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agent.json

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+{
+  "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"
+    }
+  }
+}