Skip to content

v1.0.0

Choose a tag to compare

View all tags
@shuxiachai shuxiachai released this 19 Jul 07:12
· 385 commits to main since this release
v1.0.0
11cf392

Academic Commercialization Assessment Agent — v1.0.0

First public release of a multi-agent system that turns any research paper or
topic into a structured commercialization readiness report with verifiable citations.

Features

Multi-agent pipeline (6 agents, CrewAI)

  • Agent 1–3 run in parallel: Academic Literature Analysis, Patent Landscape, Market Intelligence
  • Agent 4: Report writing with inline citations [A1][P2][M3] and auto-retry guardrail
  • Agent 5: Quality review with 6 citation integrity rules
  • Agent 6: Quantitative scoring (TRL / MRL / Patent / Market / Evidence), formula auto-corrected

Source collection (deterministic, pre-run)

  • Academic: OpenAlex + Semantic Scholar, DOI deduplication, Crossref citation backfill
  • Patent: Serper → Google Patents / WIPO, URL reachability verified
  • Market: Serper + 30+ domain allowlist, low-quality sites removed

Scoring

  • Five dimensions with five industry weight profiles: industrial / biotech / material_science / software / deep_tech
  • Each dimension cites supporting source IDs (traceable to validated sources)

Gradio web UI

  • Live per-agent progress with elapsed time
  • Radar chart + bar chart scorecard with source ID chips
  • PDF upload: anchor the analysis to a specific paper (becomes source A1)
  • Markdown report + PDF export (CJK font support)
  • History tab with all past runs

Multilingual output

  • 12 languages auto-detected from topic: English, Simplified/Traditional Chinese, Japanese, Korean, German, French, Spanish, Portuguese, Arabic, Hindi, Russian

Quality guardrails

  • Pydantic v2 validation on all agent outputs
  • Citation integrity check, hallucinated source ID detection, scoring formula correction
  • Auto-retry (up to 2×) on validation failure

LLM support

  • DeepSeek V3 · OpenAI GPT-4o · Anthropic Claude — auto-detected from API key

Benchmark suite

  • 10 preset topics across Biotech, CleanTech, Energy, Materials, Cybersecurity, FoodTech
  • Automated TRL range check, formula verification, section completeness check

Getting started

uv sync
cp .env.example .env   # add DEEPSEEK_API_KEY / OPENAI_API_KEY / ANTHROPIC_API_KEY + SERPER_API_KEY
uv run python app.py   # open http://localhost:7860
Assets 2
Loading