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Documentation
A portable, multi-evaluator psychological assessment agent system supporting local Ollama models and various cloud-based LLMs.
Overview
AgentPsy is a tool designed for multi-dimensional personality assessment (Big Five), supporting a wide range of evaluators from OpenAI, Google, and Anthropic to local Ollama instances. It is configuration-driven, generates detailed analysis reports, and features a powerful batch analysis capability for large datasets.
Source Code: https://github.com/ptreezh/AgentPsyAssessment.git
License: This project is licensed under the Apache License 2.0. See LICENSE for more information.
API & Developer Tools
Leverage a suite of command-line tools for batch analysis, progress monitoring, and data processing. The primary tool is ultimate_batch_analysis.py.
Batch Analysis CLI
The batch analysis script offers flexible control:
# 1. Get file statistics
python ultimate_batch_analysis.py --stats
# 2. Run a quick test (5 files)
python ultimate_batch_analysis.py --quick
# 3. Analyze a specific model series
python ultimate_batch_analysis.py --filter deepseek
# 4. Analyze 10 files from a series with a specific evaluator
python ultimate_batch_analysis.py --filter deepseek --sample 10 --evaluators ollama_llama3
Output Structure
Results are saved in batch_analysis_results/, containing summaries and detailed reports for each batch.
TechBlogs
Explore our team's technical articles and insights on AI-driven psychological assessment and agent evaluation methodologies.
Scientific Principles
Deep dive into the scientific methodology behind AI personality assessment, requiring thousands of tests with multiple parameters to establish stable personality characteristics.
Technical Whitepapers
Comprehensive technical documentation on AI personality assessment methodology, questionnaire design, and industry applications.
User Manuals
Complete user guides for installing, configuring, and using the Portable PsyAgent system with detailed API references.
Training & Tutorials
Follow this step-by-step guide to get your local AgentPsy environment up and running for analysis.
Step 1: Clone the Repository
git clone https://github.com/ptreezh/AgentPsyAssessment.git
cd AgentPsy
Step 2: Install Dependencies
Core dependencies are listed in requirements.txt. Optional providers require separate installation.
# Install core dependencies
pip install -r requirements.txt
# Optional: Install other providers
pip install google-generativeai anthropic dashscope
Step 3: Configure Environment
Copy .env.example to .env and fill in your API keys. For local analysis, ensure Ollama is running.
# .env file content
PROVIDER=local # or 'cloud'
LOCAL_API_BASE=http://localhost:11434/v1
LOCAL_MODEL_ID=llama3
# Cloud Keys (if needed)
GEMINI_API_KEY=your_gemini_key
...
Step 4: Run an Analysis
Use the batch analysis script to start.
python ultimate_batch_analysis.py --quick
Resource Library
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Featured Resources
AgentPsy Assessment Framework Whitepaper
Comprehensive overview of our theoretical foundations and methodological approaches.
Whitepaper DownloadAPI Integration Quick Start Guide
Fast-track guide to integrating AgentPsy assessments into your applications.
Documentation ViewEthical AI Assessment Guidelines
Framework for conducting responsible AI assessments with consideration for ethical implications.
Guidelines DownloadScientific Principles of AI Personality Assessment
Deep dive into the methodology and scientific approaches used in assessing AI personalities.
Technical Paper ReadAdvanced Testing Protocols for AI Models
Comprehensive guide to testing AI models with multiple parameters, stress tests, and cognitive trap evaluations.
Technical Guide ReadAI Personality Assessment: Scientific Methodology
Technical whitepaper on the rigorous scientific approach with thousands of tests to establish stable personality characteristics.
Whitepaper DownloadPortable PsyAgent Technical Whitepaper (Chinese)
Comprehensive technical documentation on AI personality assessment methodology, questionnaire design, and industry applications.
Technical Whitepaper DownloadPortable PsyAgent Technical Whitepaper (English)
Comprehensive technical documentation on AI personality assessment methodology, questionnaire design, and industry applications.
Technical Whitepaper DownloadVerified External Resources
Curated list of verified websites and platforms providing AI personality assessment and psychological evaluation tools:
OpenAI Research
Comprehensive research on AI safety, alignment, and evaluation methodologies.
Research Hub Visit SiteAnthropic AI Safety Research
Research on AI safety, constitutional AI, and behavioral consistency in AI systems.
Research Platform Visit SiteStanford HAI - Personality in AI
Human-centered approaches to personality assessment in AI systems.
Academic Research Visit SiteMIT Media Lab - Personal Computing Group
Research on personality adaptation in AI agents and human-AI interaction.
Research Lab Visit SiteGoogle AI Research
Comprehensive resources on AI research including psychology and safety aspects.
Research Hub Visit SiteSite Navigation
Use our site map to find all available resources and pages:
Internal Research Resources
Access our internal research papers, technical reports, and academic publications:
Academic Papers
Peer-reviewed research papers published by our team in academic journals.
Academic Papers View PapersTechnical Reports
Detailed technical reports and methodology documentation.
Technical Reports View ReportsAssessment Framework
Complete documentation of our assessment methodology and validation.
Framework View DocumentationSupport Resources
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