{"id":37394256,"url":"https://github.com/kilitary/ollama-dev","last_synced_at":"2026-01-16T05:35:26.312Z","repository":{"id":253397448,"uuid":"843377011","full_name":"kilitary/ollama-dev","owner":"kilitary","description":"counter red team logic forwarder.","archived":false,"fork":false,"pushed_at":"2025-09-05T22:58:15.000Z","size":2089,"stargazers_count":0,"open_issues_count":1,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-09-05T23:36:48.939Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/kilitary.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2024-08-16T11:34:55.000Z","updated_at":"2025-09-05T22:58:15.000Z","dependencies_parsed_at":"2024-08-22T23:51:09.403Z","dependency_job_id":"0a9e561c-26c6-4f77-b03c-68864416eeed","html_url":"https://github.com/kilitary/ollama-dev","commit_stats":null,"previous_names":["kilitary/ollama-dev"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/kilitary/ollama-dev","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kilitary%2Follama-dev","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kilitary%2Follama-dev/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kilitary%2Follama-dev/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kilitary%2Follama-dev/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/kilitary","download_url":"https://codeload.github.com/kilitary/ollama-dev/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kilitary%2Follama-dev/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":28477344,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-01-16T03:13:13.607Z","status":"ssl_error","status_checked_at":"2026-01-16T03:11:47.863Z","response_time":107,"last_error":"SSL_read: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2026-01-16T05:35:25.739Z","updated_at":"2026-01-16T05:35:26.305Z","avatar_url":"https://github.com/kilitary.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Ollama Development Toolkit\n\n![Project Banner](bg.jpeg)\n\n## Overview\n\nThis is a comprehensive development and testing toolkit for working with Ollama language models. The project provides tools for analyzing, simulating, and testing LLM behavior with advanced prompt engineering and response processing capabilities.\n\n## Key Features\n\n- **Advanced LLM Analysis** - Deep analysis of model responses and behavior patterns\n- **Response Processing Engine** - Sophisticated engine for processing and analyzing LLM outputs \n- **Prompt Engineering Tools** - Dynamic prompt generation using randomized linguistic features\n- **Model Configuration Management** - Fine-tuned parameter control for optimal model performance\n- **Simulation Framework** - Framework for running controlled LLM experiments and scenarios\n- **Rich Logging \u0026 Monitoring** - Comprehensive logging with color-coded output and detailed metrics\n\n## Architecture\n\n- **`analyze.py`** - Main analysis engine for processing LLM responses and extracting insights\n- **`sim.py`** - Simulation framework for running controlled LLM experiments  \n- **`config.py`** - Model configuration and parameter management\n- **`instructions.py`** - System prompts and instruction templates\n- **`langfeatures.py`** - Language feature categorization for dynamic text generation\n- **`jam.py`** - Audio/frequency processing utilities\n- **Supporting utilities** - HTTP testing, model updates, and various helper scripts\n\n## Quick Start\n\n### Prerequisites\n- Python 3.8+\n- Ollama installed and running\n- Redis server (optional, for advanced features)\n\n### Installation\n```bash\ngit clone https://github.com/kilitary/ollama-dev.git\ncd ollama-dev\npip install -r requirements.txt\n```\n\n### Basic Usage\n```bash\n# Run main analysis\npython analyze.py\n\n# Run simulation experiments\npython sim.py\n\n# Test HTTP endpoints\npython httptest.py\n```\n\n## Documentation\n\n- [Engine Results Documentation](docs/engine-results.md) - Understanding LLM output processing\n- [Algorithm Reference](docs/algorithms.md) - Sampling techniques and methods used\n- [Configuration Guide](docs/configuration.md) - Model parameters and settings\n\n## License\n\nCopyright (c) 2024-2025 kilitary@gmail.com","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fkilitary%2Follama-dev","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fkilitary%2Follama-dev","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fkilitary%2Follama-dev/lists"}