Repository profile

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.

  • academic-research
  • ai-agent
  • ai-agents
  • checkpointing
  • commercialization
  • crewai
  • docker
  • fastapi
  • idempotency
  • llm
  • llm-workflow
  • multi-agent
  • opentelemetry
  • patent-analysis
  • python
  • qwen
  • rag
  • railway
  • research-tools
  • technology-transfer

Why this project

  • Positive net stars in 7 of 10 daily intervals.
  • 4 active contributors, 130 commits and 100 merged PRs in four complete weeks.
Recommendation evidence

sampled_snapshots · 2026-10-23T03:01:15.342141+00:00 to 2026-11-02T03:01:09.524655+00:00 · potential-v1

Showing the last complete activity period while new data is collected.

Discovery signals are not a prediction of quality or future success.

Repository overview

Public GitHub metrics and OpenPulse observations
GitHub stars805
Public forks97
Activity · 4 weeks
High activity92/100

Showing the last complete activity period while new data is collected.

Growth · 24h+3 stars
Growth · 7d+32 stars
Growth · 30d+334 stars

Repository activity

Four complete UTC weeks · 2026-09-27 to 2026-10-25
Commits130
Merged pull requests100
Active contributors4

Relative score across tracked public repositories with complete data. It describes recent activity, not project quality. Updated .

AI-attributed commits Pilot

Not yet analyzed · hot-project pilot

—

Share of checked commits with explicit AI attribution, not the share of AI-generated code.

View basis

Based on explicit public attribution in recent default-branch commits. Not the percentage of AI-generated code; unmarked use cannot be detected.

Star activity

Last 7 days
26 Oct8 observed days · gaps preserved02 Nov

Observed star growth

Samples or dated GitHub history
24h +3 stars Measured from observations 01 Nov 2026 → 02 Nov 2026
7d +32 stars Measured from observations 26 Oct 2026 → 02 Nov 2026
30d +334 stars GitHub history · as of 2026-10-28 29 Sep 2026 → 29 Oct 2026