{
  "analyze_repo.predict": {
    "traces": [],
    "train": [],
    "demos": [],
    "signature": {
      "instructions": "Analyze a repository structure and identify key components.",
      "fields": [
        {
          "prefix": "Repo Url:",
          "description": "GitHub repository URL"
        },
        {
          "prefix": "File Tree:",
          "description": "Repository file structure"
        },
        {
          "prefix": "Readme Content:",
          "description": "README.md content"
        },
        {
          "prefix": "Reasoning: Let's think step by step in order to",
          "description": "${reasoning}"
        },
        {
          "prefix": "Project Purpose:",
          "description": "Main purpose and goals of the project"
        },
        {
          "prefix": "Key Concepts:",
          "description": "List of important concepts and terminology"
        },
        {
          "prefix": "Architecture Overview:",
          "description": "High-level architecture description"
        }
      ]
    },
    "lm": {
      "model": "gpt-4o",
      "model_type": "chat",
      "cache": true,
      "num_retries": 3,
      "finetuning_model": null,
      "launch_kwargs": {},
      "train_kwargs": {},
      "temperature": 0.7,
      "max_tokens": 8192
    }
  },
  "analyze_structure.predict": {
    "traces": [],
    "train": [],
    "demos": [],
    "signature": {
      "instructions": "Analyze code structure to identify important directories and files.",
      "fields": [
        {
          "prefix": "File Tree:",
          "description": "Repository file structure"
        },
        {
          "prefix": "Package Files:",
          "description": "Key package and configuration files"
        },
        {
          "prefix": "Reasoning: Let's think step by step in order to",
          "description": "${reasoning}"
        },
        {
          "prefix": "Important Directories:",
          "description": "Key directories and their purposes"
        },
        {
          "prefix": "Entry Points:",
          "description": "Main entry points and important files"
        },
        {
          "prefix": "Development Info:",
          "description": "Development setup and workflow information"
        }
      ]
    },
    "lm": {
      "model": "gpt-4o",
      "model_type": "chat",
      "cache": true,
      "num_retries": 3,
      "finetuning_model": null,
      "launch_kwargs": {},
      "train_kwargs": {},
      "temperature": 0.7,
      "max_tokens": 8192
    }
  },
  "generate_examples.predict": {
    "traces": [],
    "train": [],
    "demos": [],
    "signature": {
      "instructions": "Given the fields `repo_info`, produce the fields `usage_examples`.",
      "fields": [
        {
          "prefix": "Repo Info:",
          "description": "${repo_info}"
        },
        {
          "prefix": "Reasoning: Let's think step by step in order to",
          "description": "${reasoning}"
        },
        {
          "prefix": "Usage Examples:",
          "description": "${usage_examples}"
        }
      ]
    },
    "lm": {
      "model": "gpt-4o",
      "model_type": "chat",
      "cache": true,
      "num_retries": 3,
      "finetuning_model": null,
      "launch_kwargs": {},
      "train_kwargs": {},
      "temperature": 0.7,
      "max_tokens": 8192
    }
  },
  "generate_llms_txt.predict": {
    "traces": [],
    "train": [],
    "demos": [],
    "signature": {
      "instructions": "Generate a comprehensive llms.txt file from analyzed repository information.",
      "fields": [
        {
          "prefix": "Project Purpose:",
          "description": "${project_purpose}"
        },
        {
          "prefix": "Key Concepts:",
          "description": "${key_concepts}"
        },
        {
          "prefix": "Architecture Overview:",
          "description": "${architecture_overview}"
        },
        {
          "prefix": "Important Directories:",
          "description": "${important_directories}"
        },
        {
          "prefix": "Entry Points:",
          "description": "${entry_points}"
        },
        {
          "prefix": "Development Info:",
          "description": "${development_info}"
        },
        {
          "prefix": "Usage Examples:",
          "description": "Common usage patterns and examples"
        },
        {
          "prefix": "Reasoning: Let's think step by step in order to",
          "description": "${reasoning}"
        },
        {
          "prefix": "Llms Txt Content:",
          "description": "Complete llms.txt file content following the standard format"
        }
      ]
    },
    "lm": {
      "model": "gpt-4o",
      "model_type": "chat",
      "cache": true,
      "num_retries": 3,
      "finetuning_model": null,
      "launch_kwargs": {},
      "train_kwargs": {},
      "temperature": 0.7,
      "max_tokens": 8192
    }
  },
  "metadata": {
    "dependency_versions": {
      "python": "3.13",
      "dspy": "3.0.4",
      "cloudpickle": "3.1"
    }
  }
}