runtime with semantic cache one pip install

Native agent runtime with semantic cache one pip install