From e9d15b9658f28dc6290ad38d7ec74a6562ff14c3 Mon Sep 17 00:00:00 2001
From: Andreas Happe <andreashappe@snikt.net>
Date: Thu, 4 Sep 2025 10:12:04 +0200
Subject: [PATCH 1/9] Add instructions for using github copilot

---
 copilot-instructions.md | 39 +++++++++++++++++++++++++++++++++++++++
 1 file changed, 39 insertions(+)
 create mode 100644 copilot-instructions.md

diff --git a/copilot-instructions.md b/copilot-instructions.md
new file mode 100644
index 0000000..82fb702
--- /dev/null
+++ b/copilot-instructions.md
@@ -0,0 +1,39 @@
+# hackingBuddyGPT
+
+hackingBuddyGPT is a command-line tool that helps security researchers and
+professional penetration-testers to use LLMs to perform security testing. It
+is intended as a starting point for research and not for direct production use.
+Initial use-cases were focused on linux and windows privilege escalation
+attacks but recently more web-centric scenarios have been added.
+
+## Tech stack in use
+
+### Backend
+
+- we try to keep dependencies as light as possible
+- requests for HTTP requests
+
+### User Interface
+
+- Rich library for terminal output
+
+### Testing
+
+- Unittest for python
+
+## Project and code guidelines
+
+- Always use type hints in any language which supports them
+- Unit tests are required, and are required to pass before PR
+  - Unit tests should focus on core functionality
+- Always follow good security practices
+- Follow RESTful API design principles
+- Use scripts to perform actions when available
+
+## Project structure
+
+- src/hackingBuddyGPT/ : Flask backend code
+  - usecases/ : a use-case is typically a prototype for a specific scenario, e.g. linux priv-esc
+  - capabilitites/ : are the capabilitites that can be called from within a use-case
+  - utils/ : Utility functions and helpers
+- tests/ : Unit tests for the backend code
\ No newline at end of file

From 4f8326e8d67a676eb7ef56d854a70ce6a2d5de47 Mon Sep 17 00:00:00 2001
From: Andreas Happe <andreashappe@snikt.net>
Date: Thu, 4 Sep 2025 11:50:43 +0200
Subject: [PATCH 2/9] web-api: remove unused DocumentHandler

---
 .../utils/documentation_handler.py            | 129 ------------------
 1 file changed, 129 deletions(-)
 delete mode 100644 src/hackingBuddyGPT/usecases/web_api_testing/utils/documentation_handler.py

diff --git a/src/hackingBuddyGPT/usecases/web_api_testing/utils/documentation_handler.py b/src/hackingBuddyGPT/usecases/web_api_testing/utils/documentation_handler.py
deleted file mode 100644
index 32aa831..0000000
--- a/src/hackingBuddyGPT/usecases/web_api_testing/utils/documentation_handler.py
+++ /dev/null
@@ -1,129 +0,0 @@
-import os
-import yaml
-from datetime import datetime
-from hackingBuddyGPT.capabilities.yamlFile import YAMLFile
-
-
-class DocumentationHandler:
-    """
-    Handles the generation and updating of an OpenAPI specification document based on dynamic API responses.
-
-    Attributes:
-        response_handler (object): An instance of the response handler for processing API responses.
-        schemas (dict): A dictionary to store API schemas.
-        filename (str): The filename for the OpenAPI specification file.
-        openapi_spec (dict): The OpenAPI specification document structure.
-        llm_handler (object): An instance of the LLM handler for interacting with the LLM.
-        api_key (str): The API key for accessing the LLM.
-        file_path (str): The path to the directory where the OpenAPI specification file will be stored.
-        file (str): The complete path to the OpenAPI specification file.
-        _capabilities (dict): A dictionary to store capabilities related to YAML file handling.
-    """
-
-    def __init__(self, llm_handler, response_handler):
-        """
-        Initializes the handler with a template OpenAPI specification.
-
-        Args:
-            llm_handler (object): An instance of the LLM handler for interacting with the LLM.
-            response_handler (object): An instance of the response handler for processing API responses.
-        """
-        self.response_handler = response_handler
-        self.schemas = {}
-        self.filename = f"openapi_spec_{datetime.now().strftime('%Y-%m-%d_%H-%M-%S')}.yaml"
-        self.openapi_spec = {
-            "openapi": "3.0.0",
-            "info": {
-                "title": "Generated API Documentation",
-                "version": "1.0",
-                "description": "Automatically generated description of the API."
-            },
-            "servers": [{"url": "https://localhost:8080"}],
-            "endpoints": {},
-            "components": {"schemas": {}}
-        }
-        self.llm_handler = llm_handler
-        self.api_key = llm_handler.llm.api_key
-        current_path = os.path.dirname(os.path.abspath(__file__))
-        self.file_path = os.path.join(current_path, "openapi_spec")
-        self.file = os.path.join(self.file_path, self.filename)
-        self._capabilities = {
-            "yaml": YAMLFile()
-        }
-
-    def update_openapi_spec(self, resp, result):
-        """
-        Updates the OpenAPI specification based on the API response provided.
-
-        Args:
-            resp (object): The response object containing details like the path and method which should be documented.
-            result (str): The result of the API call.
-        """
-        request = resp.action
-
-        if request.__class__.__name__ == 'RecordNote':  # TODO: check why isinstance does not work
-            self.check_openapi_spec(resp)
-        if request.__class__.__name__ == 'HTTPRequest':
-            path = request.path
-            method = request.method
-            # Ensure that path and method are not None and method has no numeric characters
-            if path and method:
-                # Initialize the path if not already present
-                if path not in self.openapi_spec['endpoints']:
-                    self.openapi_spec['endpoints'][path] = {}
-                # Update the method description within the path
-                example, reference, self.openapi_spec = self.response_handler.parse_http_response_to_openapi_example(
-                    self.openapi_spec, result, path, method)
-                if example is not None or reference is not None:
-                    self.openapi_spec['endpoints'][path][method.lower()] = {
-                        "summary": f"{method} operation on {path}",
-                        "responses": {
-                            "200": {
-                                "description": "Successful response",
-                                "content": {
-                                    "application/json": {
-                                        "schema": {
-                                            "$ref": reference
-                                        },
-                                        "examples": example
-                                    }
-                                }
-                            }
-                        }
-                    }
-
-    def write_openapi_to_yaml(self):
-        """
-        Writes the updated OpenAPI specification to a YAML file with a timestamped filename.
-        """
-        try:
-            # Prepare data to be written to YAML
-            openapi_data = {
-                "openapi": self.openapi_spec["openapi"],
-                "info": self.openapi_spec["info"],
-                "servers": self.openapi_spec["servers"],
-                "components": self.openapi_spec["components"],
-                "paths": self.openapi_spec["endpoints"]
-            }
-
-            # Create directory if it doesn't exist and generate the timestamped filename
-            os.makedirs(self.file_path, exist_ok=True)
-
-            # Write to YAML file
-            with open(self.file, 'w') as yaml_file:
-                yaml.dump(openapi_data, yaml_file, allow_unicode=True, default_flow_style=False)
-            print(f"OpenAPI specification written to {self.filename}.")
-        except Exception as e:
-            raise Exception(f"Error writing YAML file: {e}")
-
-    def check_openapi_spec(self, note):
-        """
-        Uses OpenAI's GPT model to generate a complete OpenAPI specification based on a natural language description.
-
-        Args:
-            note (object): The note object containing the description of the API.
-        """
-        description = self.response_handler.extract_description(note)
-        from hackingBuddyGPT.usecases.web_api_testing.documentation.parsing.yaml_assistant import YamlFileAssistant
-        yaml_file_assistant = YamlFileAssistant(self.file_path, self.llm_handler)
-        yaml_file_assistant.run(description)

From 2f651cb9df5e9c2a4a952e5a3992d5a565841e6f Mon Sep 17 00:00:00 2001
From: Andreas Happe <andreashappe@snikt.net>
Date: Thu, 4 Sep 2025 11:54:05 +0200
Subject: [PATCH 3/9] split-up web-api-testing and web-api-documentation

---
 .gitignore                                         |  5 +++--
 .../usecases/web_api_documentation/__init__.py     |  1 +
 .../utils => web_api_documentation}/evaluator.py   |  3 +--
 .../openapi_specification_handler.py               |  2 +-
 .../simple_openapi_documentation.py                | 11 ++++++-----
 .../usecases/web_api_testing/__init__.py           |  6 +-----
 .../web_api_testing/documentation/__init__.py      |  2 --
 .../{documentation => }/report_handler.py          |  0
 .../response_processing/response_handler.py        |  4 ++--
 .../web_api_testing/simple_web_api_testing.py      |  6 +++---
 .../web_api_testing/{testing => }/test_handler.py  |  0
 .../usecases/web_api_testing/testing/__init__.py   |  1 -
 .../web_api_testing/utils/configuration_handler.py | 14 --------------
 .../utils/prompt_generation/__init__.py            |  2 --
 .../web_api}/pattern_matcher.py                    |  0
 tests/test_web_api_documentation.py                |  2 +-
 16 files changed, 19 insertions(+), 40 deletions(-)
 create mode 100644 src/hackingBuddyGPT/usecases/web_api_documentation/__init__.py
 rename src/hackingBuddyGPT/usecases/{web_api_testing/utils => web_api_documentation}/evaluator.py (99%)
 rename src/hackingBuddyGPT/usecases/{web_api_testing/documentation => web_api_documentation}/openapi_specification_handler.py (99%)
 rename src/hackingBuddyGPT/usecases/{web_api_testing => web_api_documentation}/simple_openapi_documentation.py (98%)
 delete mode 100644 src/hackingBuddyGPT/usecases/web_api_testing/documentation/__init__.py
 rename src/hackingBuddyGPT/usecases/web_api_testing/{documentation => }/report_handler.py (100%)
 rename src/hackingBuddyGPT/usecases/web_api_testing/{testing => }/test_handler.py (100%)
 delete mode 100644 src/hackingBuddyGPT/usecases/web_api_testing/testing/__init__.py
 rename src/hackingBuddyGPT/{usecases/web_api_testing/documentation => utils/web_api}/pattern_matcher.py (100%)

diff --git a/.gitignore b/.gitignore
index 04fa677..bf9123b 100644
--- a/.gitignore
+++ b/.gitignore
@@ -26,9 +26,10 @@ scripts/mac_ansible_id_rsa
 scripts/mac_ansible_id_rsa.pub
 .aider*
 
-src/hackingBuddyGPT/usecases/web_api_testing/documentation/openapi_spec/
 src/hackingBuddyGPT/usecases/web_api_testing/documentation/reports/
 src/hackingBuddyGPT/usecases/web_api_testing/retrieve_spotify_token.py
 config/my_configs/*
 config/configs/*
-config/configs/
\ No newline at end of file
+config/configs/
+
+src/hackingBuddyGPT/usecases/web_api_documentation/openapi_spec/
diff --git a/src/hackingBuddyGPT/usecases/web_api_documentation/__init__.py b/src/hackingBuddyGPT/usecases/web_api_documentation/__init__.py
new file mode 100644
index 0000000..0d9c41d
--- /dev/null
+++ b/src/hackingBuddyGPT/usecases/web_api_documentation/__init__.py
@@ -0,0 +1 @@
+from .simple_openapi_documentation import SimpleWebAPIDocumentation
\ No newline at end of file
diff --git a/src/hackingBuddyGPT/usecases/web_api_testing/utils/evaluator.py b/src/hackingBuddyGPT/usecases/web_api_documentation/evaluator.py
similarity index 99%
rename from src/hackingBuddyGPT/usecases/web_api_testing/utils/evaluator.py
rename to src/hackingBuddyGPT/usecases/web_api_documentation/evaluator.py
index acc7205..a0d5707 100644
--- a/src/hackingBuddyGPT/usecases/web_api_testing/utils/evaluator.py
+++ b/src/hackingBuddyGPT/usecases/web_api_documentation/evaluator.py
@@ -1,7 +1,6 @@
 import copy
-from itertools import chain
 
-from hackingBuddyGPT.usecases.web_api_testing.documentation.pattern_matcher import PatternMatcher
+from hackingBuddyGPT.utils.web_api.pattern_matcher import PatternMatcher
 
 
 class Evaluator:
diff --git a/src/hackingBuddyGPT/usecases/web_api_testing/documentation/openapi_specification_handler.py b/src/hackingBuddyGPT/usecases/web_api_documentation/openapi_specification_handler.py
similarity index 99%
rename from src/hackingBuddyGPT/usecases/web_api_testing/documentation/openapi_specification_handler.py
rename to src/hackingBuddyGPT/usecases/web_api_documentation/openapi_specification_handler.py
index 6a5df36..da65f0d 100644
--- a/src/hackingBuddyGPT/usecases/web_api_testing/documentation/openapi_specification_handler.py
+++ b/src/hackingBuddyGPT/usecases/web_api_documentation/openapi_specification_handler.py
@@ -4,7 +4,7 @@
 from datetime import datetime
 import yaml
 from hackingBuddyGPT.capabilities.yamlFile import YAMLFile
-from hackingBuddyGPT.usecases.web_api_testing.documentation.pattern_matcher import PatternMatcher
+from hackingBuddyGPT.utils.web_api.pattern_matcher import PatternMatcher
 from hackingBuddyGPT.utils.prompt_generation.information import PromptStrategy
 from hackingBuddyGPT.usecases.web_api_testing.response_processing import ResponseHandler
 from hackingBuddyGPT.usecases.web_api_testing.utils import LLMHandler
diff --git a/src/hackingBuddyGPT/usecases/web_api_testing/simple_openapi_documentation.py b/src/hackingBuddyGPT/usecases/web_api_documentation/simple_openapi_documentation.py
similarity index 98%
rename from src/hackingBuddyGPT/usecases/web_api_testing/simple_openapi_documentation.py
rename to src/hackingBuddyGPT/usecases/web_api_documentation/simple_openapi_documentation.py
index 5e8cc21..309abc3 100644
--- a/src/hackingBuddyGPT/usecases/web_api_testing/simple_openapi_documentation.py
+++ b/src/hackingBuddyGPT/usecases/web_api_documentation/simple_openapi_documentation.py
@@ -6,17 +6,18 @@
 from hackingBuddyGPT.capabilities.http_request import HTTPRequest
 from hackingBuddyGPT.capabilities.record_note import RecordNote
 from hackingBuddyGPT.usecases.base import AutonomousUseCase, use_case
-from hackingBuddyGPT.usecases.web_api_testing.documentation.openapi_specification_handler import \
+from hackingBuddyGPT.usecases.web_api_documentation.openapi_specification_handler import \
     OpenAPISpecificationHandler
 from hackingBuddyGPT.utils.capability_manager import CapabilityManager
-from hackingBuddyGPT.utils.prompt_generation import PromptGenerationHelper
+from hackingBuddyGPT.utils.logging import Logger, log_param
+from hackingBuddyGPT.utils.prompt_generation.prompt_generation_helper import PromptGenerationHelper
 from hackingBuddyGPT.utils.prompt_generation.information import PromptContext
 from hackingBuddyGPT.utils.prompt_generation.prompt_engineer import PromptEngineer
 from hackingBuddyGPT.usecases.web_api_testing.response_processing.response_handler import ResponseHandler
 from hackingBuddyGPT.usecases.web_api_testing.utils import LLMHandler
 from hackingBuddyGPT.usecases.web_api_testing.utils.configuration_handler import ConfigurationHandler
 from hackingBuddyGPT.usecases.web_api_testing.utils.custom_datatypes import Context, Prompt
-from hackingBuddyGPT.usecases.web_api_testing.utils.evaluator import Evaluator
+from hackingBuddyGPT.usecases.web_api_documentation.evaluator import Evaluator
 from hackingBuddyGPT.utils.configurable import parameter
 from hackingBuddyGPT.utils.openai.openai_lib import OpenAILib
 
@@ -30,7 +31,6 @@ class SimpleWebAPIDocumentation(AutonomousUseCase):
             llm (OpenAILib): The language model interface used for prompt execution.
             _prompt_history (Prompt): Internal history of prompts exchanged with the LLM.
             _context (Context): Context information used by capabilities (e.g., notes).
-            _capabilities (Dict[str, Capability]): Dictionary of active tool capabilities (HTTP requests, notes, etc.).
             config_path (str): Path to the configuration file for the API under test.
             strategy_string (str): Serialized string representing the documentation strategy to apply.
             _http_method_description (str): Description for identifying HTTP methods in responses.
@@ -41,6 +41,7 @@ class SimpleWebAPIDocumentation(AutonomousUseCase):
             all_steps_done (bool): Flag to indicate whether the full documentation process is complete.
         """
     llm: OpenAILib = None
+    log: Logger = log_param
     _prompt_history: Prompt = field(default_factory=list)
     _context: Context = field(default_factory=lambda: {"notes": list()})
     _capabilities: CapabilityManager = None
@@ -92,7 +93,7 @@ def init(self):
         self.categorized_endpoints = self.categorize_endpoints(self._correct_endpoints, query_params)
 
         # setup capabilities
-        self._capabilities.init()
+        self._capabilities = CapabilityManager(self.log)
         self._capabilities.add_capability(HTTPRequest(self.host))
         self._capabilities.add_capability(RecordNote(self._context["notes"]))
 
diff --git a/src/hackingBuddyGPT/usecases/web_api_testing/__init__.py b/src/hackingBuddyGPT/usecases/web_api_testing/__init__.py
index 42edb2b..116bef0 100644
--- a/src/hackingBuddyGPT/usecases/web_api_testing/__init__.py
+++ b/src/hackingBuddyGPT/usecases/web_api_testing/__init__.py
@@ -1,5 +1 @@
-from .simple_openapi_documentation import SimpleWebAPIDocumentation
-from .simple_web_api_testing import SimpleWebAPITesting
-from . import response_processing
-from . import documentation
-from . import testing
+from .simple_web_api_testing import SimpleWebAPITesting
\ No newline at end of file
diff --git a/src/hackingBuddyGPT/usecases/web_api_testing/documentation/__init__.py b/src/hackingBuddyGPT/usecases/web_api_testing/documentation/__init__.py
deleted file mode 100644
index 3038bb3..0000000
--- a/src/hackingBuddyGPT/usecases/web_api_testing/documentation/__init__.py
+++ /dev/null
@@ -1,2 +0,0 @@
-from .openapi_specification_handler import OpenAPISpecificationHandler
-from .report_handler import ReportHandler
diff --git a/src/hackingBuddyGPT/usecases/web_api_testing/documentation/report_handler.py b/src/hackingBuddyGPT/usecases/web_api_testing/report_handler.py
similarity index 100%
rename from src/hackingBuddyGPT/usecases/web_api_testing/documentation/report_handler.py
rename to src/hackingBuddyGPT/usecases/web_api_testing/report_handler.py
diff --git a/src/hackingBuddyGPT/usecases/web_api_testing/response_processing/response_handler.py b/src/hackingBuddyGPT/usecases/web_api_testing/response_processing/response_handler.py
index 9a7fe09..0538745 100644
--- a/src/hackingBuddyGPT/usecases/web_api_testing/response_processing/response_handler.py
+++ b/src/hackingBuddyGPT/usecases/web_api_testing/response_processing/response_handler.py
@@ -10,8 +10,8 @@
 from bs4 import BeautifulSoup
 from rich.panel import Panel
 
-from hackingBuddyGPT.usecases.web_api_testing.documentation.pattern_matcher import PatternMatcher
-from hackingBuddyGPT.utils.prompt_generation import PromptGenerationHelper
+from hackingBuddyGPT.utils.web_api.pattern_matcher import PatternMatcher
+from hackingBuddyGPT.utils.prompt_generation.prompt_generation_helper import PromptGenerationHelper
 from hackingBuddyGPT.utils.prompt_generation.information import PromptContext
 from hackingBuddyGPT.utils.prompt_generation.information import (
     PenTestingInformation,
diff --git a/src/hackingBuddyGPT/usecases/web_api_testing/simple_web_api_testing.py b/src/hackingBuddyGPT/usecases/web_api_testing/simple_web_api_testing.py
index 59f6120..288d19b 100644
--- a/src/hackingBuddyGPT/usecases/web_api_testing/simple_web_api_testing.py
+++ b/src/hackingBuddyGPT/usecases/web_api_testing/simple_web_api_testing.py
@@ -14,17 +14,17 @@
 from hackingBuddyGPT.capabilities.record_note import RecordNote
 from hackingBuddyGPT.usecases.base import AutonomousUseCase, use_case
 from hackingBuddyGPT.utils.capability_manager import CapabilityManager
-from hackingBuddyGPT.utils.prompt_generation import PromptGenerationHelper
+from hackingBuddyGPT.utils.prompt_generation.prompt_generation_helper import PromptGenerationHelper
 from hackingBuddyGPT.utils.prompt_generation.information import PenTestingInformation
 from hackingBuddyGPT.utils.prompt_generation.information import PromptPurpose
 from hackingBuddyGPT.utils.openapi.openapi_parser import OpenAPISpecificationParser
-from hackingBuddyGPT.usecases.web_api_testing.documentation.report_handler import ReportHandler
+from hackingBuddyGPT.usecases.web_api_testing.report_handler import ReportHandler
 from hackingBuddyGPT.utils.prompt_generation.information import PromptContext
 from hackingBuddyGPT.utils.prompt_generation.prompt_engineer import PromptEngineer
 from hackingBuddyGPT.usecases.web_api_testing.response_processing.response_analyzer_with_llm import \
     ResponseAnalyzerWithLLM
 from hackingBuddyGPT.usecases.web_api_testing.response_processing.response_handler import ResponseHandler
-from hackingBuddyGPT.usecases.web_api_testing.testing.test_handler import GenerationTestHandler
+from hackingBuddyGPT.usecases.web_api_testing.test_handler import GenerationTestHandler
 from hackingBuddyGPT.usecases.web_api_testing.utils.configuration_handler import ConfigurationHandler
 from hackingBuddyGPT.usecases.web_api_testing.utils.custom_datatypes import Context, Prompt
 from hackingBuddyGPT.usecases.web_api_testing.utils.llm_handler import LLMHandler
diff --git a/src/hackingBuddyGPT/usecases/web_api_testing/testing/test_handler.py b/src/hackingBuddyGPT/usecases/web_api_testing/test_handler.py
similarity index 100%
rename from src/hackingBuddyGPT/usecases/web_api_testing/testing/test_handler.py
rename to src/hackingBuddyGPT/usecases/web_api_testing/test_handler.py
diff --git a/src/hackingBuddyGPT/usecases/web_api_testing/testing/__init__.py b/src/hackingBuddyGPT/usecases/web_api_testing/testing/__init__.py
deleted file mode 100644
index be3b5eb..0000000
--- a/src/hackingBuddyGPT/usecases/web_api_testing/testing/__init__.py
+++ /dev/null
@@ -1 +0,0 @@
-from .test_handler import GenerationTestHandler
diff --git a/src/hackingBuddyGPT/usecases/web_api_testing/utils/configuration_handler.py b/src/hackingBuddyGPT/usecases/web_api_testing/utils/configuration_handler.py
index 05cadd3..5fe3a91 100644
--- a/src/hackingBuddyGPT/usecases/web_api_testing/utils/configuration_handler.py
+++ b/src/hackingBuddyGPT/usecases/web_api_testing/utils/configuration_handler.py
@@ -3,7 +3,6 @@
 
 from hackingBuddyGPT.utils.prompt_generation.information import PromptStrategy
 
-
 class ConfigurationHandler(object):
 
     def __init__(self, config_file, strategy_string=None):
@@ -11,17 +10,7 @@ def __init__(self, config_file, strategy_string=None):
         self.strategy_string = strategy_string
 
     def load(self, strategy_string=None):
-        if self.config_path != "":
-            if self.config_path != "":
-                current_file_path = os.path.dirname(os.path.abspath(__file__))
-                self.config_path = os.path.join(current_file_path, "configs", self.config_path)
         config = self._load_config()
-
-        if "spotify" in self.config_path:
-            os.environ['SPOTIPY_CLIENT_ID'] = config['client_id']
-            os.environ['SPOTIPY_CLIENT_SECRET'] = config['client_secret']
-            os.environ['SPOTIPY_REDIRECT_URI'] = config['redirect_uri']
-
         return config, self.get_strategy(strategy_string)
 
     def get_strategy(self, strategy_string=None):
@@ -45,9 +34,6 @@ def _load_config(self, config_path=None):
         with open(config_path, 'r') as file:
             return json.load(file)
 
-
-
-
     def _extract_config_values(self, config):
         token = config.get("token")
         host = config.get("host")
diff --git a/src/hackingBuddyGPT/utils/prompt_generation/__init__.py b/src/hackingBuddyGPT/utils/prompt_generation/__init__.py
index 72c52a5..e69de29 100644
--- a/src/hackingBuddyGPT/utils/prompt_generation/__init__.py
+++ b/src/hackingBuddyGPT/utils/prompt_generation/__init__.py
@@ -1,2 +0,0 @@
-from .prompt_engineer import PromptEngineer
-from .prompt_generation_helper import PromptGenerationHelper
diff --git a/src/hackingBuddyGPT/usecases/web_api_testing/documentation/pattern_matcher.py b/src/hackingBuddyGPT/utils/web_api/pattern_matcher.py
similarity index 100%
rename from src/hackingBuddyGPT/usecases/web_api_testing/documentation/pattern_matcher.py
rename to src/hackingBuddyGPT/utils/web_api/pattern_matcher.py
diff --git a/tests/test_web_api_documentation.py b/tests/test_web_api_documentation.py
index c2b951f..d517bc0 100644
--- a/tests/test_web_api_documentation.py
+++ b/tests/test_web_api_documentation.py
@@ -3,7 +3,7 @@
 from unittest.mock import MagicMock, patch
 
 from hackingBuddyGPT.utils.logging import LocalLogger
-from hackingBuddyGPT.usecases.web_api_testing.simple_openapi_documentation import (
+from hackingBuddyGPT.usecases.web_api_documentation.simple_openapi_documentation import (
     SimpleWebAPIDocumentation,
     SimpleWebAPIDocumentationUseCase,
 )

From b5a8715f2c7d7d98a264623ccbf0081ad316e427 Mon Sep 17 00:00:00 2001
From: Andreas Happe <andreashappe@snikt.net>
Date: Thu, 4 Sep 2025 11:54:20 +0200
Subject: [PATCH 4/9] fix github copilot instructions

---
 .github/copilot-instructions.md | 70 +++++++++++++++++++++++++++++++++
 copilot-instructions.md         | 39 ------------------
 2 files changed, 70 insertions(+), 39 deletions(-)
 create mode 100644 .github/copilot-instructions.md
 delete mode 100644 copilot-instructions.md

diff --git a/.github/copilot-instructions.md b/.github/copilot-instructions.md
new file mode 100644
index 0000000..b3a02d9
--- /dev/null
+++ b/.github/copilot-instructions.md
@@ -0,0 +1,70 @@
+# Copilot Instructions for hackingBuddyGPT
+
+## Project Summary
+
+hackingBuddyGPT is a research-driven Python framework that helps security researchers and penetration testers use Large Language Models (LLMs) to automate and experiment with security testing, especially privilege escalation and web/API pentesting. It supports both local shell and SSH connections to targets, and is designed for rapid prototyping of new agent-based use cases. **Warning:** This tool executes real commands on live systems—use only in safe, isolated environments.
+
+## Tech Stack
+- **Language:** Python 3.10+
+- **Core dependencies:** See `pyproject.toml` (notable: `fabric`, `requests`, `pydantic`, `pytest`)
+- **CLI Entrypoint:** `wintermute` (see `src/hackingBuddyGPT/cli/wintermute.py`)
+- **Web viewer:** Optional, for log viewing (`wintermute Viewer`)
+- **RAG/Knowledge base:** Markdown files in `rag/`
+- **Container/VM orchestration:** Bash scripts in `scripts/`, Ansible playbooks (`tasks.yaml`)
+
+## Project Structure
+- `src/hackingBuddyGPT/` — Main Python package
+  - `cli/` — CLI entrypoint (`wintermute.py`)
+  - `capabilities/` — Modular agent actions (e.g., SSH, HTTP, note-taking)
+  - `usecases/` — Agent logic for each use case (Linux privesc, web, API, etc.)
+  - `utils/` — Shared helpers (LLM, logging, config, prompt generation)
+- `tests/` — Pytest-based unit and integration tests
+- `scripts/` — Setup, orchestration, and run scripts for Mac, Codespaces, and containers
+- `rag/` — Markdown knowledge base for RAG (GTFOBins, HackTricks)
+- `docs/` — Minimal, see https://docs.hackingbuddy.ai for full docs
+
+## Setup & Usage
+- **Python:** Use 3.10+ (see `pyproject.toml`).
+- **Install:**
+  ```bash
+  python -m venv venv
+  source venv/bin/activate
+  pip install -e .
+  ```
+- **Run:**
+  - List use cases: `python src/hackingBuddyGPT/cli/wintermute.py`
+  - Example: `python src/hackingBuddyGPT/cli/wintermute.py LinuxPrivesc --llm.api_key=... --conn=ssh ...`
+  - See `README.md`, `MAC.md`, `CODESPACES.md` for platform-specific instructions.
+- **Testing:** `pip install '.[testing]' && pytest`
+- **Linting:** `ruff` (config in `pyproject.toml`)
+- **Container/VM setup:** Use scripts in `scripts/` (see comments in each script for prerequisites and usage).
+
+## Coding Guidelines
+- Follow PEP8 and use `ruff` for linting (see `[tool.ruff]` in `pyproject.toml`).
+- Use type hints and docstrings for all public functions/classes.
+- Place new agent logic in `usecases/`, new capabilities in `capabilities/`.
+- Prefer composition (capabilities, helpers) over inheritance.
+- Use the logging utilities in `utils/logging.py`.
+- Document all new scripts and major changes in the `README.md` or relevant `.md` files.
+- Mark all workarounds or hacks with `HACK`, `TODO`, or `FIXME`.
+
+## Existing Tools & Resources
+- **Documentation:** https://docs.hackingbuddy.ai
+- **Community/Support:** Discord link in `README.md`
+- **Security Policy:** See `SECURITY.md`
+- **Code of Conduct:** See `CODE_OF_CONDUCT.md`
+- **Contribution Guide:** See `CONTRIBUTING.md`
+- **Citations:** See `CITATION.cff`
+- **Benchmarks:** https://github.com/ipa-lab/benchmark-privesc-linux
+
+## Tips to Minimize Bash/Build Failures
+- Always use the provided scripts for environment/container setup; do not run ad-hoc commands unless necessary.
+- Ensure Bash version 4+ (Mac: install via Homebrew).
+- Use virtual environments for Python dependencies.
+- For Codespaces/Mac, follow the step-by-step guides in `CODESPACES.md` and `MAC.md`.
+- Never expose the web viewer to the public internet.
+- Always set API keys and credentials in `.env` or as prompted by scripts.
+- For RAG, add new markdown files to the appropriate `rag/` subfolder.
+
+---
+For further details, see the `README.md` and https://docs.hackingbuddy.ai. When in doubt, prefer existing patterns and scripts over inventing new ones.
diff --git a/copilot-instructions.md b/copilot-instructions.md
deleted file mode 100644
index 82fb702..0000000
--- a/copilot-instructions.md
+++ /dev/null
@@ -1,39 +0,0 @@
-# hackingBuddyGPT
-
-hackingBuddyGPT is a command-line tool that helps security researchers and
-professional penetration-testers to use LLMs to perform security testing. It
-is intended as a starting point for research and not for direct production use.
-Initial use-cases were focused on linux and windows privilege escalation
-attacks but recently more web-centric scenarios have been added.
-
-## Tech stack in use
-
-### Backend
-
-- we try to keep dependencies as light as possible
-- requests for HTTP requests
-
-### User Interface
-
-- Rich library for terminal output
-
-### Testing
-
-- Unittest for python
-
-## Project and code guidelines
-
-- Always use type hints in any language which supports them
-- Unit tests are required, and are required to pass before PR
-  - Unit tests should focus on core functionality
-- Always follow good security practices
-- Follow RESTful API design principles
-- Use scripts to perform actions when available
-
-## Project structure
-
-- src/hackingBuddyGPT/ : Flask backend code
-  - usecases/ : a use-case is typically a prototype for a specific scenario, e.g. linux priv-esc
-  - capabilitites/ : are the capabilitites that can be called from within a use-case
-  - utils/ : Utility functions and helpers
-- tests/ : Unit tests for the backend code
\ No newline at end of file

From 1891bdc1e1be3e847a7b2b8a645afcdb1215ad4a Mon Sep 17 00:00:00 2001
From: Andreas Happe <andreashappe@snikt.net>
Date: Thu, 4 Sep 2025 12:01:28 +0200
Subject: [PATCH 5/9] remove two (unused) files provided by
 https://github.com/DianaStrauss/webapi-testing-kit/

---
 .../utils/openapi/openapi_converter.py        | 161 ------------------
 .../utils/openapi/yaml_assistant.py           |  88 ----------
 2 files changed, 249 deletions(-)
 delete mode 100644 src/hackingBuddyGPT/utils/openapi/openapi_converter.py
 delete mode 100644 src/hackingBuddyGPT/utils/openapi/yaml_assistant.py

diff --git a/src/hackingBuddyGPT/utils/openapi/openapi_converter.py b/src/hackingBuddyGPT/utils/openapi/openapi_converter.py
deleted file mode 100644
index 0f23465..0000000
--- a/src/hackingBuddyGPT/utils/openapi/openapi_converter.py
+++ /dev/null
@@ -1,161 +0,0 @@
-import json
-import os.path
-
-import yaml
-
-
-class OpenAPISpecificationConverter:
-    """
-    OpenAPISpecificationConverter is a class for converting OpenAPI specification files between YAML and JSON formats.
-
-    Attributes:
-        base_directory (str): The base directory for the output files.
-    """
-
-    def __init__(self, base_directory):
-        """
-        Initializes the OpenAPISpecificationConverter with the specified base directory.
-
-        Args:
-            base_directory (str): The base directory for the output files.
-        """
-        self.base_directory = base_directory
-
-    def convert_file(self, input_filepath, output_directory, input_type, output_type):
-        """
-        Converts files between YAML and JSON formats.
-
-        Args:
-            input_filepath (str): The path to the input file.
-            output_directory (str): The subdirectory for the output files.
-            input_type (str): The type of the input file ('yaml' or 'json').
-            output_type (str): The type of the output file ('json' or 'yaml').
-
-        Returns:
-            str: The path to the converted output file, or None if an error occurred.
-        """
-        try:
-            filename = os.path.basename(input_filepath)
-            output_filename = filename.replace(f".{input_type}", f".{output_type}")
-            output_path = os.path.join(self.base_directory, output_directory, output_filename)
-
-            os.makedirs(os.path.dirname(output_path), exist_ok=True)
-
-            with open(input_filepath, "r") as infile:
-                if input_type == "yaml":
-                    content = yaml.safe_load(infile)
-                else:
-                    content = json.load(infile)
-
-            with open(output_path, "w") as outfile:
-                if output_type == "yaml":
-                    yaml.dump(content, outfile, allow_unicode=True, default_flow_style=False)
-                else:
-                    json.dump(content, outfile, indent=2)
-
-            print(f"Successfully converted {input_filepath} to {output_filename}")
-            return output_path
-
-        except Exception as e:
-            print(f"Error converting {input_filepath}: {e}")
-            return None
-
-    def yaml_to_json(self, yaml_filepath):
-        """
-        Converts a YAML file to a JSON file.
-
-        Args:
-            yaml_filepath (str): The path to the YAML file to be converted.
-
-        Returns:
-            str: The path to the converted JSON file, or None if an error occurred.
-        """
-        return self.convert_file(yaml_filepath, "json", "yaml", "json")
-
-    def json_to_yaml(self, json_filepath):
-        """
-        Converts a JSON file to a YAML file.
-
-        Args:
-            json_filepath (str): The path to the JSON file to be converted.
-
-        Returns:
-            str: The path to the converted YAML file, or None if an error occurred.
-        """
-        return self.convert_file(json_filepath, "yaml", "json", "yaml")
-
-    def extract_openapi_info(self, openapi_spec_file, output_path=""):
-        """
-        Extracts relevant information from an OpenAPI specification and writes it to a JSON file.
-
-        Args:
-            openapi_spec (dict): The OpenAPI specification loaded as a dictionary.
-            output_file_path (str): Path to save the extracted information in JSON format.
-
-        Returns:
-            dict: The extracted information saved in JSON format.
-        """
-        openapi_spec = json.load(open(openapi_spec_file))
-
-        # Extract the API description and host URL
-        description = openapi_spec.get("info", {}).get("description", "No description provided.")
-        host = openapi_spec.get("servers", [{}])[0].get("url", "No host URL provided.")
-
-        # Extract correct endpoints and query parameters
-        correct_endpoints = []
-        query_params = {}
-
-        for path, path_item in openapi_spec.get("paths", {}).items():
-            correct_endpoints.append(path)
-            # Collect query parameters for each endpoint
-            endpoint_query_params = []
-            for method, operation in path_item.items():
-                if isinstance(operation, dict):
-                    if "parameters" in operation.keys():
-                        parameters = operation.get("parameters", [])
-                        for param in parameters:
-                            if param.get("in") == "query":
-                                endpoint_query_params.append(param.get("name"))
-
-            if endpoint_query_params:
-                query_params[path] = endpoint_query_params
-
-        # Create the final output structure
-        extracted_info = {
-            "token": "your_api_token_here",
-            "host": host,
-            "description": description,
-            "correct_endpoints": correct_endpoints,
-            "query_params": query_params
-        }
-        filename = os.path.basename(openapi_spec_file)
-        filename = filename.replace("_oas", "_config")
-        base_name, _ = os.path.splitext(filename)
-        output_filename = f"{base_name}.json"
-        output_path = os.path.join(output_path, output_filename)
-
-        os.makedirs(os.path.dirname(output_path), exist_ok=True)
-
-        # Write to JSON file
-        with open(output_path, 'w') as json_file:
-            json.dump(extracted_info, json_file, indent=2)
-        print(f'output path:{output_path}')
-
-        return extracted_info
-
-
-# Usage example
-if __name__ == "__main__":
-    # yaml_input = "src/hackingBuddyGPT/usecases/web_api_testing/configs/test_config.json/hard/coincap_oas.json"
-
-    converter = OpenAPISpecificationConverter("converted_files")
-    ## Convert YAML to JSON
-    # json_file = converter.yaml_to_json(yaml_input)
-    #
-    ## Convert JSON to YAML
-    # if json_file:
-    #    converter.json_to_yaml(json_file)
-
-    openapi_path = "/home/diana/Desktop/masterthesis/00/hackingBuddyGPT/tests/test_files/oas/fakeapi_oas.json"
-    converter.extract_openapi_info(openapi_path,
-                                   output_path="/home/diana/Desktop/masterthesis/00/hackingBuddyGPT/tests/test_files")
diff --git a/src/hackingBuddyGPT/utils/openapi/yaml_assistant.py b/src/hackingBuddyGPT/utils/openapi/yaml_assistant.py
deleted file mode 100644
index 40f0805..0000000
--- a/src/hackingBuddyGPT/utils/openapi/yaml_assistant.py
+++ /dev/null
@@ -1,88 +0,0 @@
-from openai import OpenAI
-
-
-class YamlFileAssistant:
-    """
-    YamlFileAssistant is a class designed to interact with a YAML file using OpenAI's API.
-
-    Attributes:
-        yaml_file (str): The path to the YAML file that the assistant will analyze.
-        client (OpenAI): The OpenAI client used to interact with the OpenAI API.
-    """
-
-    def __init__(self, yaml_file: str, client: OpenAI):
-        """
-        Initializes the YamlFileAssistant with a specified YAML file and OpenAI client.
-
-        Args:
-            yaml_file (str): The path to the YAML file to be analyzed.
-            client (OpenAI): The OpenAI client used to interact with the OpenAI API.
-        """
-        self.yaml_file: str = yaml_file
-        self.client: OpenAI = client
-
-    def run(self, recorded_note: str) -> None:
-        """
-        Runs the assistant to analyze the YAML file based on a recorded note.
-
-        This method would typically interact with OpenAI's API to create an assistant,
-        upload the YAML file, analyze its contents, and generate responses. However, the
-        actual implementation is currently commented out.
-
-        Args:
-            recorded_note (str): A string containing the note or instructions for analysis.
-
-        Note:
-            The current implementation is commented out and serves as a placeholder for
-            integrating with OpenAI's API. Uncomment and modify the code as needed.
-        """
-        assistant = self.client.beta.assistants.create(
-            name="Yaml File Analysis Assistant",
-            instructions="You are an OpenAPI specification analyst. Use your knowledge to check "
-                         f"if the following information is contained in the provided yaml file. Information: {recorded_note}",
-            model="gpt-4o",
-            tools=[{"type": "file_search"}],
-        )
-
-        # Create a vector store called "Financial Statements"
-        vector_store = self.client.beta.vector_stores.create(name="Financial Statements")
-
-        # Ready the files for upload to OpenAI
-        file_streams = [open(self.yaml_file, "rb")]
-
-        # Use the upload and poll SDK helper to upload the files, add them to the vector store,
-        # and poll the status of the file batch for completion.
-        file_batch = self.client.beta.vector_stores.file_batches.upload_and_poll(
-            vector_store_id=vector_store.id, files=file_streams
-        )
-
-        # You can print the status and the file counts of the batch to see the result of this operation.
-        print(file_batch.status)
-        print(file_batch.file_counts)
-
-        assistant = self.client.beta.assistants.update(
-            assistant_id=assistant.id,
-            tool_resources={"file_search": {"vector_store_ids": [vector_store.id]}},
-        )
-
-        # Upload the user-provided file to OpenAI
-        message_file = self.client.files.create(
-            file=open("edgar/aapl-10k.pdf", "rb"), purpose="assistants"
-        )
-
-        # Create a thread and attach the file to the message
-        thread = self.client.beta.threads.create(
-            messages=[
-                {
-                    "role": "user",
-                    "content": "How many shares of AAPL were outstanding at the end of October 2023?",
-                    # Attach the new file to the message.
-                    "attachments": [
-                        {"file_id": message_file.id, "tools": [{"type": "file_search"}]}
-                    ],
-                }
-            ]
-        )
-
-        # The thread now has a vector store with that file in its tool resources.
-        print(thread.tool_resources.file_search)
\ No newline at end of file

From bec41810dd75ab264d89fbffbb8c4b00d6f721d2 Mon Sep 17 00:00:00 2001
From: Andreas Happe <andreashappe@snikt.net>
Date: Thu, 4 Sep 2025 12:24:40 +0200
Subject: [PATCH 6/9] move three methods from api-testing/response-handler to
 api-docs/specification-handler

- they are only used there
- now the OpenapiSpecificationHandler does not need a connection to the ResponseHandler
- this should make the split between those two easier
---
 .../openapi_specification_handler.py          | 148 +++++++++++++++++-
 .../simple_openapi_documentation.py           |   2 +-
 .../response_processing/response_analyzer.py  |   1 +
 .../response_processing/response_handler.py   | 139 +---------------
 src/hackingBuddyGPT/utils/openapi/__init__.py |   2 -
 5 files changed, 145 insertions(+), 147 deletions(-)

diff --git a/src/hackingBuddyGPT/usecases/web_api_documentation/openapi_specification_handler.py b/src/hackingBuddyGPT/usecases/web_api_documentation/openapi_specification_handler.py
index da65f0d..bef24c6 100644
--- a/src/hackingBuddyGPT/usecases/web_api_documentation/openapi_specification_handler.py
+++ b/src/hackingBuddyGPT/usecases/web_api_documentation/openapi_specification_handler.py
@@ -1,12 +1,14 @@
+import copy
+import json
 import os
 import re
 from collections import defaultdict
 from datetime import datetime
+from typing import Any, Dict, Optional, Tuple
 import yaml
 from hackingBuddyGPT.capabilities.yamlFile import YAMLFile
 from hackingBuddyGPT.utils.web_api.pattern_matcher import PatternMatcher
 from hackingBuddyGPT.utils.prompt_generation.information import PromptStrategy
-from hackingBuddyGPT.usecases.web_api_testing.response_processing import ResponseHandler
 from hackingBuddyGPT.usecases.web_api_testing.utils import LLMHandler
 
 
@@ -15,7 +17,6 @@ class OpenAPISpecificationHandler(object):
     Handles the generation and updating of an OpenAPI specification document based on dynamic API responses.
 
     Attributes:
-        response_handler (object): An instance of the response handler for processing API responses.
         schemas (dict): A dictionary to store API schemas.
         filename (str): The filename for the OpenAPI specification file.
         openapi_spec (dict): The OpenAPI specification document structure.
@@ -26,18 +27,16 @@ class OpenAPISpecificationHandler(object):
         _capabilities (dict): A dictionary to store capabilities related to YAML file handling.
     """
 
-    def __init__(self, llm_handler: LLMHandler, response_handler: ResponseHandler, strategy: PromptStrategy, url: str,
+    def __init__(self, llm_handler: LLMHandler, strategy: PromptStrategy, url: str,
                  description: str, name: str) -> None:
         """
         Initializes the handler with a template OpenAPI specification.
 
         Args:
             llm_handler (object): An instance of the LLM handler for interacting with the LLM.
-            response_handler (object): An instance of the response handler for processing API responses.
             strategy (PromptStrategy): An instance of the PromptStrategy class.
         """
         self.unsuccessful_methods = {}
-        self.response_handler = response_handler
         self.schemas = {}
         self.query_params = {}
         self.endpoint_methods = {}
@@ -103,6 +102,143 @@ def is_partial_match(self, element, string_list):
 
         return False
 
+    def parse_http_response_to_openapi_example(
+            self, openapi_spec: Dict[str, Any], http_response: str, path: str, method: str
+    ) -> Tuple[Optional[Dict[str, Any]], Optional[str], Dict[str, Any]]:
+        """
+        Parses an HTTP response to generate an OpenAPI example.
+
+        Args:
+            openapi_spec (Dict[str, Any]): The OpenAPI specification to update.
+            http_response (str): The HTTP response to parse.
+            path (str): The API path.
+            method (str): The HTTP method.
+
+        Returns:
+            Tuple[Optional[Dict[str, Any]], Optional[str], Dict[str, Any]]: A tuple containing the entry dictionary, reference, and updated OpenAPI specification.
+        """
+
+        headers, body = http_response.split("\r\n\r\n", 1)
+        try:
+            body_dict = json.loads(body)
+        except json.decoder.JSONDecodeError:
+            return None, None, openapi_spec
+
+        reference, object_name, openapi_spec = self.parse_http_response_to_schema(openapi_spec, body_dict, path)
+        entry_dict = {}
+        old_body_dict = copy.deepcopy(body_dict)
+
+        if len(body_dict) == 1 and "data" not in body_dict:
+            entry_dict["id"] = body_dict
+            self.llm_handler._add_created_object(entry_dict, object_name)
+        else:
+            if "data" in body_dict:
+                body_dict = body_dict["data"]
+                if isinstance(body_dict, list) and len(body_dict) > 0:
+                    body_dict = body_dict[0]
+                    if isinstance(body_dict, list):
+                        for entry in body_dict:
+                            key = entry.get("title") or entry.get("name") or entry.get("id")
+                            entry_dict[key] = {"value": entry}
+                            self.llm_handler._add_created_object(entry_dict[key], object_name)
+                            if len(entry_dict) > 3:
+                                break
+
+
+            if isinstance(body_dict, list) and len(body_dict) > 0:
+                body_dict = body_dict[0]
+                if isinstance(body_dict, list):
+
+                    for entry in body_dict:
+                        key = entry.get("title") or entry.get("name") or entry.get("id")
+                        entry_dict[key] = entry
+                        self.llm_handler._add_created_object(entry_dict[key], object_name)
+                        if len(entry_dict) > 3:
+                            break
+            else:
+                if isinstance(body_dict, list) and len(body_dict) == 0:
+                    entry_dict = ""
+                elif isinstance(body_dict, dict) and "data" in body_dict.keys():
+                    entry_dict = body_dict["data"]
+                    if isinstance(entry_dict, list) and len(entry_dict) > 0:
+                        entry_dict = entry_dict[0]
+                else:
+                    entry_dict= body_dict
+                self.llm_handler._add_created_object(entry_dict, object_name)
+        if isinstance(old_body_dict, dict) and len(old_body_dict.keys()) > 0 and "data" in old_body_dict.keys() and isinstance(old_body_dict, dict) \
+                and isinstance(entry_dict, dict):
+            old_body_dict.pop("data")
+            entry_dict = {**entry_dict, **old_body_dict}
+
+
+        return entry_dict, reference, openapi_spec
+
+    def parse_http_response_to_schema(
+            self, openapi_spec: Dict[str, Any], body_dict: Dict[str, Any], path: str
+    ) -> Tuple[str, str, Dict[str, Any]]:
+        """
+        Parses an HTTP response body to generate an OpenAPI schema.
+
+        Args:
+            openapi_spec (Dict[str, Any]): The OpenAPI specification to update.
+            body_dict (Dict[str, Any]): The HTTP response body as a dictionary or list.
+            path (str): The API path.
+
+        Returns:
+            Tuple[str, str, Dict[str, Any]]: A tuple containing the reference, object name, and updated OpenAPI specification.
+        """
+        if "/" not in path:
+            return None, None, openapi_spec
+
+        object_name = path.split("/")[1].capitalize().rstrip("s")
+        properties_dict = {}
+
+        # Handle different structures of `body_dict`
+        if isinstance(body_dict, dict):
+            for key, value in body_dict.items():
+                # If it's a nested dictionary, extract keys recursively
+                properties_dict = self.extract_keys(key, value, properties_dict)
+
+        elif isinstance(body_dict, list) and len(body_dict) > 0:
+            first_item = body_dict[0]
+            if isinstance(first_item, dict):
+                for key, value in first_item.items():
+                    properties_dict = self.extract_keys(key, value, properties_dict)
+
+        # Create the schema object for this response
+        object_dict = {"type": "object", "properties": properties_dict}
+
+        # Add the schema to OpenAPI spec if not already present
+        if object_name not in openapi_spec["components"]["schemas"]:
+            openapi_spec["components"]["schemas"][object_name] = object_dict
+
+        reference = f"#/components/schemas/{object_name}"
+        return reference, object_name, openapi_spec
+
+    def extract_keys(self, key: str, value: Any, properties_dict: Dict[str, Any]) -> Dict[str, Any]:
+        """
+        Extracts and formats the keys and values from a dictionary to generate OpenAPI properties.
+
+        Args:
+            key (str): The key in the dictionary.
+            value (Any): The value associated with the key.
+            properties_dict (Dict[str, Any]): The dictionary to store the extracted properties.
+
+        Returns:
+            Dict[str, Any]: The updated properties dictionary.
+        """
+        if key == "id":
+            properties_dict[key] = {
+                "type": str(type(value).__name__),
+                "format": "uuid",
+                "example": str(value),
+            }
+        else:
+            properties_dict[key] = {"type": str(type(value).__name__), "example": str(value)}
+
+        return properties_dict
+
+
     def update_openapi_spec(self, resp, result, prompt_engineer):
         """
         Updates the OpenAPI specification based on the API response provided.
@@ -156,7 +292,7 @@ def update_openapi_spec(self, resp, result, prompt_engineer):
                 return list(self.openapi_spec["endpoints"].keys())
 
             # Parse the response into OpenAPI example and reference
-            example, reference, self.openapi_spec = self.response_handler.parse_http_response_to_openapi_example(
+            example, reference, self.openapi_spec = self.parse_http_response_to_openapi_example(
                 self.openapi_spec, result, path, method
             )
 
diff --git a/src/hackingBuddyGPT/usecases/web_api_documentation/simple_openapi_documentation.py b/src/hackingBuddyGPT/usecases/web_api_documentation/simple_openapi_documentation.py
index 309abc3..3572971 100644
--- a/src/hackingBuddyGPT/usecases/web_api_documentation/simple_openapi_documentation.py
+++ b/src/hackingBuddyGPT/usecases/web_api_documentation/simple_openapi_documentation.py
@@ -161,7 +161,7 @@ def _initialize_handlers(self, config, description, token, name, initial_prompt)
         self._response_handler = ResponseHandler(llm_handler=self._llm_handler, prompt_context=self._prompt_context,
                                                  prompt_helper=self.prompt_helper, config=config)
         self._documentation_handler = OpenAPISpecificationHandler(
-            self._llm_handler, self._response_handler, self.strategy, self.host, description, name
+            self._llm_handler, self.strategy, self.host, description, name
         )
 
         self._prompt_history.append(initial_prompt)
diff --git a/src/hackingBuddyGPT/usecases/web_api_testing/response_processing/response_analyzer.py b/src/hackingBuddyGPT/usecases/web_api_testing/response_processing/response_analyzer.py
index ff9fa4c..61cad6c 100644
--- a/src/hackingBuddyGPT/usecases/web_api_testing/response_processing/response_analyzer.py
+++ b/src/hackingBuddyGPT/usecases/web_api_testing/response_processing/response_analyzer.py
@@ -4,6 +4,7 @@
 
 from hackingBuddyGPT.utils.prompt_generation.information import PromptPurpose
 
+# TODO: why is this not used by anyone? can this be removed?
 
 class ResponseAnalyzer:
     """
diff --git a/src/hackingBuddyGPT/usecases/web_api_testing/response_processing/response_handler.py b/src/hackingBuddyGPT/usecases/web_api_testing/response_processing/response_handler.py
index 0538745..a516789 100644
--- a/src/hackingBuddyGPT/usecases/web_api_testing/response_processing/response_handler.py
+++ b/src/hackingBuddyGPT/usecases/web_api_testing/response_processing/response_handler.py
@@ -1,9 +1,8 @@
-import copy
 import json
 import re
 from collections import Counter
 from itertools import cycle
-from typing import Any, Dict, Optional, Tuple
+from typing import Any, Dict, Optional
 import random
 from urllib.parse import urlencode
 import pydantic_core
@@ -195,77 +194,6 @@ def extract_response_example(self, html_content: str) -> Optional[Dict[str, Any]
             return json.loads(result_text)
         return None
 
-    def parse_http_response_to_openapi_example(
-            self, openapi_spec: Dict[str, Any], http_response: str, path: str, method: str
-    ) -> Tuple[Optional[Dict[str, Any]], Optional[str], Dict[str, Any]]:
-        """
-        Parses an HTTP response to generate an OpenAPI example.
-
-        Args:
-            openapi_spec (Dict[str, Any]): The OpenAPI specification to update.
-            http_response (str): The HTTP response to parse.
-            path (str): The API path.
-            method (str): The HTTP method.
-
-        Returns:
-            Tuple[Optional[Dict[str, Any]], Optional[str], Dict[str, Any]]: A tuple containing the entry dictionary, reference, and updated OpenAPI specification.
-        """
-
-        headers, body = http_response.split("\r\n\r\n", 1)
-        try:
-            body_dict = json.loads(body)
-        except json.decoder.JSONDecodeError:
-            return None, None, openapi_spec
-
-        reference, object_name, openapi_spec = self.parse_http_response_to_schema(openapi_spec, body_dict, path)
-        entry_dict = {}
-        old_body_dict = copy.deepcopy(body_dict)
-
-        if len(body_dict) == 1 and "data" not in body_dict:
-            entry_dict["id"] = body_dict
-            self.llm_handler._add_created_object(entry_dict, object_name)
-        else:
-            if "data" in body_dict:
-                body_dict = body_dict["data"]
-                if isinstance(body_dict, list) and len(body_dict) > 0:
-                    body_dict = body_dict[0]
-                    if isinstance(body_dict, list):
-                        for entry in body_dict:
-                            key = entry.get("title") or entry.get("name") or entry.get("id")
-                            entry_dict[key] = {"value": entry}
-                            self.llm_handler._add_created_object(entry_dict[key], object_name)
-                            if len(entry_dict) > 3:
-                                break
-
-
-            if isinstance(body_dict, list) and len(body_dict) > 0:
-                body_dict = body_dict[0]
-                if isinstance(body_dict, list):
-
-                    for entry in body_dict:
-                        key = entry.get("title") or entry.get("name") or entry.get("id")
-                        entry_dict[key] = entry
-                        self.llm_handler._add_created_object(entry_dict[key], object_name)
-                        if len(entry_dict) > 3:
-                            break
-            else:
-                if isinstance(body_dict, list) and len(body_dict) == 0:
-                    entry_dict = ""
-                elif isinstance(body_dict, dict) and "data" in body_dict.keys():
-                    entry_dict = body_dict["data"]
-                    if isinstance(entry_dict, list) and len(entry_dict) > 0:
-                        entry_dict = entry_dict[0]
-                else:
-                    entry_dict= body_dict
-                self.llm_handler._add_created_object(entry_dict, object_name)
-        if isinstance(old_body_dict, dict) and len(old_body_dict.keys()) > 0 and "data" in old_body_dict.keys() and isinstance(old_body_dict, dict) \
-                and isinstance(entry_dict, dict):
-            old_body_dict.pop("data")
-            entry_dict = {**entry_dict, **old_body_dict}
-
-
-        return entry_dict, reference, openapi_spec
-
     def extract_description(self, note: Any) -> str:
         """
         Extracts the description from a note.
@@ -278,48 +206,6 @@ def extract_description(self, note: Any) -> str:
         """
         return note.action.content
 
-    def parse_http_response_to_schema(
-            self, openapi_spec: Dict[str, Any], body_dict: Dict[str, Any], path: str
-    ) -> Tuple[str, str, Dict[str, Any]]:
-        """
-        Parses an HTTP response body to generate an OpenAPI schema.
-
-        Args:
-            openapi_spec (Dict[str, Any]): The OpenAPI specification to update.
-            body_dict (Dict[str, Any]): The HTTP response body as a dictionary or list.
-            path (str): The API path.
-
-        Returns:
-            Tuple[str, str, Dict[str, Any]]: A tuple containing the reference, object name, and updated OpenAPI specification.
-        """
-        if "/" not in path:
-            return None, None, openapi_spec
-
-        object_name = path.split("/")[1].capitalize().rstrip("s")
-        properties_dict = {}
-
-        # Handle different structures of `body_dict`
-        if isinstance(body_dict, dict):
-            for key, value in body_dict.items():
-                # If it's a nested dictionary, extract keys recursively
-                properties_dict = self.extract_keys(key, value, properties_dict)
-
-        elif isinstance(body_dict, list) and len(body_dict) > 0:
-            first_item = body_dict[0]
-            if isinstance(first_item, dict):
-                for key, value in first_item.items():
-                    properties_dict = self.extract_keys(key, value, properties_dict)
-
-        # Create the schema object for this response
-        object_dict = {"type": "object", "properties": properties_dict}
-
-        # Add the schema to OpenAPI spec if not already present
-        if object_name not in openapi_spec["components"]["schemas"]:
-            openapi_spec["components"]["schemas"][object_name] = object_dict
-
-        reference = f"#/components/schemas/{object_name}"
-        return reference, object_name, openapi_spec
-
     def read_yaml_to_string(self, filepath: str) -> Optional[str]:
         """
         Reads a YAML file and returns its contents as a string.
@@ -365,29 +251,6 @@ def extract_endpoints(self, note: str) -> Dict[str, list]:
 
         return required_endpoints
 
-    def extract_keys(self, key: str, value: Any, properties_dict: Dict[str, Any]) -> Dict[str, Any]:
-        """
-        Extracts and formats the keys and values from a dictionary to generate OpenAPI properties.
-
-        Args:
-            key (str): The key in the dictionary.
-            value (Any): The value associated with the key.
-            properties_dict (Dict[str, Any]): The dictionary to store the extracted properties.
-
-        Returns:
-            Dict[str, Any]: The updated properties dictionary.
-        """
-        if key == "id":
-            properties_dict[key] = {
-                "type": str(type(value).__name__),
-                "format": "uuid",
-                "example": str(value),
-            }
-        else:
-            properties_dict[key] = {"type": str(type(value).__name__), "example": str(value)}
-
-        return properties_dict
-
     def evaluate_result(self, result: Any, prompt_history: Prompt, analysis_context: Any) -> Any:
         """
         Evaluates the result using the LLM-based response analyzer.
diff --git a/src/hackingBuddyGPT/utils/openapi/__init__.py b/src/hackingBuddyGPT/utils/openapi/__init__.py
index 1dc8cc5..9595117 100644
--- a/src/hackingBuddyGPT/utils/openapi/__init__.py
+++ b/src/hackingBuddyGPT/utils/openapi/__init__.py
@@ -1,3 +1 @@
-from .openapi_converter import OpenAPISpecificationConverter
 from .openapi_parser import OpenAPISpecificationParser
-from .yaml_assistant import YamlFileAssistant

From cca1bd4b2eac9a500403522c399b9c59f40e2e3c Mon Sep 17 00:00:00 2001
From: Andreas Happe <andreashappe@snikt.net>
Date: Thu, 4 Sep 2025 12:28:41 +0200
Subject: [PATCH 7/9] removed unused response_analyzer

---
 .../response_processing/response_analyzer.py  | 311 ------------------
 1 file changed, 311 deletions(-)
 delete mode 100644 src/hackingBuddyGPT/usecases/web_api_testing/response_processing/response_analyzer.py

diff --git a/src/hackingBuddyGPT/usecases/web_api_testing/response_processing/response_analyzer.py b/src/hackingBuddyGPT/usecases/web_api_testing/response_processing/response_analyzer.py
deleted file mode 100644
index 61cad6c..0000000
--- a/src/hackingBuddyGPT/usecases/web_api_testing/response_processing/response_analyzer.py
+++ /dev/null
@@ -1,311 +0,0 @@
-import json
-import re
-from typing import Any, Dict, Optional, Tuple
-
-from hackingBuddyGPT.utils.prompt_generation.information import PromptPurpose
-
-# TODO: why is this not used by anyone? can this be removed?
-
-class ResponseAnalyzer:
-    """
-    A class to parse and analyze HTTP responses based on different purposes, such as
-    authentication/authorization checks and input validation.
-
-    Attributes:
-        purpose (Optional[PromptPurpose]): The specific purpose for analyzing the HTTP response. It determines
-                                           which analysis method will be applied.
-    """
-
-    def __init__(self, purpose: Optional[PromptPurpose] = None) -> None:
-        """
-        Initializes the ResponseAnalyzer with an optional purpose.
-
-        Args:
-            purpose (Optional[PromptPurpose]): The purpose for analyzing the HTTP response. Default is None.
-        """
-        self.purpose: Optional[PromptPurpose] = purpose
-
-    def set_purpose(self, purpose: PromptPurpose) -> None:
-        """
-        Sets the purpose for analyzing the HTTP response.
-
-        Args:
-            purpose (PromptPurpose): The specific purpose for analyzing the HTTP response.
-        """
-        self.purpose = purpose
-
-    def parse_http_response(self, raw_response: str) -> Tuple[Optional[int], Dict[str, str], str]:
-        """
-        Parses the raw HTTP response string into its components: status line, headers, and body.
-
-        Args:
-            raw_response (str): The raw HTTP response string to parse.
-
-        Returns:
-            Tuple[Optional[int], Dict[str, str], str]: A tuple containing the status code (int), headers (dict), and body (str).
-        """
-        header_body_split = raw_response.split("\r\n\r\n", 1)
-        header_lines = header_body_split[0].split("\n")
-        body = header_body_split[1] if len(header_body_split) > 1 else ""
-
-        if body != {} and bool(body and not body.isspace()):
-            body = json.loads(body)[0]
-
-        if body == "":
-            for line in header_lines:
-                if line.startswith("{") or line.startswith("["):
-                    body = line
-                    body = json.loads(body)
-
-        status_line = header_lines[0].strip()
-        headers = {
-            key.strip(): value.strip()
-            for key, value in (line.split(":", 1) for line in header_lines[1:] if ":" in line)
-        }
-
-        match = re.match(r"HTTP/1\.1 (\d{3}) (.*)", status_line)
-        status_code = int(match.group(1)) if match else None
-
-        return status_code, headers, body
-
-    def analyze_response(self, raw_response: str) -> Optional[Dict[str, Any]]:
-        """
-        Parses the HTTP response and analyzes it based on the set purpose.
-
-        Args:
-            raw_response (str): The raw HTTP response string to parse and analyze.
-
-        Returns:
-            Optional[Dict[str, Any]]: The analysis results based on the purpose.
-        """
-        status_code, headers, body = self.parse_http_response(raw_response)
-        return self.analyze_parsed_response(status_code, headers, body)
-
-    def analyze_parsed_response(
-            self, status_code: Optional[int], headers: Dict[str, str], body: str
-    ) -> Optional[Dict[str, Any]]:
-        """
-        Analyzes the parsed HTTP response based on the purpose, invoking the appropriate method.
-
-        Args:
-            status_code (Optional[int]): The HTTP status code.
-            headers (Dict[str, str]): The HTTP headers.
-            body (str): The HTTP response body.
-
-        Returns:
-            Optional[Dict[str, Any]]: The analysis results based on the purpose.
-        """
-        analysis_methods = {
-            PromptPurpose.AUTHENTICATION: self.analyze_authentication_authorization(
-                status_code, headers, body
-            ),
-            PromptPurpose.INPUT_VALIDATION: self.analyze_input_validation(status_code, headers, body),
-        }
-        return analysis_methods.get(self.purpose)
-
-    def analyze_authentication_authorization(
-            self, status_code: Optional[int], headers: Dict[str, str], body: str
-    ) -> Dict[str, Any]:
-        """
-        Analyzes the HTTP response with a focus on authentication and authorization.
-
-        Args:
-            status_code (Optional[int]): The HTTP status code.
-            headers (Dict[str, str]): The HTTP headers.
-            body (str): The HTTP response body.
-
-        Returns:
-            Dict[str, Any]: The analysis results focused on authentication and authorization.
-        """
-        analysis = {
-            "status_code": status_code,
-            "authentication_status": (
-                "Authenticated"
-                if status_code == 200
-                else "Not Authenticated or Not Authorized"
-                if status_code in [401, 403]
-                else "Unknown"
-            ),
-            "auth_headers_present": any(
-                header in headers for header in ["Authorization", "Set-Cookie", "WWW-Authenticate"]
-            ),
-            "rate_limiting": {
-                "X-Ratelimit-Limit": headers.get("X-Ratelimit-Limit"),
-                "X-Ratelimit-Remaining": headers.get("X-Ratelimit-Remaining"),
-                "X-Ratelimit-Reset": headers.get("X-Ratelimit-Reset"),
-            },
-            "content_body": "Empty" if body == {} else body,
-        }
-        return analysis
-
-    def analyze_input_validation(
-            self, status_code: Optional[int], headers: Dict[str, str], body: str
-    ) -> Dict[str, Any]:
-        """
-        Analyzes the HTTP response with a focus on input validation.
-
-        Args:
-            status_code (Optional[int]): The HTTP status code.
-            headers (Dict[str, str]): The HTTP headers.
-            body (str): The HTTP response body.
-
-        Returns:
-            Dict[str, Any]: The analysis results focused on input validation.
-        """
-        analysis = {
-            "status_code": status_code,
-            "response_body": "Empty" if body == {} else body,
-            "is_valid_response": self.is_valid_input_response(status_code, body),
-            "security_headers_present": any(key in headers for key in ["X-Content-Type-Options", "X-Ratelimit-Limit"]),
-        }
-        return analysis
-
-    def is_valid_input_response(self, status_code: Optional[int], body: str) -> str:
-        """
-        Determines if the HTTP response is valid based on the status code and body content.
-
-        Args:
-            status_code (Optional[int]): The HTTP status code.
-            body (str): The HTTP response body.
-
-        Returns:
-            str: The validity status ("Valid", "Invalid", "Error", or "Unexpected").
-        """
-        if status_code == 200:
-            return "Valid"
-        elif status_code == 400:
-            return "Invalid"
-        elif status_code in [401, 403, 404, 500]:
-            return "Error"
-        else:
-            return "Unexpected"
-
-    def document_findings(
-            self,
-            status_code: Optional[int],
-            headers: Dict[str, str],
-            body: str,
-            expected_behavior: str,
-            actual_behavior: str,
-    ) -> Dict[str, Any]:
-        """
-        Documents the findings from the analysis, comparing expected and actual behavior.
-
-        Args:
-            status_code (Optional[int]): The HTTP status code.
-            headers (Dict[str, str]): The HTTP headers.
-            body (str): The HTTP response body.
-            expected_behavior (str): The expected behavior of the API.
-            actual_behavior (str): The actual behavior observed.
-
-        Returns:
-            Dict[str, Any]: A dictionary containing the documented findings.
-        """
-        document = {
-            "Status Code": status_code,
-            "Headers": headers,
-            "Response Body": body.strip(),
-            "Expected Behavior": expected_behavior,
-            "Actual Behavior": actual_behavior,
-        }
-
-        return document
-
-    def report_issues(self, document: Dict[str, Any]) -> None:
-        """
-        Reports any discrepancies found during analysis, suggesting improvements where necessary.
-
-        Args:
-            document (Dict[str, Any]): The documented findings to be reported.
-        """
-        print("Reporting Issues:")
-        if document["Expected Behavior"] != document["Actual Behavior"]:
-            print("Issue Found:")
-            print(f"Expected: {document['Expected Behavior']}")
-            print(f"Actual: {document['Actual Behavior']}")
-            print("Suggestion: Improve input validation, clearer error messages, or enhanced security measures.")
-        else:
-            print("No issues found in this test case.")
-        print("-" * 50)
-
-    def print_analysis(self, analysis: Dict[str, Any]) -> str:
-        """
-        Prints the analysis results in a structured and readable format.
-
-        Args:
-            analysis (Dict[str, Any]): The analysis results to be printed.
-
-        Returns:
-            str: A formatted string representing the analysis results.
-        """
-        fields_to_print = {
-            "HTTP Status Code": analysis.get("status_code"),
-            "Response Body": analysis.get("response_body"),
-            "Content Body": analysis.get("content_body"),
-            "Valid Response": analysis.get("is_valid_response"),
-            "Authentication Status": analysis.get("authentication_status"),
-            "Security Headers Present": "Yes" if analysis.get("security_headers_present") else "No",
-        }
-        analysis_str = "\n"
-
-        for label, value in fields_to_print.items():
-            if label == "Content Body":
-                if value is not None:
-                    analysis_str += f"{label}: {fields_to_print['Content Body']}"
-            else:
-                if value is not None:
-                    analysis_str += f"{label}: {value}\n"
-
-        if "rate_limiting" in analysis:
-            analysis_str += "Rate Limiting Information:\n"
-
-            for key, value in analysis["rate_limiting"].items():
-                analysis_str += f"  {key}: {value}\n"
-
-        analysis_str += "-" * 50
-        return analysis_str
-
-
-if __name__ == "__main__":
-    # Example HTTP response to parse
-    raw_http_response = """HTTP/1.1 404 Not Found
-    Date: Fri, 16 Aug 2024 10:01:19 GMT
-    Content-Type: application/json; charset=utf-8
-    Content-Length: 2
-    Connection: keep-alive
-    Report-To: {"group":"heroku-nel","max_age":3600,"endpoints":[{"url":"https://nel.heroku.com/reports?ts=1723802269&sid=e11707d5-02a7-43ef-b45e-2cf4d2036f7d&s=dkvm744qehjJmab8kgf%2BGuZA8g%2FCCIkfoYc1UdYuZMc%3D"}]}
-    Reporting-Endpoints: heroku-nel=https://nel.heroku.com/reports?ts=1723802269&sid=e11707d5-02a7-43ef-b45e-2cf4d2036f7d&s=dkvm744qehjJmab8kgf%2BGuZA8g%2FCCIkfoYc1UdYuZMc%3D
-    Nel: {"report_to":"heroku-nel","max_age":3600,"success_fraction":0.005,"failure_fraction":0.05,"response_headers":["Via"]}
-    X-Powered-By: Express
-    X-Ratelimit-Limit: 1000
-    X-Ratelimit-Remaining: 999
-    X-Ratelimit-Reset: 1723802321
-    Vary: Origin, Accept-Encoding
-    Access-Control-Allow-Credentials: true
-    Cache-Control: max-age=43200
-    Pragma: no-cache
-    Expires: -1
-    X-Content-Type-Options: nosniff
-    Etag: W/"2-vyGp6PvFo4RvsFtPoIWeCReyIC8"
-    Via: 1.1 vegur
-    CF-Cache-Status: HIT
-    Age: 210
-    Server: cloudflare
-    CF-RAY: 8b40951728d9c289-VIE
-    alt-svc: h3=":443"; ma=86400
-
-    {}"""
-    response_analyzer = ResponseAnalyzer()
-    response_analyzer.purpose = PromptPurpose.AUTHENTICATION_AUTHORIZATION
-    # Parse and analyze the HTTP response
-    analysis = response_analyzer.analyze_response(raw_http_response)
-
-    # Print the analysis results
-    response_analyzer.print_analysis(analysis)
-    response_analyzer = ResponseAnalyzer()
-    response_analyzer.purpose = PromptPurpose.INPUT_VALIDATION
-    # Parse and analyze the HTTP response
-    analysis = response_analyzer.analyze_response(raw_http_response)
-
-    # Print the analysis results
-    print(response_analyzer.print_analysis(analysis))

From c7befb7e543b802cbd1fbc564e20914a8b53e1b4 Mon Sep 17 00:00:00 2001
From: Andreas Happe <andreashappe@snikt.net>
Date: Thu, 4 Sep 2025 12:29:47 +0200
Subject: [PATCH 8/9] move web-api files around, now all shared files are in
 web_api_testing/utils

---
 src/hackingBuddyGPT/usecases/__init__.py                      | 1 +
 .../web_api_documentation/simple_openapi_documentation.py     | 2 +-
 .../usecases/web_api_testing/response_processing/__init__.py  | 4 ----
 .../usecases/web_api_testing/simple_web_api_testing.py        | 4 ++--
 .../response_analyzer_with_llm.py                             | 0
 .../{response_processing => utils}/response_handler.py        | 2 +-
 tests/test_response_analyzer_with_llm.py                      | 2 +-
 tests/test_response_handler.py                                | 2 +-
 8 files changed, 7 insertions(+), 10 deletions(-)
 delete mode 100644 src/hackingBuddyGPT/usecases/web_api_testing/response_processing/__init__.py
 rename src/hackingBuddyGPT/usecases/web_api_testing/{response_processing => utils}/response_analyzer_with_llm.py (100%)
 rename src/hackingBuddyGPT/usecases/web_api_testing/{response_processing => utils}/response_handler.py (99%)

diff --git a/src/hackingBuddyGPT/usecases/__init__.py b/src/hackingBuddyGPT/usecases/__init__.py
index 394a8be..85d045e 100644
--- a/src/hackingBuddyGPT/usecases/__init__.py
+++ b/src/hackingBuddyGPT/usecases/__init__.py
@@ -1,4 +1,5 @@
 from .web import *
+from .web_api_documentation import *
 from .web_api_testing import *
 from .viewer import *
 from .minimal_linux_privesc import *
diff --git a/src/hackingBuddyGPT/usecases/web_api_documentation/simple_openapi_documentation.py b/src/hackingBuddyGPT/usecases/web_api_documentation/simple_openapi_documentation.py
index 3572971..963e030 100644
--- a/src/hackingBuddyGPT/usecases/web_api_documentation/simple_openapi_documentation.py
+++ b/src/hackingBuddyGPT/usecases/web_api_documentation/simple_openapi_documentation.py
@@ -13,7 +13,7 @@
 from hackingBuddyGPT.utils.prompt_generation.prompt_generation_helper import PromptGenerationHelper
 from hackingBuddyGPT.utils.prompt_generation.information import PromptContext
 from hackingBuddyGPT.utils.prompt_generation.prompt_engineer import PromptEngineer
-from hackingBuddyGPT.usecases.web_api_testing.response_processing.response_handler import ResponseHandler
+from hackingBuddyGPT.usecases.web_api_testing.utils.response_handler import ResponseHandler
 from hackingBuddyGPT.usecases.web_api_testing.utils import LLMHandler
 from hackingBuddyGPT.usecases.web_api_testing.utils.configuration_handler import ConfigurationHandler
 from hackingBuddyGPT.usecases.web_api_testing.utils.custom_datatypes import Context, Prompt
diff --git a/src/hackingBuddyGPT/usecases/web_api_testing/response_processing/__init__.py b/src/hackingBuddyGPT/usecases/web_api_testing/response_processing/__init__.py
deleted file mode 100644
index 4f1206e..0000000
--- a/src/hackingBuddyGPT/usecases/web_api_testing/response_processing/__init__.py
+++ /dev/null
@@ -1,4 +0,0 @@
-from .response_analyzer import ResponseAnalyzer
-from .response_handler import ResponseHandler
-
-# from .response_analyzer_with_llm import ResponseAnalyzerWithLLM
diff --git a/src/hackingBuddyGPT/usecases/web_api_testing/simple_web_api_testing.py b/src/hackingBuddyGPT/usecases/web_api_testing/simple_web_api_testing.py
index 288d19b..a5a303f 100644
--- a/src/hackingBuddyGPT/usecases/web_api_testing/simple_web_api_testing.py
+++ b/src/hackingBuddyGPT/usecases/web_api_testing/simple_web_api_testing.py
@@ -21,9 +21,9 @@
 from hackingBuddyGPT.usecases.web_api_testing.report_handler import ReportHandler
 from hackingBuddyGPT.utils.prompt_generation.information import PromptContext
 from hackingBuddyGPT.utils.prompt_generation.prompt_engineer import PromptEngineer
-from hackingBuddyGPT.usecases.web_api_testing.response_processing.response_analyzer_with_llm import \
+from hackingBuddyGPT.usecases.web_api_testing.utils.response_analyzer_with_llm import \
     ResponseAnalyzerWithLLM
-from hackingBuddyGPT.usecases.web_api_testing.response_processing.response_handler import ResponseHandler
+from hackingBuddyGPT.usecases.web_api_testing.utils.response_handler import ResponseHandler
 from hackingBuddyGPT.usecases.web_api_testing.test_handler import GenerationTestHandler
 from hackingBuddyGPT.usecases.web_api_testing.utils.configuration_handler import ConfigurationHandler
 from hackingBuddyGPT.usecases.web_api_testing.utils.custom_datatypes import Context, Prompt
diff --git a/src/hackingBuddyGPT/usecases/web_api_testing/response_processing/response_analyzer_with_llm.py b/src/hackingBuddyGPT/usecases/web_api_testing/utils/response_analyzer_with_llm.py
similarity index 100%
rename from src/hackingBuddyGPT/usecases/web_api_testing/response_processing/response_analyzer_with_llm.py
rename to src/hackingBuddyGPT/usecases/web_api_testing/utils/response_analyzer_with_llm.py
diff --git a/src/hackingBuddyGPT/usecases/web_api_testing/response_processing/response_handler.py b/src/hackingBuddyGPT/usecases/web_api_testing/utils/response_handler.py
similarity index 99%
rename from src/hackingBuddyGPT/usecases/web_api_testing/response_processing/response_handler.py
rename to src/hackingBuddyGPT/usecases/web_api_testing/utils/response_handler.py
index a516789..c446665 100644
--- a/src/hackingBuddyGPT/usecases/web_api_testing/response_processing/response_handler.py
+++ b/src/hackingBuddyGPT/usecases/web_api_testing/utils/response_handler.py
@@ -15,7 +15,7 @@
 from hackingBuddyGPT.utils.prompt_generation.information import (
     PenTestingInformation,
 )
-from hackingBuddyGPT.usecases.web_api_testing.response_processing.response_analyzer_with_llm import (
+from hackingBuddyGPT.usecases.web_api_testing.utils.response_analyzer_with_llm import (
     ResponseAnalyzerWithLLM,
 )
 from hackingBuddyGPT.usecases.web_api_testing.utils import LLMHandler
diff --git a/tests/test_response_analyzer_with_llm.py b/tests/test_response_analyzer_with_llm.py
index d384eda..2a27d3b 100644
--- a/tests/test_response_analyzer_with_llm.py
+++ b/tests/test_response_analyzer_with_llm.py
@@ -1,7 +1,7 @@
 import unittest
 from unittest.mock import MagicMock
 
-from hackingBuddyGPT.usecases.web_api_testing.response_processing.response_analyzer_with_llm import ResponseAnalyzerWithLLM
+from hackingBuddyGPT.usecases.web_api_testing.utils.response_analyzer_with_llm import ResponseAnalyzerWithLLM
 from hackingBuddyGPT.utils.prompt_generation.information import PromptPurpose
 
 
diff --git a/tests/test_response_handler.py b/tests/test_response_handler.py
index a4f72c8..77a8afb 100644
--- a/tests/test_response_handler.py
+++ b/tests/test_response_handler.py
@@ -4,7 +4,7 @@
 
 from hackingBuddyGPT.utils.prompt_generation import PromptGenerationHelper
 from hackingBuddyGPT.utils.prompt_generation.information import PromptContext
-from hackingBuddyGPT.usecases.web_api_testing.response_processing.response_handler import (
+from hackingBuddyGPT.usecases.web_api_testing.utils.response_handler import (
     ResponseHandler,
 )
 from hackingBuddyGPT.usecases.web_api_testing.utils import LLMHandler

From 825a795c7394fb5cdca7511594ab503f35d761de Mon Sep 17 00:00:00 2001
From: Andreas Happe <andreashappe@snikt.net>
Date: Thu, 4 Sep 2025 12:53:03 +0200
Subject: [PATCH 9/9] finalize split-up between wep-api-testing adn
 web-api-documentation

---
 .../openapi_specification_handler.py          |  2 +-
 .../simple_openapi_documentation.py           | 36 +++++++++++----
 .../web_api_testing/simple_web_api_testing.py | 38 ++++++++++++----
 .../web_api_testing/utils/__init__.py         |  2 -
 .../utils/configuration_handler.py            | 45 -------------------
 .../task_planning/tree_of_thought_prompt.py   |  2 +-
 .../web_api}/custom_datatypes.py              |  0
 .../utils => utils/web_api}/llm_handler.py    |  0
 .../web_api}/response_analyzer_with_llm.py    |  2 +-
 .../web_api}/response_handler.py              | 12 ++---
 tests/test_response_analyzer_with_llm.py      |  2 +-
 tests/test_response_handler.py                |  2 +-
 12 files changed, 66 insertions(+), 77 deletions(-)
 delete mode 100644 src/hackingBuddyGPT/usecases/web_api_testing/utils/__init__.py
 delete mode 100644 src/hackingBuddyGPT/usecases/web_api_testing/utils/configuration_handler.py
 rename src/hackingBuddyGPT/{usecases/web_api_testing/utils => utils/web_api}/custom_datatypes.py (100%)
 rename src/hackingBuddyGPT/{usecases/web_api_testing/utils => utils/web_api}/llm_handler.py (100%)
 rename src/hackingBuddyGPT/{usecases/web_api_testing/utils => utils/web_api}/response_analyzer_with_llm.py (99%)
 rename src/hackingBuddyGPT/{usecases/web_api_testing/utils => utils/web_api}/response_handler.py (99%)

diff --git a/src/hackingBuddyGPT/usecases/web_api_documentation/openapi_specification_handler.py b/src/hackingBuddyGPT/usecases/web_api_documentation/openapi_specification_handler.py
index bef24c6..13fa35f 100644
--- a/src/hackingBuddyGPT/usecases/web_api_documentation/openapi_specification_handler.py
+++ b/src/hackingBuddyGPT/usecases/web_api_documentation/openapi_specification_handler.py
@@ -9,7 +9,7 @@
 from hackingBuddyGPT.capabilities.yamlFile import YAMLFile
 from hackingBuddyGPT.utils.web_api.pattern_matcher import PatternMatcher
 from hackingBuddyGPT.utils.prompt_generation.information import PromptStrategy
-from hackingBuddyGPT.usecases.web_api_testing.utils import LLMHandler
+from hackingBuddyGPT.utils.web_api.llm_handler import LLMHandler
 
 
 class OpenAPISpecificationHandler(object):
diff --git a/src/hackingBuddyGPT/usecases/web_api_documentation/simple_openapi_documentation.py b/src/hackingBuddyGPT/usecases/web_api_documentation/simple_openapi_documentation.py
index 963e030..77f6a36 100644
--- a/src/hackingBuddyGPT/usecases/web_api_documentation/simple_openapi_documentation.py
+++ b/src/hackingBuddyGPT/usecases/web_api_documentation/simple_openapi_documentation.py
@@ -1,3 +1,5 @@
+import json
+from logging import config
 import os
 from dataclasses import field
 
@@ -10,13 +12,13 @@
     OpenAPISpecificationHandler
 from hackingBuddyGPT.utils.capability_manager import CapabilityManager
 from hackingBuddyGPT.utils.logging import Logger, log_param
+from hackingBuddyGPT.utils.prompt_generation.information.prompt_information import PromptStrategy
 from hackingBuddyGPT.utils.prompt_generation.prompt_generation_helper import PromptGenerationHelper
 from hackingBuddyGPT.utils.prompt_generation.information import PromptContext
 from hackingBuddyGPT.utils.prompt_generation.prompt_engineer import PromptEngineer
-from hackingBuddyGPT.usecases.web_api_testing.utils.response_handler import ResponseHandler
-from hackingBuddyGPT.usecases.web_api_testing.utils import LLMHandler
-from hackingBuddyGPT.usecases.web_api_testing.utils.configuration_handler import ConfigurationHandler
-from hackingBuddyGPT.usecases.web_api_testing.utils.custom_datatypes import Context, Prompt
+from hackingBuddyGPT.utils.web_api.response_handler import ResponseHandler
+from hackingBuddyGPT.utils.web_api.llm_handler import LLMHandler
+from hackingBuddyGPT.utils.web_api.custom_datatypes import Context, Prompt
 from hackingBuddyGPT.usecases.web_api_documentation.evaluator import Evaluator
 from hackingBuddyGPT.utils.configurable import parameter
 from hackingBuddyGPT.utils.openai.openai_lib import OpenAILib
@@ -77,6 +79,15 @@ class SimpleWebAPIDocumentation(AutonomousUseCase):
 
     def get_name(self) -> str:
         return self.__class__.__name__
+    
+    def get_strategy(self, strategy_string):
+
+        strategies = {
+            "cot": PromptStrategy.CHAIN_OF_THOUGHT,
+            "tot": PromptStrategy.TREE_OF_THOUGHT,
+            "icl": PromptStrategy.IN_CONTEXT
+        }
+        return strategies.get(strategy_string, PromptStrategy.IN_CONTEXT)
 
     def init(self):
         """Initialize the agent with configurations, capabilities, and handlers."""
@@ -85,10 +96,19 @@ def init(self):
         self.found_all_http_methods = False
         self.all_steps_done = False
 
-
-        config_handler = ConfigurationHandler(self.config_path, self.strategy_string)
-        config, self.strategy = config_handler.load()
-        token, self.host, description, self._correct_endpoints, query_params = config_handler._extract_config_values(config)
+        # load config file
+        self.strategy = self.get_strategy(self.strategy_string)
+
+        """Loads JSON configuration from the specified path."""
+        if not os.path.exists(self.config_path):
+            raise FileNotFoundError(f"Configuration file not found at {self.config_path}")
+        with open(self.config_path, 'r') as file:
+            config = json.load(file)
+            token = config.get("token")
+            self.host = config.get("host")
+            description = config.get("description")
+            self._correct_endpoints = config.get("correct_endpoints", {})
+            query_params = config.get("query_params", {})
 
         self.categorized_endpoints = self.categorize_endpoints(self._correct_endpoints, query_params)
 
diff --git a/src/hackingBuddyGPT/usecases/web_api_testing/simple_web_api_testing.py b/src/hackingBuddyGPT/usecases/web_api_testing/simple_web_api_testing.py
index a5a303f..0652e45 100644
--- a/src/hackingBuddyGPT/usecases/web_api_testing/simple_web_api_testing.py
+++ b/src/hackingBuddyGPT/usecases/web_api_testing/simple_web_api_testing.py
@@ -14,6 +14,7 @@
 from hackingBuddyGPT.capabilities.record_note import RecordNote
 from hackingBuddyGPT.usecases.base import AutonomousUseCase, use_case
 from hackingBuddyGPT.utils.capability_manager import CapabilityManager
+from hackingBuddyGPT.utils.prompt_generation.information.prompt_information import PromptStrategy
 from hackingBuddyGPT.utils.prompt_generation.prompt_generation_helper import PromptGenerationHelper
 from hackingBuddyGPT.utils.prompt_generation.information import PenTestingInformation
 from hackingBuddyGPT.utils.prompt_generation.information import PromptPurpose
@@ -21,13 +22,12 @@
 from hackingBuddyGPT.usecases.web_api_testing.report_handler import ReportHandler
 from hackingBuddyGPT.utils.prompt_generation.information import PromptContext
 from hackingBuddyGPT.utils.prompt_generation.prompt_engineer import PromptEngineer
-from hackingBuddyGPT.usecases.web_api_testing.utils.response_analyzer_with_llm import \
+from hackingBuddyGPT.utils.web_api.response_analyzer_with_llm import \
     ResponseAnalyzerWithLLM
-from hackingBuddyGPT.usecases.web_api_testing.utils.response_handler import ResponseHandler
+from hackingBuddyGPT.utils.web_api.response_handler import ResponseHandler
 from hackingBuddyGPT.usecases.web_api_testing.test_handler import GenerationTestHandler
-from hackingBuddyGPT.usecases.web_api_testing.utils.configuration_handler import ConfigurationHandler
-from hackingBuddyGPT.usecases.web_api_testing.utils.custom_datatypes import Context, Prompt
-from hackingBuddyGPT.usecases.web_api_testing.utils.llm_handler import LLMHandler
+from hackingBuddyGPT.utils.web_api.custom_datatypes import Context, Prompt
+from hackingBuddyGPT.utils.web_api.llm_handler import LLMHandler
 from hackingBuddyGPT.utils import tool_message
 from hackingBuddyGPT.utils.configurable import parameter
 from hackingBuddyGPT.utils.openai.openai_lib import OpenAILib
@@ -73,12 +73,32 @@ class SimpleWebAPITesting(AutonomousUseCase):
     _capabilities: CapabilityManager = None
     _all_test_cases_run: bool = False
 
+    def get_strategy(self, strategy_string):
+
+        strategies = {
+            "cot": PromptStrategy.CHAIN_OF_THOUGHT,
+            "tot": PromptStrategy.TREE_OF_THOUGHT,
+            "icl": PromptStrategy.IN_CONTEXT
+        }
+        return strategies.get(strategy_string, PromptStrategy.IN_CONTEXT)
+
     def init(self):
         super().init()
-        configuration_handler = ConfigurationHandler(self.config_path, self.strategy_string)
-        self.config, self.strategy = configuration_handler.load()
-        self.token, self.host, self.description, self.correct_endpoints, self.query_params = configuration_handler._extract_config_values(
-            self.config)
+
+        # load config file
+        self.strategy = self.get_strategy(self.strategy_string)
+
+        """Loads JSON configuration from the specified path."""
+        if not os.path.exists(self.config_path):
+            raise FileNotFoundError(f"Configuration file not found at {self.config_path}")
+        with open(self.config_path, 'r') as file:
+            self.config = json.load(file)
+            self.token = self.config.get("token")
+            self.host = self.config.get("host")
+            self.description = self.config.get("description")
+            self.correct_endpoints = self.config.get("correct_endpoints", {})
+            self.query_params = self.config.get("query_params", {})
+
         self._load_openapi_specification()
         self._setup_environment()
         self._setup_handlers()
diff --git a/src/hackingBuddyGPT/usecases/web_api_testing/utils/__init__.py b/src/hackingBuddyGPT/usecases/web_api_testing/utils/__init__.py
deleted file mode 100644
index 9215979..0000000
--- a/src/hackingBuddyGPT/usecases/web_api_testing/utils/__init__.py
+++ /dev/null
@@ -1,2 +0,0 @@
-from .custom_datatypes import Context, Prompt
-from .llm_handler import LLMHandler
diff --git a/src/hackingBuddyGPT/usecases/web_api_testing/utils/configuration_handler.py b/src/hackingBuddyGPT/usecases/web_api_testing/utils/configuration_handler.py
deleted file mode 100644
index 5fe3a91..0000000
--- a/src/hackingBuddyGPT/usecases/web_api_testing/utils/configuration_handler.py
+++ /dev/null
@@ -1,45 +0,0 @@
-import json
-import os
-
-from hackingBuddyGPT.utils.prompt_generation.information import PromptStrategy
-
-class ConfigurationHandler(object):
-
-    def __init__(self, config_file, strategy_string=None):
-        self.config_path = config_file
-        self.strategy_string = strategy_string
-
-    def load(self, strategy_string=None):
-        config = self._load_config()
-        return config, self.get_strategy(strategy_string)
-
-    def get_strategy(self, strategy_string=None):
-
-        strategies = {
-            "cot": PromptStrategy.CHAIN_OF_THOUGHT,
-            "tot": PromptStrategy.TREE_OF_THOUGHT,
-            "icl": PromptStrategy.IN_CONTEXT
-        }
-        if strategy_string:
-            return strategies.get(strategy_string, PromptStrategy.IN_CONTEXT)
-
-        return strategies.get(self.strategy_string, PromptStrategy.IN_CONTEXT)
-
-    def _load_config(self, config_path=None):
-        if config_path is None:
-            config_path = self.config_path
-        """Loads JSON configuration from the specified path."""
-        if not os.path.exists(config_path):
-            raise FileNotFoundError(f"Configuration file not found at {config_path}")
-        with open(config_path, 'r') as file:
-            return json.load(file)
-
-    def _extract_config_values(self, config):
-        token = config.get("token")
-        host = config.get("host")
-        description = config.get("description")
-        correct_endpoints = config.get("correct_endpoints", {})
-        query_params = config.get("query_params", {})
-        return token, host, description, correct_endpoints, query_params
-
-
diff --git a/src/hackingBuddyGPT/utils/prompt_generation/prompts/task_planning/tree_of_thought_prompt.py b/src/hackingBuddyGPT/utils/prompt_generation/prompts/task_planning/tree_of_thought_prompt.py
index 0944b61..579097f 100644
--- a/src/hackingBuddyGPT/utils/prompt_generation/prompts/task_planning/tree_of_thought_prompt.py
+++ b/src/hackingBuddyGPT/utils/prompt_generation/prompts/task_planning/tree_of_thought_prompt.py
@@ -8,7 +8,7 @@
 from hackingBuddyGPT.utils.prompt_generation.prompts.task_planning import (
     TaskPlanningPrompt,
 )
-from hackingBuddyGPT.usecases.web_api_testing.utils.custom_datatypes import Prompt
+from hackingBuddyGPT.utils.web_api.custom_datatypes import Prompt
 
 
 class TreeOfThoughtPrompt(TaskPlanningPrompt):
diff --git a/src/hackingBuddyGPT/usecases/web_api_testing/utils/custom_datatypes.py b/src/hackingBuddyGPT/utils/web_api/custom_datatypes.py
similarity index 100%
rename from src/hackingBuddyGPT/usecases/web_api_testing/utils/custom_datatypes.py
rename to src/hackingBuddyGPT/utils/web_api/custom_datatypes.py
diff --git a/src/hackingBuddyGPT/usecases/web_api_testing/utils/llm_handler.py b/src/hackingBuddyGPT/utils/web_api/llm_handler.py
similarity index 100%
rename from src/hackingBuddyGPT/usecases/web_api_testing/utils/llm_handler.py
rename to src/hackingBuddyGPT/utils/web_api/llm_handler.py
diff --git a/src/hackingBuddyGPT/usecases/web_api_testing/utils/response_analyzer_with_llm.py b/src/hackingBuddyGPT/utils/web_api/response_analyzer_with_llm.py
similarity index 99%
rename from src/hackingBuddyGPT/usecases/web_api_testing/utils/response_analyzer_with_llm.py
rename to src/hackingBuddyGPT/utils/web_api/response_analyzer_with_llm.py
index 88c2571..9067b17 100644
--- a/src/hackingBuddyGPT/usecases/web_api_testing/utils/response_analyzer_with_llm.py
+++ b/src/hackingBuddyGPT/utils/web_api/response_analyzer_with_llm.py
@@ -10,7 +10,7 @@
 from hackingBuddyGPT.utils.prompt_generation.information import (
     PromptPurpose,
 )
-from hackingBuddyGPT.usecases.web_api_testing.utils import LLMHandler
+from hackingBuddyGPT.utils.web_api.llm_handler import LLMHandler
 from hackingBuddyGPT.utils import tool_message
 
 
diff --git a/src/hackingBuddyGPT/usecases/web_api_testing/utils/response_handler.py b/src/hackingBuddyGPT/utils/web_api/response_handler.py
similarity index 99%
rename from src/hackingBuddyGPT/usecases/web_api_testing/utils/response_handler.py
rename to src/hackingBuddyGPT/utils/web_api/response_handler.py
index c446665..bfdd57c 100644
--- a/src/hackingBuddyGPT/usecases/web_api_testing/utils/response_handler.py
+++ b/src/hackingBuddyGPT/utils/web_api/response_handler.py
@@ -12,14 +12,10 @@
 from hackingBuddyGPT.utils.web_api.pattern_matcher import PatternMatcher
 from hackingBuddyGPT.utils.prompt_generation.prompt_generation_helper import PromptGenerationHelper
 from hackingBuddyGPT.utils.prompt_generation.information import PromptContext
-from hackingBuddyGPT.utils.prompt_generation.information import (
-    PenTestingInformation,
-)
-from hackingBuddyGPT.usecases.web_api_testing.utils.response_analyzer_with_llm import (
-    ResponseAnalyzerWithLLM,
-)
-from hackingBuddyGPT.usecases.web_api_testing.utils import LLMHandler
-from hackingBuddyGPT.usecases.web_api_testing.utils.custom_datatypes import Prompt
+from hackingBuddyGPT.utils.prompt_generation.information import PenTestingInformation
+from hackingBuddyGPT.utils.web_api.response_analyzer_with_llm import ResponseAnalyzerWithLLM
+from hackingBuddyGPT.utils.web_api.llm_handler import LLMHandler
+from hackingBuddyGPT.utils.web_api.custom_datatypes import Prompt
 from hackingBuddyGPT.utils import tool_message
 
 
diff --git a/tests/test_response_analyzer_with_llm.py b/tests/test_response_analyzer_with_llm.py
index 2a27d3b..84b7a99 100644
--- a/tests/test_response_analyzer_with_llm.py
+++ b/tests/test_response_analyzer_with_llm.py
@@ -1,7 +1,7 @@
 import unittest
 from unittest.mock import MagicMock
 
-from hackingBuddyGPT.usecases.web_api_testing.utils.response_analyzer_with_llm import ResponseAnalyzerWithLLM
+from hackingBuddyGPT.utils.web_api.response_analyzer_with_llm import ResponseAnalyzerWithLLM
 from hackingBuddyGPT.utils.prompt_generation.information import PromptPurpose
 
 
diff --git a/tests/test_response_handler.py b/tests/test_response_handler.py
index 77a8afb..57e4d2c 100644
--- a/tests/test_response_handler.py
+++ b/tests/test_response_handler.py
@@ -4,7 +4,7 @@
 
 from hackingBuddyGPT.utils.prompt_generation import PromptGenerationHelper
 from hackingBuddyGPT.utils.prompt_generation.information import PromptContext
-from hackingBuddyGPT.usecases.web_api_testing.utils.response_handler import (
+from hackingBuddyGPT.utils.web_api.response_handler import (
     ResponseHandler,
 )
 from hackingBuddyGPT.usecases.web_api_testing.utils import LLMHandler