SUMMARY AI summary by gpt-5-mini
LegalMind is an AI-agent driven enterprise contract-review platform for legal, finance and business teams. It performs parallel, multi-agent analysis with long-chain reasoning to auto-identify high-risk clauses, cross-clause conflicts, cross-border compliance gaps and produces executable redlines and negotiation strategies—reducing review time (typ. ~8 minutes for a 30–50 page contract) and improving defect detection. Core architecture: a master controller that semantically chunks documents and dynamically schedules four parallel sub-agents (risk ID, clause compliance, financial risk, cross‑border regulation), plus a result aggregator with confidence scoring and an interactive clarification loop. Key features: multi-format ingest (PDF/DOCX/TXT), cross-jurisdiction rule libraries (GDPR, CCPA, China personal data law, export controls), contradiction and latent‑obligation detection, negotiation priority ranking, clause‑level visual heatmap and four‑dimensional annotation (legal effect, financial impact, operational cost, negotiation weight), one‑click clean redlines, and plain‑language summaries for non‑lawyers. Tech stack highlights: LangGraph/LangChain orchestration, Qwen-72B (swapable LLMs), Neo4j knowledge graph, Qdrant vector DB, FastAPI backend, Streamlit/React front end, unstructured.io and pdfplumber for parsing, and custom CoT prompt chains with confidence thresholds.
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The AI relevance score checks four places for AI keywords and adds the weight of each one that matches. Full methodology
Total AI relevance score: 75 / 100
Position among AI repos in the same language
We track 1,328 Shell repos, of which 1,162 score 40 or above on AI relevance. 348 have more stars than this one (top 26.3%), and 127 score higher (top 9.6%).
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Dates
| Created on GitHub | 2026-05-10 |
| Last push | 2026-05-10 |
| First seen here | 2026-05-10 |
| Last fetched | 2026-09-27 16:18 |
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