Resources
US legal research, workflows, and implementation references.
This view is intentionally filtered to US-focused legal resources and US-ready implementation patterns.
Free tool
US Legal Data Source Finder
Build a defensible US source pack by task, source type, and API readiness.
Infographic
US Legal Data Map 2026
Coverage map of US legal data sources for research, citations, and policy checks.
Free tool
Contract QA Stack Planner
Generate a US-legal-ready implementation roadmap with tuned chunking and retrieval defaults.
Infographic
Contract QA Pipeline Map
Visual breakdown of architecture components, dependency stack, and roadmap tasks.
Infographic
Lawglance Blueprint Map
End-to-end architecture and operational blueprint for legal search and QA workflows.
Infographic
MLEB Benchmark Map
Visual guide to legal benchmark datasets, evaluation dimensions, and deployment fit.
Infographic
LegalStories Learning Map
Training-data and curriculum map for legal reasoning workflows and evaluation.
Free tool
Lawglance Planner
Build practical implementation steps from legal data architecture constraints.
Free tool
LegalStories Lesson Builder
Generate drill plans and lesson structures from legal narratives and doctrine sets.
Free tool
MLEB Shortlist
Produce shortlist recommendations from benchmark constraints and use-case priorities.
Bar Exam QA
research
Caselaw dataset in MLEB (creator: Stanford University).
MLEBDatasetCaselawStanford University
Last checked: 2026-03-10
Bloomberg Law
policy
Dockets, analytics, secondary sources.
Awesome Legal DataUnited Statesdockets filingsCommercial
Last checked: 2026-03-10
case.law (Caselaw Access Project)
research
~6.7M U.S. opinions (1658-2018); bulk & API.
Awesome Legal DataUnited Statescase lawOpen, API
Last checked: 2026-03-10
CaseHOLD (AI2)
research
Multiple-choice QA over U.S. holdings (legal reasoning benchmark).
Awesome Legal DataUnited Statesdatasets benchmarksOpen
Last checked: 2026-03-10
CourtListener
policy
Millions of opinions + dockets via RECAP; robust API/bulk.
Awesome Legal DataUnited Statesdockets filingsOpen, API
Last checked: 2026-03-10
eCFR
research
Up-to-date Code of Federal Regulations; API via Federal Register.
Awesome Legal DataUnited Statesstatutes regulationOpen, API
Last checked: 2026-03-10
EDGAR
policy
SEC corporate filings (contracts, 10-Ks), bulk + API.
Awesome Legal DataUnited Statesdockets filingsOpen, API
Last checked: 2026-03-10
Fastcase
research
Case law & statutes with citator; often via bar membership.
Awesome Legal DataUnited Statescase lawCommercial
Last checked: 2026-03-10
Federal Register
research
Daily federal rules/notices; full API.
Awesome Legal DataUnited Statesstatutes regulationOpen, API
Last checked: 2026-03-10
Free Law Project
research
.
Awesome Legal DataUnited Statesother
Last checked: 2026-03-10
GovInfo
research
U.S. Government Publishing Office-authenticated federal documents (USC, CFR, Federal Register) + bulk data/APIs.
Awesome Legal DataUnited Statesstatutes regulationOpen, API
Last checked: 2026-03-10
H2O Open Case Book
research
Legal data source listed in Awesome Legal Data (United States).
Awesome Legal DataUnited Statesother
Last checked: 2026-03-10
LCQA component: Chroma vector retrieval
toolkit
Embeds contract chunks and retrieves top-k context with persistent Chroma storage.
Contract QAArchitectureRAG component
Last checked: 2026-03-10
LCQA component: legal answer chain
toolkit
Prompt + LLM chain that returns concise legal-contract answers and abstains when context is insufficient.
Contract QAArchitectureRAG component
Last checked: 2026-03-10
LCQA component: PDF text extraction
toolkit
Document ingestion layer using PyPDF2 to extract text across all uploaded PDF pages.
Contract QAArchitectureRAG component
Last checked: 2026-03-10
LCQA component: recursive text chunking
toolkit
Chunking layer built with RecursiveCharacterTextSplitter for retrieval-ready segments.
Contract QAArchitectureRAG component
Last checked: 2026-03-10
LCQA component: Streamlit interface
toolkit
Interactive UI for uploading contracts and querying the assistant.
Contract QAArchitectureRAG component
Last checked: 2026-03-10
LCQA dependency: ChromaDB
community
Core dependency used in the Legal Contract Q&A Bot stack (chromadb==0.4.22).
Contract QADependencyChromaDB
Last checked: 2026-03-10
LCQA dependency: LangChain
community
Core dependency used in the Legal Contract Q&A Bot stack (langchain==0.1.20).
Contract QADependencyLangChain
Last checked: 2026-03-10
LCQA dependency: LangChain OpenAI
community
Core dependency used in the Legal Contract Q&A Bot stack (langchain-openai==0.1.5).
Contract QADependencyLangChain OpenAI
Last checked: 2026-03-10
LCQA dependency: PyPDF2
community
Core dependency used in the Legal Contract Q&A Bot stack (pypdf2==3.0.1).
Contract QADependencyPyPDF2
Last checked: 2026-03-10
LCQA dependency: Streamlit
community
Core dependency used in the Legal Contract Q&A Bot stack (streamlit==1.31.0).
Contract QADependencyStreamlit
Last checked: 2026-03-10
LCQA reference: Advanced Retrieval for AI with Chroma (video course)
course
External educational reference cited in project README.
Contract QAReferenceRAG learning
Last checked: 2026-03-10
LCQA reference: Langchain for LLM Applications (video course)
course
External educational reference cited in project README.
Contract QAReferenceRAG learning
Last checked: 2026-03-10
LCQA reference: RAGAS Evaluation with Langchain (blog post)
course
External educational reference cited in project README.
Contract QAReferenceRAG learning
Last checked: 2026-03-10
LCQA roadmap task 1
program
Research current state-of-the-art approaches in contract analysis and legal AI.
Contract QARoadmapTask 1
Last checked: 2026-03-10
LCQA roadmap task 2
program
Implement a basic Q&A pipeline that utilizes retrieval-augmented generation (RAG) for answering contract-related queries.
Contract QARoadmapTask 2
Last checked: 2026-03-10
LCQA roadmap task 3
program
Build and fine-tune a specialized evaluation framework to assess the bot's performance on legal-specific tasks.
Contract QARoadmapTask 3
Last checked: 2026-03-10
LCQA roadmap task 4
program
Explore optimization techniques to enhance the accuracy and reliability of the Q&A responses.
Contract QARoadmapTask 4
Last checked: 2026-03-10
LCQA roadmap task 5
program
Deploy enhancements to the pipeline, focusing on context understanding and response precision.
Contract QARoadmapTask 5
Last checked: 2026-03-10
LCQA roadmap task 6
program
Interpret the bot's outputs and compile detailed performance reports to guide further improvements.
Contract QARoadmapTask 6
Last checked: 2026-03-10
Legal Contract Q&A Bot
research
Open-source Streamlit RAG application for legal-contract question answering, combining PDF ingestion, chunking, vector retrieval, and LLM response generation.
Contract QARAGLegal AI
Last checked: 2026-03-10
Legal Contract Q&A Bot setup runbook
course
Installation and launch workflow extracted from the project README.
Contract QARunbookStreamlit
Last checked: 2026-03-10
Legal Contract Q&A pipeline defaults
toolkit
Extracted baseline configuration from text chunking, vector retrieval, and answer-chain modules.
Contract QAArchitectureDefaults
Last checked: 2026-03-10
Oyez
research
SCOTUS audio, transcripts, and case summaries (education-oriented).
Awesome Legal DataUnited StatesotherOpen
Last checked: 2026-03-10
PACER
policy
Federal court dockets & filings (fees apply).
Awesome Legal DataUnited Statesdockets filingsCommercial/Gov
Last checked: 2026-03-10
Supreme Court Database (SCDB)
research
Coded metadata for every SCOTUS decision (1791-).
Awesome Legal DataUnited Statescase lawOpen
Last checked: 2026-03-10
U.S. Code (XML)
research
Bulk downloads of the United States Code in XML.
Awesome Legal DataUnited StatesotherOpen
Last checked: 2026-03-10
Westlaw / Lexis+
research
Comprehensive U.S. primary/secondary law & citators (KeyCite/Shepard's).
Awesome Legal DataUnited Statescase lawCommercial
Last checked: 2026-03-10
All imported source snapshots are retained for future international mode. Some entries are imported from third-party curated lists and include required attribution. View attribution.