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title: "Biographical Researcher" component_type: script version: "1.0.0" audience: contributor status: stable summary: "Biographical Researcher - Systematic biographical research automation" keywords: ['api', 'automation', 'biographical', 'generation', 'researcher'] tokens: ~500 created: 2025-12-22 updated: 2025-12-22 script_name: "biographical_researcher.py" language: python executable: true usage: "python3 scripts/biographical_researcher.py [options]" python_version: "3.10+" dependencies: [] modifies_files: false network_access: false requires_auth: false​

Biographical Researcher - Systematic biographical research automation

Provides CLI and programmatic interface for executing biographical research using structured search methodology with multi-source validation.

Usage: python3 biographical_researcher.py --names "Name1, Name2" --context "Company X" python3 biographical_researcher.py --config research_config.json

File: biographical_researcher.py

Classes​

Thoroughness​

Research thoroughness levels

ValidationLevel​

Source validation requirements

ConfidenceLevel​

Confidence in profile accuracy

SearchQuery​

Structured search query

ResearchPhase​

Research phase definition

ProfileSection​

Section of biographical profile

BiographicalProfile​

Complete biographical profile

BiographicalResearcher​

Systematic biographical research system

Functions​

generate_search_strategy_doc(names, context, output)​

Generate search strategy document

main()​

Main CLI entry point

to_dict()​

Convert to dictionary for JSON serialization

to_markdown()​

Convert to markdown format

generate_search_queries(name, context, focus_areas)​

Generate search queries for individual

research_individual(name, context, focus_areas)​

Research single individual

validate_profile(profile)​

Validate profile quality

calculate_completeness(profile)​

Calculate profile completeness score

Usage​

python biographical_researcher.py