shuxiachai / academic-commercialization-agent
AI multi-agent tool that turns research papers into cited commercialization and tech-transfer assessments: TRL, patent landscape, market and risks. CrewAI + FastAPI, with a reproducible benchmark.
Why this job: says: multi agent; topics: multi-agent, crewai, ai-agents, ai-agent
What it does
- Submit a research topic or attach a paper PDF; choose the report language
- Deterministic code retrieves and validates sources first; six LLM stages
- The scorecard covers TRL, MRL, patent strength, market accessibility and
- Follow progress, inspect citations and reliability warnings, export Markdown
- In Sources, find a saved source by ID or keyword and read its saved text
Get started
git clone https://github.com/shuxiachai/academic-commercialization-agent.git
cd academic-commercialization-agent
uv sync - Maintenance
- Active
- Last commit today
- Stars
- 809
- +3 this week
- Licence
- MIT
- Allows business use
- Downloads for
- None listed
- No release files
- Latest version
- v2.1.0
- Released 23 days ago
- Built with
- Python
- 90% of the code
Is it looked after?
- Contributors
- 3
- Last 90 days
- Issues
- 72% closed
- 5 still open
- Pull requests
- 331 merged
- 2 waiting
- Releases
- 3
- 3 in the last year
- Contributing guide (opens in new tab)
- Security policy (opens in new tab)
- No code of conduct
More: languages, topics and project record
Languages
- Python 90%
- JavaScript 8%
- CSS 1%
- HTML 1%
Topics
- academic-research
- ai-agent
- commercialization
- crewai
- multi-agent
- patent-analysis
- technology-transfer
- checkpointing
- fastapi
- idempotency
- llm-workflow
- opentelemetry
Project record
- JobAgent frameworks
- StatusListed
- Commits1,115
- Forks99
- Watching16
- Stars in 28 days+368
- CreatedJun 25, 2026
- First seen by usNov 7, 2026
- CheckedNov 9, 2026