Semantic Search MCP Server

/Users/mix0z/Library/Python/3.9/lib/python/site-packages/urllib3/__init__.py:35: NotOpenSSLWarning: urllib3 v2 only supports OpenSSL 1.1.1+, currently the 'ssl' module is compiled with 'LibreSSL 2.8.3'. See: https://github.com/urllib3/urllib3/issues/3020 warnings.warn( /Users/mix0z/Library/Python/3.9/lib/python/site-packages/google/api_core/_python_version_support.py:252: FutureWarning: You are using a Python version (3.9.6) past its end of life. Google will update google.api_core with critical bug fixes on a best-effort basis, but not with any other fixes or features. Please upgrade to the latest Python version, or at least Python 3.10, and then update google.api_core. warnings.warn(message, FutureWarning) An error occurred: module 'importlib.metadata' has no attribute 'packages_distributions' Output directory: /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201446 Loaded 14 questions ================================================================================ Question: django_model_save Repo: django Query: When I call model.save(), what method actually executes the INSERT or UPDATE SQL?... ================================================================================ [SGR] Step 0: Analyzing repository context (smart)... [SGR] [Tool] analyze_repo_smart: scanning repository... [SGR] Languages found: {'JavaScript': 43, 'Python': 2034} [SGR] Primary (detected): Python [SGR] Framework (detected): None [SGR] Top dirs: ['django', 'docs', 'extras', 'js_tests', 'scripts', 'tests'] [SGR] Manifests: ['pyproject.toml', 'package.json', 'docs/requirements.txt', 'tests/admin_scripts/custom_templates/project_template/additional_dir/requirements.txt'] [SGR] [Tool] list_dir: . [SGR] Gemini call took 1694ms [SGR] [Smart] Key dirs by source count: ['tests/', 'django/', 'js_tests/', 'docs/', 'scripts/']... [SGR] Final Language: Python [SGR] Final Languages: {'JavaScript': 43, 'Python': 2034} [SGR] Final Framework: Django [SGR] Final Type: web_framework [SGR] Final Key dirs: ['tests/', 'django/', 'js_tests/', 'docs/', 'scripts/'] [SGR] Step 1: Analyzing question concepts... [SGR] Gemini call took 748ms [SGR] Concepts: ['SQL execution', 'model persistence', 'database operations', 'save method'] [SGR] User problem: [SGR] What to find: the method that executes INSERT or UPDATE SQL when model.save() is called [SGR] Question type: how_it_works [SGR] Step 2: Extracting technical terms... [SGR] Exploring actual directory structure... [SGR] [Tool] list_dir: . [SGR] [Tool] list_dir: tests/ [SGR] [Tool] list_dir: django/ [SGR] [Tool] list_dir: js_tests/ [SGR] [Tool] list_dir: docs/ [SGR] Explored 4 key directories [SGR] Gemini call took 3220ms [SGR] Primary terms: ['save', 'db', 'models', 'transaction'] [SGR] Secondary terms: ['execute', 'persist'] [SGR] Likely files: ['django/db/models/', 'django/db/transaction.py'] [SGR] Step 2.5: Reading 2 likely files... [SGR] [Tool] read_file: django/db/models/__init__.py [SGR] [Read] django/db/models/__init__.py: 0 definitions found [SGR] [Tool] read_file: django/db/models/aggregates.py [SGR] [Read] django/db/models/aggregates.py: 15 definitions found [SGR] [Tool] read_file: django/db/models/base.py [SGR] [Read] django/db/models/base.py: 7 definitions found [SGR] [Tool] read_file: django/db/transaction.py [SGR] [Read] django/db/transaction.py: 17 definitions found [SGR] Extracted 39 findings from likely files [SGR] Step 3: Creating search plan... [SGR] Gemini call took 3446ms [SGR] TypedSearchPlan: 3 grep, 2 read, 0 list, 0 glob [SGR] Strategy: keyword_hunt [SGR] Actions: 5 (from TypedSearchPlan) [SGR] 1. grep: save - Find the implementation of the save method in mode [SGR] 2. grep: transaction - Find how transactions are handled during save oper [SGR] 3. grep: execute.*sql - Find where SQL statements are executed. [SGR] 4. read_file: django/db/models/manager.py - Read the file containing model managers to underst [SGR] 5. read_file: django/db/transaction.py - Examine the transaction module for SQL execution c [SGR] Executing 5 initial actions in parallel... [SGR] [Tool] grep: rg --json -C 3 --glob *.py -m 50 transaction /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/django/repo/django/db [SGR] [Tool] grep: rg --json -C 3 -m 50 save /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/django/repo/django/db/models [SGR] [Tool] grep: rg --json -C 3 --glob *.py -m 50 execute.*sql /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/django/repo/django/db [SGR] [Tool] read_file: django/db/models/manager.py [SGR] [Tool] read_file: django/db/transaction.py [SGR] [Tool] (cache hit) [SGR] Step 3: Interpreting result... [SGR] Gemini call took 3108ms [SGR] Found relevant: True [SGR] Key findings: ['django/db/models/query_utils.py:91: self, query=None, allow_joins=True, reuse=None, summarize=False, for_save=False', 'django/db/models/sql/compiler.py:1692: Take a field and a value intended to be saved on that field, and', "django/db/models/sql/compiler.py:1725: expression and otherwise calling the field's get_db_prep_save().", 'django/db/models/sql/compiler.py:1749: return field.get_db_prep_save(value, connection=self.connection)', 'django/db/models/sql/compiler.py:1751: def pre_save_val(self, field, obj):', 'django/db/models/sql/compiler.py:1758: return field.pre_save(obj, add=True)', 'django/db/models/sql/compiler.py:1775: # list of (sql, [params]) tuples for each object to be saved', 'django/db/models/sql/compiler.py:2046: self.query, allow_joins=False, for_save=True', 'django/db/models/sql/compiler.py:2065: val = val.prepare_database_save(field)', 'django/db/models/sql/compiler.py:2072: val = field.get_db_prep_save(val, connection=self.connection)'] [SGR] Confidence: medium [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1410ms [SGR] Found relevant: True [SGR] Key findings: ['django/db/models/query_django/db/backends/utils.py:185: transaction.atomic(using=using)', 'django/db/models/django/db/backends/base/base.py:974: context_manager = transaction.atomic(using=using, savepoint=False)', 'django/db/models/django/db/backends/base/base.py:976: context_manager = transaction.mark_for_rollback_on_error(using=using)'] [SGR] Confidence: medium [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1091ms [SGR] Found relevant: True [SGR] Key findings: ['django/db/models/query_utils.py:191: return compiler.execute_sql(SINGLE) is not None', 'django/db/backends/base/schema.py:170: self.execute(sql, None)', 'django/db/backends/base/schema.py:176: def execute(self, sql, params=())', 'django/db/backends/base/schema.py:205: cursor.execute(sql, params)'] [SGR] Confidence: medium [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1451ms [SGR] Found relevant: True [SGR] Key findings: ['django/db/models/manager.py:10: class BaseManager:', 'django/db/models/manager.py:30: self.model = None', 'django/db/models/manager.py:32: self._db = None'] [SGR] Confidence: medium [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 791ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Gemini call took 832ms [SGR] Gemini call took 909ms [SGR] Gemini call took 1028ms [SGR] [Aggregation] 2 valid actions, 1 stop, 0 invalid [SGR] Iteration 6: grep [SGR] [Tool] grep: rg --json -C 3 -m 50 execute_sql /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/django/repo/django/db/models [SGR] Step 3: Interpreting result... [SGR] Gemini call took 3644ms [SGR] Found relevant: True [SGR] Key findings: ['django/db/models/sql/subqueries.py:25: return self.get_compiler(using).execute_sql(ROW_COUNT)', 'django/db/models/sql/subqueries.py:79: self.get_compiler(using).execute_sql(NO_RESULTS)', 'django/db/models/sql/query.py:632: result = compiler.execute_sql(SINGLE)', 'django/db/models/sql/compiler.py:1580: results = self.execute_sql(', 'django/db/models/sql/compiler.py:1599: return bool(self.execute_sql(SINGLE))', 'django/db/models/sql/compiler.py:1601: def execute_sql(', 'django/db/models/sql/compiler.py:1673: result = list(self.execute_sql())', 'django/db/models/sql/compiler.py:1921: def execute_sql(self, returning_fields=None):', 'django/db/models/sql/compiler.py:2111: def execute_sql(self, result_type):', 'django/db/models/sql/compiler.py:2118: row_count = super().execute_sql(result_type)'] [SGR] Confidence: high [SGR] Need more: False [SGR] High confidence with relevant findings - stopping search [SGR] Step 5: Generating final answer... [SGR] Gemini call took 2292ms [SGR] Summary: When you call `model.save()`, the actual SQL INSERT or UPDATE statement is executed by the `execute_... [SGR] Code locations: 4 [SGR] Confidence: high [SGR] [Tool] read_file: django/db/models/sql/compiler.py [SGR] [Tool] read_file: django/db/models/sql/compiler.py [SGR] [Tool] read_file: django/db/models/query_utils.py [SGR] [Tool] read_file: django/db/models/query_utils.py [SGR] [Tool] read_file: django/db/backends/base/schema.py [SGR] [Tool] read_file: django/db/backends/base/schema.py [SGR] [Tool] read_file: django/db/transaction.py [SGR] [Tool] read_file: django/db/transaction.py [SGR] [Tool] (cache hit) [SGR] Search complete: [SGR] Items found: 4 [SGR] Total iterations: 6 [SGR] Total time: 24303ms [SGR] LLM time: 24229ms [SGR] Tool time: 74ms [SGR] Tools used: {'grep': 4, 'read_file': 2} [SGR] Confidence progression: medium → medium → medium → medium → low → high [SGR] High confidence reached at iteration: 6 Logs saved to: /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201446/django_model_save_detailed.json /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201446/django_model_save_steps.md --- RESULTS --- Expected: ['django/db/models/base.py'] Found: ['django/db/models/sql/compiler.py', 'django/db/models/query_utils.py', 'django/db/backends/base/schema.py', 'django/db/transaction.py'] Matched: [] Recall: 0% ================================================================================ Question: django_login_required Repo: django Query: I want to protect a view so only logged-in users can access it. How does the login_required decorato... ================================================================================ [SGR] Step 0: Analyzing repository context (smart)... [SGR] [Tool] analyze_repo_smart: scanning repository... [SGR] Languages found: {'JavaScript': 43, 'Python': 2034} [SGR] Primary (detected): Python [SGR] Framework (detected): None [SGR] Top dirs: ['django', 'docs', 'extras', 'js_tests', 'scripts', 'tests'] [SGR] Manifests: ['pyproject.toml', 'package.json', 'docs/requirements.txt', 'tests/admin_scripts/custom_templates/project_template/additional_dir/requirements.txt'] [SGR] [Tool] list_dir: . [SGR] Gemini call took 1603ms [SGR] [Smart] Key dirs by source count: ['tests/', 'django/', 'js_tests/']... [SGR] Final Language: Python [SGR] Final Languages: {'JavaScript': 43, 'Python': 2034} [SGR] Final Framework: Django [SGR] Final Type: web_framework [SGR] Final Key dirs: ['tests/', 'django/', 'js_tests/'] [SGR] Step 1: Analyzing question concepts... [SGR] Gemini call took 712ms [SGR] Concepts: ['authentication', 'authorization', 'decorators'] [SGR] User problem: The user wants to understand how the `login_required` decorator verifies user authentication to restrict access to views. [SGR] What to find: the implementation of the `login_required` decorator that checks user authentication status. [SGR] Question type: how_it_works [SGR] Step 2: Extracting technical terms... [SGR] Exploring actual directory structure... [SGR] [Tool] list_dir: . [SGR] [Tool] list_dir: tests/ [SGR] [Tool] list_dir: django/ [SGR] [Tool] list_dir: js_tests/ [SGR] Explored 3 key directories [SGR] Gemini call took 2403ms [SGR] Primary terms: ['auth', 'decorators', 'login_required'] [SGR] Secondary terms: ['views', 'middleware'] [SGR] Likely files: ['django/contrib/auth/'] [SGR] Step 2.5: Reading 1 likely files... [SGR] [Tool] read_file: django/contrib/auth/__init__.py [SGR] [Read] django/contrib/auth/__init__.py: 9 definitions found [SGR] [Tool] read_file: django/contrib/auth/admin.py [SGR] [Read] django/contrib/auth/admin.py: 10 definitions found [SGR] [Tool] read_file: django/contrib/auth/apps.py [SGR] [Read] django/contrib/auth/apps.py: 2 definitions found [SGR] Extracted 21 findings from likely files [SGR] Step 3: Creating search plan... [SGR] Gemini call took 1958ms [SGR] TypedSearchPlan: 1 grep, 1 read, 0 list, 0 glob [SGR] Strategy: keyword_hunt [SGR] Actions: 2 (from TypedSearchPlan) [SGR] 1. grep: login_required - Find the implementation of the login_required deco [SGR] 2. read_file: django/contrib/auth/decorators.py - Read the source code of the login_required decorat [SGR] Executing 2 initial actions in parallel... [SGR] [Tool] read_file: django/contrib/auth/decorators.py [SGR] [Tool] grep: rg --json -C 3 -m 50 login_required /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/django/repo/django/contrib/auth [SGR] Step 3: Interpreting result... [SGR] Gemini call took 975ms [SGR] Found relevant: True [SGR] Key findings: ['django/contrib/auth/decorators.py:71: def login_required(', 'django/contrib/auth/middleware.py:53: if not getattr(view_func, "login_required", True):'] [SGR] Confidence: high [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 899ms [SGR] Found relevant: True [SGR] Key findings: ['django/contrib/auth/decorators.py:12: def user_passes_test(', 'django/contrib/auth/decorators.py:37: async def _view_wrapper(request, *args, **kwargs):', 'django/contrib/auth/decorators.py:71: def login_required(function=None, redirect_field_name=REDIRECT_FIELD_NAME, login_url=None, current_app=None):'] [SGR] Confidence: high [SGR] Need more: True [SGR] Gemini call took 838ms [SGR] Gemini call took 989ms [SGR] Gemini call took 975ms [SGR] [Aggregation] 3 valid actions, 0 stop, 0 invalid [SGR] Iteration 3: read_file [SGR] [Tool] read_file: django/contrib/auth/decorators.py [SGR] [Tool] (cache hit) [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1871ms [SGR] Found relevant: True [SGR] Key findings: ['django/contrib/auth/decorators.py:12: def user_passes_test(', 'django/contrib/auth/decorators.py:37: async def _view_wrapper(request, *args, **kwargs):', 'django/contrib/auth/decorators.py:71: def login_required(', 'django/contrib/auth/decorators.py:71: def login_required(function=None, redirect_field_name=REDIRECT_FIELD_NAME, login_url=None, current_app=None):'] [SGR] Confidence: high [SGR] Need more: True [SGR] High confidence with relevant findings - stopping search [SGR] Step 5: Generating final answer... [SGR] Gemini call took 2553ms [SGR] Summary: The `login_required` decorator in Django protects views by checking if the user is authenticated. I... [SGR] Code locations: 1 [SGR] Confidence: high [SGR] [Tool] read_file: django/contrib/auth/decorators.py [SGR] [Tool] read_file: django/contrib/auth/decorators.py [SGR] [Tool] (cache hit) [SGR] Search complete: [SGR] Items found: 1 [SGR] Total iterations: 3 [SGR] Total time: 14343ms [SGR] LLM time: 14300ms [SGR] Tool time: 43ms [SGR] Tools used: {'grep': 1, 'read_file': 2} [SGR] Confidence progression: high → high → high [SGR] High confidence reached at iteration: 1 Logs saved to: /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201446/django_login_required_detailed.json /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201446/django_login_required_steps.md --- RESULTS --- Expected: ['django/contrib/auth/decorators.py'] Found: ['django/contrib/auth/decorators.py'] Matched: ['django/contrib/auth/decorators.py'] Recall: 100% ================================================================================ Question: django_404_handler Repo: django Query: When a URL doesn't match any pattern, where is the 404 response created?... ================================================================================ [SGR] Step 0: Analyzing repository context (smart)... [SGR] [Tool] analyze_repo_smart: scanning repository... [SGR] Languages found: {'JavaScript': 43, 'Python': 2034} [SGR] Primary (detected): Python [SGR] Framework (detected): None [SGR] Top dirs: ['django', 'docs', 'extras', 'js_tests', 'scripts', 'tests'] [SGR] Manifests: ['pyproject.toml', 'package.json', 'docs/requirements.txt', 'tests/admin_scripts/custom_templates/project_template/additional_dir/requirements.txt'] [SGR] [Tool] list_dir: . [SGR] Gemini call took 1412ms [SGR] [Smart] Key dirs by source count: ['tests/', 'django/', 'js_tests/']... [SGR] Final Language: Python [SGR] Final Languages: {'JavaScript': 43, 'Python': 2034} [SGR] Final Framework: Django [SGR] Final Type: web_framework [SGR] Final Key dirs: ['tests/', 'django/', 'js_tests/'] [SGR] Step 1: Analyzing question concepts... [SGR] Gemini call took 973ms [SGR] Concepts: ['URL matching', '404 response handling'] [SGR] User problem: The user wants to know where in the code the 404 response is generated when a URL does not match any defined patterns. [SGR] What to find: the code that creates the 404 response [SGR] Question type: where_is_it [SGR] Step 2: Extracting technical terms... [SGR] Exploring actual directory structure... [SGR] [Tool] list_dir: . [SGR] [Tool] list_dir: tests/ [SGR] [Tool] list_dir: django/ [SGR] [Tool] list_dir: js_tests/ [SGR] Explored 3 key directories [SGR] Gemini call took 1701ms [SGR] Primary terms: ['urls', 'response', 'handler'] [SGR] Secondary terms: ['view', 'request'] [SGR] Likely files: ['django/urls/', 'django/core/handlers/', 'django/views/'] [SGR] Step 2.5: Reading 3 likely files... [SGR] [Tool] read_file: django/urls/__init__.py [SGR] [Read] django/urls/__init__.py: 0 definitions found [SGR] [Tool] read_file: django/urls/base.py [SGR] [Read] django/urls/base.py: 10 definitions found [SGR] [Tool] read_file: django/urls/conf.py [SGR] [Read] django/urls/conf.py: 2 definitions found [SGR] [Tool] read_file: django/core/handlers/__init__.py [SGR] [Tool] read_file: django/core/handlers/asgi.py [SGR] [Read] django/core/handlers/asgi.py: 12 definitions found [SGR] [Tool] read_file: django/core/handlers/base.py [SGR] [Read] django/core/handlers/base.py: 5 definitions found [SGR] [Tool] read_file: django/views/__init__.py [SGR] [Read] django/views/__init__.py: 0 definitions found [SGR] [Tool] read_file: django/views/csrf.py [SGR] [Read] django/views/csrf.py: 2 definitions found [SGR] [Tool] read_file: django/views/debug.py [SGR] [Read] django/views/debug.py: 17 definitions found [SGR] Extracted 48 findings from likely files [SGR] Step 3: Creating search plan... [SGR] Gemini call took 2940ms [SGR] TypedSearchPlan: 3 grep, 2 read, 0 list, 0 glob [SGR] Strategy: keyword_hunt [SGR] Actions: 5 (from TypedSearchPlan) [SGR] 1. grep: urls - Find where URL patterns are defined and processed. [SGR] 2. grep: handler - Find the request handler that might create the 404 [SGR] 3. grep: response - Search for response-related logic, specifically lo [SGR] 4. read_file: django/urls/resolvers.py - Read the file that handles URL resolution to under [SGR] 5. read_file: django/core/handlers/exception.py - Examine the exception handling logic, which might [SGR] Executing 5 initial actions in parallel... [SGR] [Tool] grep: rg --json -C 3 -m 50 handler /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/django/repo/django/core [SGR] [Tool] grep: rg --json -C 3 -m 50 urls /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/django/repo/django [SGR] [Tool] grep: rg --json -C 3 --glob *.py -m 50 response /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/django/repo/django/core [SGR] [Tool] read_file: django/urls/resolvers.py [SGR] [Tool] read_file: django/core/handlers/exception.py [SGR] Step 3: Interpreting result... [SGR] Gemini call took 695ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1251ms [SGR] Found relevant: True [SGR] Key findings: ['django/core/django/core/handlers/asgi.py:2: from django.core.handlers.asgi import ASGIHandler', 'django/core/django/core/handlers/wsgi.py:2: from django.core.handlers.wsgi import WSGIHandler', 'django/core/servers/basehttp.py:244: handler = ServerHandler(', 'django/core/files/storage/__init__.py:6: from .handler import InvalidStorageError, StorageHandler', 'django/core/handlers/asgi.py:13: from django.core.handlers import base'] [SGR] Confidence: medium [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 2089ms [SGR] Found relevant: True [SGR] Key findings: ['django/core/servers/basehttp.py:161: def finish_response(self):', 'django/core/servers/basehttp.py:175: super().finish_response()', 'django/core/handlers/wsgi.py:120: def __call__(self, environ, start_response):', 'django/core/handlers/wsgi.py:124: response = self.get_response(request)', 'django/core/handlers/wsgi.py:128: status = "%d %s" % (response.status_code, response.reason_phrase)', 'django/core/handlers/wsgi.py:133: start_response(status, response_headers)', 'django/core/handlers/base.py:15: from .exception import convert_exception_to_response'] [SGR] Confidence: medium [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1008ms [SGR] Found relevant: True [SGR] Key findings: ['django/urls/resolvers.py:30: from .exceptions import NoReverseMatch, Resolver404'] [SGR] Confidence: high [SGR] Need more: False [SGR] High confidence with relevant findings - preparing answer [SGR] Step 5: Generating final answer... [SGR] Gemini call took 2070ms [SGR] Summary: When a URL doesn't match any pattern in Django, a 404 response is created in `django/urls/resolvers.... [SGR] Code locations: 3 [SGR] Confidence: high [SGR] [Tool] read_file: django/urls/resolvers.py [SGR] [Tool] read_file: django/urls/resolvers.py [SGR] [Tool] (cache hit) [SGR] [Tool] read_file: django/core/handlers/wsgi.py [SGR] [Tool] read_file: django/core/handlers/wsgi.py [SGR] [Tool] read_file: django/core/handlers/asgi.py [SGR] [Tool] read_file: django/core/handlers/asgi.py [SGR] [Tool] (cache hit) [SGR] Search complete: [SGR] Items found: 3 [SGR] Total iterations: 4 [SGR] Total time: 14578ms [SGR] LLM time: 14454ms [SGR] Tool time: 124ms [SGR] Tools used: {'grep': 3, 'read_file': 1} [SGR] Confidence progression: low → medium → medium → high [SGR] High confidence reached at iteration: 4 Logs saved to: /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201446/django_404_handler_detailed.json /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201446/django_404_handler_steps.md --- RESULTS --- Expected: ['django/views/defaults.py'] Found: ['django/urls/resolvers.py', 'django/core/handlers/wsgi.py', 'django/core/handlers/asgi.py'] Matched: [] Recall: 0% ================================================================================ Question: gin_basic_routing Repo: gin Query: When I call router.GET('/users', handler), how is this route registered?... ================================================================================ [SGR] Step 0: Analyzing repository context (smart)... [SGR] [Tool] analyze_repo_smart: scanning repository... [SGR] Languages found: {'Go': 96} [SGR] Primary (detected): Go [SGR] Framework (detected): None [SGR] Top dirs: ['binding', 'codec', 'docs', 'examples', 'ginS', 'internal', 'render', 'testdata'] [SGR] Manifests: ['go.mod', 'go.sum'] [SGR] [Tool] list_dir: . [SGR] Gemini call took 925ms [SGR] [Smart] Priority dir: internal/ (4 source files) [SGR] [Smart] Key dirs by source count: ['internal/', 'binding/', 'render/', 'codec/', 'ginS/']... [SGR] Final Language: Go [SGR] Final Languages: {'Go': 96} [SGR] Final Framework: Gin [SGR] Final Type: web_framework [SGR] Final Key dirs: ['internal/', 'binding/', 'render/', 'codec/', 'ginS/', 'testdata/'] [SGR] Step 1: Analyzing question concepts... [SGR] Gemini call took 835ms [SGR] Concepts: ['route registration', 'http method handling', 'request routing'] [SGR] User problem: The user wants to understand how a route is registered when using the router.GET method. [SGR] What to find: The code that registers a GET route with the specified path and handler. [SGR] Question type: how_it_works [SGR] Step 2: Extracting technical terms... [SGR] Exploring actual directory structure... [SGR] [Tool] list_dir: . [SGR] [Tool] list_dir: internal/ [SGR] [Tool] list_dir: binding/ [SGR] [Tool] list_dir: render/ [SGR] [Tool] list_dir: codec/ [SGR] Explored 4 key directories [SGR] Gemini call took 2503ms [SGR] Primary terms: ['router', 'GET', 'Handle', 'Route'] [SGR] Secondary terms: ['http', 'Serve'] [SGR] Likely files: ['gin.go', 'gin_test.go', 'routergroup.go', 'routergroup_test.go', 'context.go', 'context_test.go'] [SGR] Step 2.5: Reading 6 likely files... [SGR] [Tool] read_file: gin.go [SGR] [Read] gin.go: 3 definitions found [SGR] [Tool] read_file: gin_test.go [SGR] [Read] gin_test.go: 8 definitions found [SGR] [Tool] read_file: routergroup.go [SGR] [Read] routergroup.go: 21 definitions found [SGR] [Tool] read_file: routergroup_test.go [SGR] [Read] routergroup_test.go: 12 definitions found [SGR] [Tool] read_file: context.go [SGR] [Read] context.go: 9 definitions found [SGR] Extracted 53 findings from likely files [SGR] Step 3: Creating search plan... [SGR] Gemini call took 1799ms [SGR] TypedSearchPlan: 3 grep, 2 read, 0 list, 0 glob [SGR] Strategy: keyword_hunt [SGR] Actions: 5 (from TypedSearchPlan) [SGR] 1. grep: router.GET - Find where router.GET is defined or used to regist [SGR] 2. grep: HandleFunc - Search for HandleFunc which might be related to ro [SGR] 3. grep: RegisterRoute - Look for a function explicitly named RegisterRoute [SGR] 4. read_file: gin.go - Read the gin.go file to understand route registrat [SGR] 5. read_file: routergroup.go - Read the routergroup.go file as it likely contains [SGR] Executing 5 initial actions in parallel... [SGR] [Tool] grep: rg --json -C 3 -m 50 HandleFunc /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/gin/repo/gin.go [SGR] [Tool] grep: rg --json -C 3 -m 50 router.GET /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/gin/repo/gin.go [SGR] [Tool] grep: rg --json -C 3 -m 50 RegisterRoute /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/gin/repo/gin.go [SGR] [Tool] read_file: routergroup.go [SGR] [Tool] (cache hit) [SGR] [Tool] read_file: gin.go [SGR] [Tool] (cache hit) [SGR] Step 3: Interpreting result... [SGR] Gemini call took 608ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 631ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 550ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1185ms [SGR] Found relevant: True [SGR] Key findings: ['gin.go:51: HandlerFunc func(*Context)', 'gin.go:57: HandlersChain []HandlerFunc'] [SGR] Confidence: medium [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1542ms [SGR] Found relevant: True [SGR] Key findings: ['routergroup.go:36: Handle(string, string, ...HandlerFunc) IRoutes', 'routergroup.go:38: GET(string, ...HandlerFunc) IRoutes', 'routergroup.go:55: RouterGroup struct'] [SGR] Confidence: high [SGR] Need more: True [SGR] High confidence with relevant findings - preparing answer [SGR] Step 5: Generating final answer... [SGR] Gemini call took 1199ms [SGR] Summary: The route is registered via the `GET` method in `routergroup.go`. This method is part of the `Router... [SGR] Code locations: 1 [SGR] Confidence: high [SGR] [Tool] read_file: routergroup.go [SGR] [Tool] read_file: routergroup.go [SGR] [Tool] (cache hit) [SGR] Search complete: [SGR] Items found: 1 [SGR] Total iterations: 5 [SGR] Total time: 11820ms [SGR] LLM time: 11800ms [SGR] Tool time: 20ms [SGR] Tools used: {'grep': 3, 'read_file': 2} [SGR] Confidence progression: low → low → low → medium → high [SGR] High confidence reached at iteration: 5 Logs saved to: /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201446/gin_basic_routing_detailed.json /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201446/gin_basic_routing_steps.md --- RESULTS --- Expected: ['routergroup.go'] Found: ['routergroup.go'] Matched: ['routergroup.go'] Recall: 100% ================================================================================ Question: gin_json_response Repo: gin Query: When I call c.JSON(200, data), how does Gin serialize the response?... ================================================================================ [SGR] Step 0: Analyzing repository context (smart)... [SGR] [Tool] analyze_repo_smart: scanning repository... [SGR] Languages found: {'Go': 96} [SGR] Primary (detected): Go [SGR] Framework (detected): None [SGR] Top dirs: ['binding', 'codec', 'docs', 'examples', 'ginS', 'internal', 'render', 'testdata'] [SGR] Manifests: ['go.mod', 'go.sum'] [SGR] [Tool] list_dir: . [SGR] Gemini call took 930ms [SGR] [Smart] Priority dir: internal/ (4 source files) [SGR] [Smart] Key dirs by source count: ['internal/', 'binding/', 'render/', 'codec/', 'ginS/']... [SGR] Final Language: Go [SGR] Final Languages: {'Go': 96} [SGR] Final Framework: Gin [SGR] Final Type: web_framework [SGR] Final Key dirs: ['internal/', 'binding/', 'render/', 'codec/', 'ginS/'] [SGR] Step 1: Analyzing question concepts... [SGR] Gemini call took 1137ms [SGR] Concepts: ['JSON serialization', 'response handling'] [SGR] User problem: The user wants to understand how the Gin framework serializes JSON data when responding to a client. [SGR] What to find: the code responsible for serializing the data passed to c.JSON and sending it as a JSON response [SGR] Question type: how_it_works [SGR] Step 2: Extracting technical terms... [SGR] Exploring actual directory structure... [SGR] [Tool] list_dir: . [SGR] [Tool] list_dir: internal/ [SGR] [Tool] list_dir: binding/ [SGR] [Tool] list_dir: render/ [SGR] [Tool] list_dir: codec/ [SGR] Explored 4 key directories [SGR] Gemini call took 3073ms [SGR] Primary terms: ['json', 'JSON', 'render', 'c.JSON'] [SGR] Secondary terms: ['binding', 'context'] [SGR] Likely files: ['binding/json.go', 'render/json.go', 'codec/json/json.go'] [SGR] Step 2.5: Reading 3 likely files... [SGR] [Tool] read_file: binding/json.go [SGR] [Read] binding/json.go: 5 definitions found [SGR] [Tool] read_file: render/json.go [SGR] [Read] render/json.go: 19 definitions found [SGR] [Tool] read_file: codec/json/json.go [SGR] [Read] codec/json/json.go: 7 definitions found [SGR] Extracted 31 findings from likely files [SGR] Step 3: Creating search plan... [SGR] Gemini call took 2696ms [SGR] TypedSearchPlan: 3 grep, 2 read, 0 list, 0 glob [SGR] Strategy: keyword_hunt [SGR] Actions: 5 (from TypedSearchPlan) [SGR] 1. grep: c.JSON - Find usages of c.JSON in binding package [SGR] 2. grep: json.Marshal - Find JSON marshaling logic in render package [SGR] 3. grep: context.JSON - Check context for JSON methods [SGR] 4. read_file: render/json.go - Read the JSON render implementation to understand [SGR] 5. read_file: binding/json.go - Examine JSON binding to see if it relates to seria [SGR] Executing 5 initial actions in parallel... [SGR] [Tool] grep: rg --json -C 3 -m 50 json.Marshal /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/gin/repo/render [SGR] [Tool] grep: rg --json -C 3 -m 50 context.JSON /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/gin/repo/context [SGR] [Tool] grep: rg --json -C 3 -m 50 c.JSON /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/gin/repo/binding [SGR] [Tool] read_file: render/json.go [SGR] [Tool] (cache hit) [SGR] [Tool] read_file: binding/json.go [SGR] [Tool] (cache hit) [SGR] Step 3: Interpreting result... [SGR] Gemini call took 858ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 831ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 635ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1129ms [SGR] Found relevant: True [SGR] Key findings: ['render/json.go:58: func (r JSON) Render(w http.ResponseWriter) error { return WriteJSON(w, r.Data) }', 'render/json.go:66: func WriteJSON(w http.ResponseWriter, obj any) error { ... }', 'import {github.com/gin-gonic/gin/codec/json}'] [SGR] Confidence: high [SGR] Need more: True [SGR] High confidence with relevant findings - preparing answer [SGR] Step 5: Generating final answer... [SGR] Gemini call took 3094ms [SGR] Summary: When you call `c.JSON(200, data)` in Gin, the response is serialized by the `WriteJSON` function in ... [SGR] Code locations: 2 [SGR] Confidence: high [SGR] [Tool] read_file: render/json.go [SGR] [Tool] read_file: render/json.go [SGR] [Tool] (cache hit) [SGR] [Tool] read_file: codec/json/json.go [SGR] [Tool] read_file: codec/json/json.go [SGR] [Tool] (cache hit) [SGR] Search complete: [SGR] Items found: 2 [SGR] Total iterations: 4 [SGR] Total time: 14418ms [SGR] LLM time: 14398ms [SGR] Tool time: 20ms [SGR] Tools used: {'grep': 3, 'read_file': 1} [SGR] Confidence progression: low → low → low → high [SGR] High confidence reached at iteration: 4 Logs saved to: /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201446/gin_json_response_detailed.json /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201446/gin_json_response_steps.md --- RESULTS --- Expected: ['context.go', 'render/json.go'] Found: ['render/json.go', 'codec/json/json.go'] Matched: ['render/json.go'] Recall: 50% ================================================================================ Question: gin_abort Repo: gin Query: When I call c.Abort() in middleware, how does it stop the request from reaching my handler?... ================================================================================ [SGR] Step 0: Analyzing repository context (smart)... [SGR] [Tool] analyze_repo_smart: scanning repository... [SGR] Languages found: {'Go': 96} [SGR] Primary (detected): Go [SGR] Framework (detected): None [SGR] Top dirs: ['binding', 'codec', 'docs', 'examples', 'ginS', 'internal', 'render', 'testdata'] [SGR] Manifests: ['go.mod', 'go.sum'] [SGR] [Tool] list_dir: . [SGR] Gemini call took 1156ms [SGR] [Smart] Priority dir: internal/ (4 source files) [SGR] [Smart] Key dirs by source count: ['internal/', 'binding/', 'render/', 'codec/', 'ginS/']... [SGR] Final Language: Go [SGR] Final Languages: {'Go': 96} [SGR] Final Framework: Gin [SGR] Final Type: web_framework [SGR] Final Key dirs: ['internal/', 'binding/', 'render/', 'codec/', 'ginS/'] [SGR] Step 1: Analyzing question concepts... [SGR] Gemini call took 922ms [SGR] Concepts: ['middleware', 'request lifecycle', 'aborting request'] [SGR] User problem: The user wants to understand how calling `c.Abort()` in middleware prevents the request from reaching the intended handler. [SGR] What to find: The code that `c.Abort()` calls to stop the request processing. [SGR] Question type: why_behavior [SGR] Step 2: Extracting technical terms... [SGR] Exploring actual directory structure... [SGR] [Tool] list_dir: . [SGR] [Tool] list_dir: internal/ [SGR] [Tool] list_dir: binding/ [SGR] [Tool] list_dir: render/ [SGR] [Tool] list_dir: codec/ [SGR] Explored 4 key directories [SGR] Gemini call took 1836ms [SGR] Primary terms: ['context', 'routergroup', 'abort', 'middleware'] [SGR] Secondary terms: ['gin.go', 'context.go'] [SGR] Likely files: ['context.go', 'gin.go', 'routergroup.go', 'middleware.go'] [SGR] [Path validation] Removed 1 invalid paths: ['middleware.go']... [SGR] Step 2.5: Reading 3 likely files... [SGR] [Tool] read_file: context.go [SGR] [Read] context.go: 9 definitions found [SGR] [Tool] read_file: gin.go [SGR] [Read] gin.go: 3 definitions found [SGR] [Tool] read_file: routergroup.go [SGR] [Read] routergroup.go: 21 definitions found [SGR] Extracted 33 findings from likely files [SGR] Step 3: Creating search plan... [SGR] Gemini call took 2627ms [SGR] TypedSearchPlan: 3 grep, 1 read, 0 list, 0 glob [SGR] Strategy: keyword_hunt [SGR] Actions: 4 (from TypedSearchPlan) [SGR] 1. grep: context.Abort() - Understand how Abort() is implemented and what it [SGR] 2. grep: c.Abort() - See where Abort() is called within the gin framewo [SGR] 3. grep: middleware - Understand how middleware is registered and proces [SGR] 4. read_file: context.go - Examine the Abort() method in detail to understand [SGR] Executing 4 initial actions in parallel... [SGR] [Tool] grep: rg --json -C 3 -m 50 context.Abort() /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/gin/repo/context.go [SGR] [Tool] grep: rg --json -C 3 -m 50 c.Abort() /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/gin/repo/gin.go [SGR] [Tool] grep: rg --json -C 3 -m 50 middleware /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/gin/repo/routergroup.go [SGR] [Tool] read_file: context.go [SGR] [Tool] (cache hit) [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1025ms [SGR] Found relevant: True [SGR] Key findings: ['context.go:219: // For example, a failed attempt to authenticate a request could use: context.AbortWithStatus(401).'] [SGR] Confidence: medium [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 934ms [SGR] Found relevant: True [SGR] Key findings: ['context.go:219: // For example, a failed attempt to authenticate a request could use: context.AbortWithStatus(401).'] [SGR] Confidence: medium [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1676ms [SGR] Found relevant: True [SGR] Key findings: ['routergroup.go:54: // a prefix and an array of handlers (middleware).', 'routergroup.go:64: // Use adds middleware to the group, see example code in GitHub.', 'routergroup.go:65: func (group *RouterGroup) Use(middleware ...HandlerFunc) IRoutes {', 'routergroup.go:66: group.Handlers = append(group.Handlers, middleware...)', 'routergroup.go:70: // Group creates a new router group. You should add all the routes that have common middlewares or the same path prefix.', 'routergroup.go:71: // For example, all the routes that use a common middleware for authorization could be grouped.', 'routergroup.go:93: // Handle registers a new request handle and middleware with the given path and method.', 'routergroup.go:94: // The last handler should be the real handler, the other ones should be middleware that can and should be shared among different routes.'] [SGR] Confidence: medium [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1081ms [SGR] Found relevant: True [SGR] Key findings: ['context.go:56: const abortIndex int8 = math.MaxInt8 >> 1'] [SGR] Confidence: medium [SGR] Need more: True [SGR] Gemini call took 966ms [SGR] Gemini call took 1036ms [SGR] Gemini call took 2583ms [SGR] [Aggregation] 3 valid actions, 0 stop, 0 invalid [SGR] Iteration 5: grep [SGR] [Tool] grep: rg --json -C 3 -m 50 HandlerFunc /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/gin/repo/routergroup.go [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1037ms [SGR] Found relevant: True [SGR] Key findings: ['routergroup.go:29: Group(string, ...HandlerFunc) *RouterGroup', 'routergroup.go:34: Use(...HandlerFunc) IRoutes', 'routergroup.go:36: Handle(string, string, ...HandlerFunc) IRoutes', 'routergroup.go:65: func (group *RouterGroup) Use(middleware ...HandlerFunc) IRoutes {', 'routergroup.go:72: func (group *RouterGroup) Group(relativePath string, handlers ...HandlerFunc) *RouterGroup {', 'routergroup.go:103: func (group *RouterGroup) Handle(httpMethod, relativePath string, handlers ...HandlerFunc) IRoutes {', 'routergroup.go:156: func (group *RouterGroup) Match('] [SGR] Confidence: medium [SGR] Need more: True [SGR] Gemini call took 573ms [SGR] Gemini call took 720ms [SGR] Gemini call took 874ms [SGR] [Aggregation] 3 valid actions, 0 stop, 0 invalid [SGR] Iteration 6: grep [SGR] [Tool] grep: rg --json -C 3 -m 50 abortIndex /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/gin/repo/context.go [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1026ms [SGR] Found relevant: True [SGR] Key findings: ['context.go:55: // abortIndex represents a typical value used in abort functions.', 'context.go:56: const abortIndex int8 = math.MaxInt8 >> 1', 'context.go:138: cp.index = abortIndex', 'context.go:207: return c.index >= abortIndex', 'context.go:215: c.index = abortIndex'] [SGR] Confidence: medium [SGR] Need more: True [SGR] Gemini call took 690ms [SGR] Gemini call took 759ms [SGR] Gemini call took 945ms [SGR] [Aggregation] 3 valid actions, 0 stop, 0 invalid [SGR] Iteration 7: grep [SGR] [Tool] grep: rg --json -C 3 -m 50 Abort /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/gin/repo/context.go [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1582ms [SGR] Found relevant: True [SGR] Key findings: ['context.go:210: // Abort prevents pending handlers from being called. Note that this will not stop the current handler.', 'context.go:214: func (c *Context) Abort() {', 'context.go:218: // AbortWithStatus calls `Abort()` and writes the headers with the specified status code.', 'context.go:223: c.Abort()', 'context.go:226: // AbortWithStatusPureJSON calls `Abort()` and then `PureJSON` internally.', 'context.go:230: c.Abort()', 'context.go:234: // AbortWithStatusJSON calls `Abort()` and then `JSON` internally.', 'context.go:238: c.Abort()', 'context.go:242: // AbortWithError calls `AbortWithStatus()` and `Error()` internally.', 'context.go:246: c.AbortWithStatus(code)'] [SGR] Confidence: high [SGR] Need more: False [SGR] High confidence with relevant findings - stopping search [SGR] Step 5: Generating final answer... [SGR] Gemini call took 3236ms [SGR] Summary: When `c.Abort()` is called within a Gin middleware, it sets an internal index (`c.index`) to a prede... [SGR] Code locations: 2 [SGR] Confidence: low [SGR] [Tool] read_file: context.go [SGR] [Tool] read_file: context.go [SGR] [Tool] (cache hit) [SGR] [Tool] read_file: routergroup.go [SGR] [Tool] read_file: routergroup.go [SGR] [Tool] (cache hit) [SGR] Search complete: [SGR] Items found: 2 [SGR] Total iterations: 7 [SGR] Total time: 22632ms [SGR] LLM time: 22573ms [SGR] Tool time: 59ms [SGR] Tools used: {'grep': 6, 'read_file': 1} [SGR] Confidence progression: medium → medium → medium → medium → medium → medium → high [SGR] High confidence reached at iteration: 7 Logs saved to: /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201446/gin_abort_detailed.json /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201446/gin_abort_steps.md --- RESULTS --- Expected: ['context.go'] Found: ['context.go', 'routergroup.go'] Matched: ['context.go'] Recall: 100% ================================================================================ Question: codeql_function_class Repo: codeql Query: What class in CodeQL represents a JavaScript function and how do I get its name?... ================================================================================ [SGR] Step 0: Analyzing repository context (smart)... [SGR] [Tool] analyze_repo_smart: scanning repository... [SGR] Languages found: {'Python': 1044, 'CodeQL': 3880, 'JavaScript': 778, 'C': 343, 'C++': 465, 'C#': 806, 'Go': 652, 'Java': 1511, 'Kotlin': 277, 'TypeScript': 76, 'Rust': 339, 'Ruby': 397, 'Swift': 275} [SGR] Primary (detected): CodeQL [SGR] Framework (detected): None [SGR] Top dirs: ['actions', 'change-notes', 'config', 'cpp', 'csharp', 'docs', 'go', 'java', 'javascript', 'misc'] [SGR] Manifests: ['Cargo.toml', 'Cargo.lock', 'actions/ql/test/qlpack.yml', 'actions/ql/extensions/immutable-actions-list/qlpack.yml', 'actions/ql/lib/qlpack.yml'] [SGR] [Tool] list_dir: . [SGR] Gemini call took 954ms [SGR] [Override] Language: Java → CodeQL [SGR] [Smart] Key dirs by source count: ['java/', 'swift/', 'rust/', 'javascript/', 'python/']... [SGR] Final Language: CodeQL [SGR] Final Languages: {'Python': 1044, 'CodeQL': 3880, 'JavaScript': 778, 'C': 343, 'C++': 465, 'C#': 806, 'Go': 652, 'Java': 1511, 'Kotlin': 277, 'TypeScript': 76, 'Rust': 339, 'Ruby': 397, 'Swift': 275} [SGR] Final Framework: CodeQL [SGR] Final Type: other [SGR] Final Key dirs: ['java/', 'swift/', 'rust/', 'javascript/', 'python/', 'ruby/', 'go/', 'csharp/', 'cpp/', 'ql/'] [SGR] Step 1: Analyzing question concepts... [SGR] Gemini call took 929ms [SGR] Concepts: ['CodeQL classes', 'JavaScript representation', 'function name retrieval'] [SGR] User problem: The user wants to know the CodeQL class for JavaScript functions and how to access their names. [SGR] What to find: The CodeQL class representing a JavaScript function and the method/property to get its name. [SGR] Question type: how_to_use [SGR] Step 2: Extracting technical terms... [SGR] Exploring actual directory structure... [SGR] [Tool] list_dir: . [SGR] [Tool] list_dir: java/ [SGR] [Tool] list_dir: swift/ [SGR] [Tool] list_dir: rust/ [SGR] [Tool] list_dir: javascript/ [SGR] Explored 4 key directories [SGR] Gemini call took 1812ms [SGR] Primary terms: ['JavaScript', 'function', 'name'] [SGR] Secondary terms: ['javascript'] [SGR] Likely files: ['javascript/'] [SGR] Step 2.5: Reading 1 likely files... [SGR] [Tool] read_file: javascript/BUILD.bazel [SGR] [Read] javascript/BUILD.bazel: 0 definitions found [SGR] Extracted 0 findings from likely files [SGR] Step 3: Creating search plan... [SGR] Gemini call took 2403ms [SGR] TypedSearchPlan: 2 grep, 1 read, 0 list, 0 glob [SGR] Strategy: keyword_hunt [SGR] Actions: 3 (from TypedSearchPlan) [SGR] 1. grep: class JavaScriptFunction - Find the CodeQL class representing a JavaScript fu [SGR] 2. grep: getFunctionName - Find methods or properties related to retrieving a [SGR] 3. read_file: javascript/ql/src/semmle/javascript/AST.qll - Examine the definition of JavaScript-related CodeQ [SGR] [Path validation] Invalid: Path 'javascript/ql/src/semmle/javascript/AST.qll' does not exist. Similar existing paths: actions/ql/lib/codeql/actions/ast/internal/Ast.qll, go/ql/lib/semmle/go/AST.qll, actions/ql/lib/codeql/actions/Ast.qll [SGR] [Path validation] 1 invalid paths, asking LLM for correction... [SGR] LLM text call took 542ms [SGR] [Path corrected] LLM fixed path to: actions/ql/lib/codeql/actions/ast/internal/Ast.qll [SGR] Executing 3 initial actions in parallel... [SGR] [Tool] read_file: actions/ql/lib/codeql/actions/ast/internal/Ast.qll [SGR] [Tool] grep: rg --json -C 3 -m 50 getFunctionName /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/codeql/repo/javascript [SGR] [Tool] grep: rg --json -C 3 -m 50 class JavaScriptFunction /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/codeql/repo/javascript [SGR] Step 3: Interpreting result... [SGR] Gemini call took 578ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 743ms [SGR] Found relevant: True [SGR] Key findings: ['javascript/externs/vm/v8.js:60: CallSite.prototype.getFunctionName = function() {}'] [SGR] Confidence: medium [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 669ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Gemini call took 711ms [SGR] Gemini call took 814ms [SGR] Gemini call took 1100ms [SGR] [Aggregation] 3 valid actions, 0 stop, 0 invalid [SGR] Iteration 4: grep [SGR] [Tool] grep: rg --json -C 3 -m 50 CallSite /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/codeql/repo/javascript [SGR] Step 3: Interpreting result... [SGR] Gemini call took 822ms [SGR] Found relevant: True [SGR] Key findings: ['javascript/externs/vm/v8.js:28: function CallSite() {}', 'javascript/externs/vm/v8.js:60: CallSite.prototype.getFunctionName = function() {}'] [SGR] Confidence: high [SGR] Need more: False [SGR] High confidence with relevant findings - stopping search [SGR] Step 5: Generating final answer... [SGR] Gemini call took 1729ms [SGR] Summary: The `CallSite` class in the CodeQL JavaScript library represents a JavaScript function. You can get ... [SGR] Code locations: 1 [SGR] Confidence: high [SGR] [Tool] read_file: javascript/externs/vm/v8.js [SGR] [Tool] read_file: javascript/externs/vm/v8.js [SGR] Search complete: [SGR] Items found: 1 [SGR] Total iterations: 4 [SGR] Total time: 13542ms [SGR] LLM time: 13224ms [SGR] Tool time: 318ms [SGR] Tools used: {'grep': 3, 'read_file': 1} [SGR] Confidence progression: low → medium → low → high [SGR] High confidence reached at iteration: 4 Logs saved to: /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201446/codeql_function_class_detailed.json /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201446/codeql_function_class_steps.md --- RESULTS --- Expected: ['javascript/ql/lib/semmle/javascript/Functions.qll'] Found: ['javascript/externs/vm/v8.js'] Matched: [] Recall: 0% ================================================================================ Question: codeql_call_expr Repo: codeql Query: I want to find all function calls in JavaScript code. What class represents a call expression?... ================================================================================ [SGR] Step 0: Analyzing repository context (smart)... [SGR] [Tool] analyze_repo_smart: scanning repository... [SGR] Languages found: {'Python': 1044, 'CodeQL': 3880, 'JavaScript': 778, 'C': 343, 'C++': 465, 'C#': 806, 'Go': 652, 'Java': 1511, 'Kotlin': 277, 'TypeScript': 76, 'Rust': 339, 'Ruby': 397, 'Swift': 275} [SGR] Primary (detected): CodeQL [SGR] Framework (detected): None [SGR] Top dirs: ['actions', 'change-notes', 'config', 'cpp', 'csharp', 'docs', 'go', 'java', 'javascript', 'misc'] [SGR] Manifests: ['Cargo.toml', 'Cargo.lock', 'actions/ql/test/qlpack.yml', 'actions/ql/extensions/immutable-actions-list/qlpack.yml', 'actions/ql/lib/qlpack.yml'] [SGR] [Tool] list_dir: . [SGR] Gemini call took 987ms [SGR] [Override] Language: Java → CodeQL [SGR] [Smart] Key dirs by source count: ['java/', 'swift/', 'rust/', 'javascript/', 'python/']... [SGR] Final Language: CodeQL [SGR] Final Languages: {'Python': 1044, 'CodeQL': 3880, 'JavaScript': 778, 'C': 343, 'C++': 465, 'C#': 806, 'Go': 652, 'Java': 1511, 'Kotlin': 277, 'TypeScript': 76, 'Rust': 339, 'Ruby': 397, 'Swift': 275} [SGR] Final Framework: None [SGR] Final Type: other [SGR] Final Key dirs: ['java/', 'swift/', 'rust/', 'javascript/', 'python/', 'ruby/', 'go/', 'csharp/'] [SGR] Step 1: Analyzing question concepts... [SGR] Gemini call took 816ms [SGR] Concepts: ['call expression', 'function call'] [SGR] User problem: The user wants to understand how to represent function calls in JavaScript code by identifying the relevant class. [SGR] What to find: the class that represents a call expression in JavaScript code [SGR] Question type: how_to_use [SGR] Step 2: Extracting technical terms... [SGR] Exploring actual directory structure... [SGR] [Tool] list_dir: . [SGR] [Tool] list_dir: java/ [SGR] [Tool] list_dir: swift/ [SGR] [Tool] list_dir: rust/ [SGR] [Tool] list_dir: javascript/ [SGR] Explored 4 key directories [SGR] Gemini call took 1898ms [SGR] Primary terms: ['CallExpression', 'expression', 'call', 'invoke'] [SGR] Secondary terms: ['javascript', 'CallExpr'] [SGR] Likely files: ['javascript/'] [SGR] Step 2.5: Reading 1 likely files... [SGR] [Tool] read_file: javascript/BUILD.bazel [SGR] [Read] javascript/BUILD.bazel: 0 definitions found [SGR] Extracted 0 findings from likely files [SGR] Step 3: Creating search plan... [SGR] Gemini call took 2733ms [SGR] TypedSearchPlan: 2 grep, 1 read, 0 list, 1 glob [SGR] Strategy: keyword_hunt [SGR] Actions: 4 (from TypedSearchPlan) [SGR] 1. grep: CallExpression - Find definitions or uses of CallExpression in Java [SGR] 2. grep: call|invoke - Find occurrences of 'call' or 'invoke' keywords in [SGR] 3. read_file: javascript/CallExpr.js - Read the CallExpr.js file to understand its role i [SGR] 4. glob_search: *CallExpression* - Find files related to CallExpression. [SGR] [Path validation] Invalid: Path 'javascript/CallExpr.js' does not exist. Similar existing paths: java/ql/test/experimental/stubs/rhino-1.7.13/org/mozilla/javascript/Scriptable.java, cpp/config/suites/security/all, cpp/config/suites/default/c [SGR] [Path validation] 1 invalid paths, asking LLM for correction... [SGR] LLM text call took 263ms [SGR] Executing 3 initial actions in parallel... [SGR] [Tool] grep: rg --json -C 3 --glob *.js -m 50 call|invoke /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/codeql/repo/javascript [SGR] [Tool] grep: rg --json -C 3 -m 50 CallExpression /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/codeql/repo/javascript [SGR] [Tool] glob_search: *CallExpression* in javascript/ [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1961ms [SGR] Found relevant: True [SGR] Key findings: ['javascript/extractor/src/com/semmle/jcorn/Customjavascript/extractor/src/com/semmle/jcorn/Parser.java:8: import com.semmle.js.ast.CallExpression;', 'javascript/extractor/src/com/semmle/jcorn/Customjavascript/extractor/src/com/semmle/jcorn/Parser.java:168: CallExpression node =', 'javascript/extractor/src/com/semmle/jcorn/Customjavascript/extractor/src/com/semmle/jcorn/Parser.java:169: new CallExpression(', 'javascript/extractor/src/com/semmle/jcorn/AngularExpressionjavascript/extractor/src/com/semmle/jcorn/Parser.java:7: import com.semmle.js.ast.CallExpression;', 'javascript/extractor/src/com/semmle/jcorn/AngularExpressionjavascript/extractor/src/com/semmle/jcorn/Parser.java:47: return this.finishNode(new CallExpression(loc, right, new ArrayList<>(), arguments, false, false));', 'javascript/extractor/src/com/semmle/jcorn/Parser.java:30: import com.semmle.js.ast.CallExpression;', 'javascript/extractor/src/com/semmle/jcorn/Parser.java:1601: CallExpression node =', 'javascript/extractor/src/com/semmle/jcorn/Parser.java:1602: new CallExpression(', 'javascript/extractor/src/com/semmle/ts/extractor/TypeScriptASTConverter.java:18: import com.semmle.js.ast.CallExpression;', 'javascript/extractor/src/com/semmle/ts/extractor/TypeScriptASTConverter.java:367: case "CallExpression":'] [SGR] Confidence: high [SGR] Need more: False [SGR] Step 3: Interpreting result... [SGR] Gemini call took 988ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1129ms [SGR] Found relevant: True [SGR] Key findings: ['javascript/extractor/src/com/semmle/js/ast/CallExpression.java'] [SGR] Confidence: medium [SGR] Need more: True [SGR] Gemini call took 933ms [SGR] Gemini call took 1062ms [SGR] Gemini call took 1230ms [SGR] [Aggregation] 2 valid actions, 1 stop, 0 invalid [SGR] Iteration 4: read_file [SGR] [Tool] read_file: javascript/extractor/src/com/semmle/js/ast/CallExpression.java [SGR] Step 3: Interpreting result... [SGR] Gemini call took 898ms [SGR] Found relevant: True [SGR] Key findings: ['javascript/extractor/src/com/semmle/js/ast/CallExpression.java:7: public class CallExpression extends InvokeExpression'] [SGR] Confidence: high [SGR] Need more: False [SGR] High confidence with relevant findings - stopping search [SGR] Step 5: Generating final answer... [SGR] Gemini call took 1043ms [SGR] Summary: The class `CallExpression` represents a function call in JavaScript. It is defined in `javascript/ex... [SGR] Code locations: 1 [SGR] Confidence: high [SGR] [Tool] read_file: javascript/extractor/src/com/semmle/js/ast/CallExpression.java [SGR] [Tool] read_file: javascript/extractor/src/com/semmle/js/ast/CallExpression.java [SGR] [Tool] (cache hit) [SGR] Search complete: [SGR] Items found: 1 [SGR] Total iterations: 4 [SGR] Total time: 15147ms [SGR] LLM time: 14937ms [SGR] Tool time: 210ms [SGR] Tools used: {'grep': 2, 'glob_search': 1, 'read_file': 1} [SGR] Confidence progression: high → low → medium → high [SGR] High confidence reached at iteration: 1 Logs saved to: /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201446/codeql_call_expr_detailed.json /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201446/codeql_call_expr_steps.md --- RESULTS --- Expected: ['javascript/ql/lib/semmle/javascript/Expr.qll'] Found: ['javascript/extractor/src/com/semmle/js/ast/CallExpression.java'] Matched: [] Recall: 0% ================================================================================ Question: infinigen_mesh_primitives Repo: infinigen Query: How do I create a simple cube or sphere mesh in Infinigen using Blender?... ================================================================================ [SGR] Step 0: Analyzing repository context (smart)... [SGR] [Tool] analyze_repo_smart: scanning repository... [SGR] Languages found: {'Python': 878, 'C++': 46, 'C': 45} [SGR] Primary (detected): Python [SGR] Framework (detected): None [SGR] Top dirs: ['docs', 'infinigen', 'infinigen_examples', 'scripts', 'tests'] [SGR] Manifests: ['requirements.txt', 'pyproject.toml', 'setup.py'] [SGR] [Tool] list_dir: . [SGR] Gemini call took 1356ms [SGR] [Smart] Key dirs by source count: ['infinigen/', 'tests/', 'infinigen_examples/']... [SGR] Final Language: Python [SGR] Final Languages: {'Python': 878, 'C++': 46, 'C': 45} [SGR] Final Framework: None [SGR] Final Type: other [SGR] Final Key dirs: ['infinigen/', 'tests/', 'infinigen_examples/'] [SGR] Step 1: Analyzing question concepts... [SGR] Gemini call took 1238ms [SGR] Concepts: ['mesh creation', 'cube', 'sphere', 'Infinigen', 'Blender'] [SGR] User problem: The user wants to know how to create basic geometric shapes (cube and sphere) using Infinigen within Blender. [SGR] What to find: The process or code for creating simple cube and sphere meshes in Infinigen using Blender. [SGR] Question type: how_to_use [SGR] Step 2: Extracting technical terms... [SGR] Exploring actual directory structure... [SGR] [Tool] list_dir: . [SGR] [Tool] list_dir: infinigen/ [SGR] [Tool] list_dir: tests/ [SGR] [Tool] list_dir: infinigen_examples/ [SGR] Explored 3 key directories [SGR] Gemini call took 2244ms [SGR] Primary terms: ['mesh', 'Infinigen', 'Blender', 'cube', 'sphere', 'assets'] [SGR] Secondary terms: ['generate', 'creation'] [SGR] Likely files: ['infinigen/assets/', 'infinigen/tools/blendscript_import_infinigen.py', 'infinigen_examples/generate_asset_demo.py'] [SGR] Step 2.5: Reading 3 likely files... [SGR] [Tool] read_file: infinigen/assets/__init__.py [SGR] [Read] infinigen/assets/__init__.py: 0 definitions found [SGR] [Tool] read_file: infinigen/assets/colors.py [SGR] [Read] infinigen/assets/colors.py: 20 definitions found [SGR] [Tool] read_file: infinigen/tools/blendscript_import_infinigen.py [SGR] [Read] infinigen/tools/blendscript_import_infinigen.py: 0 definitions found [SGR] [Tool] read_file: infinigen_examples/generate_asset_demo.py [SGR] [Read] infinigen_examples/generate_asset_demo.py: 4 definitions found [SGR] Extracted 24 findings from likely files [SGR] Step 3: Creating search plan... [SGR] Gemini call took 2537ms [SGR] TypedSearchPlan: 2 grep, 2 read, 0 list, 1 glob [SGR] Strategy: keyword_hunt [SGR] Actions: 5 (from TypedSearchPlan) [SGR] 1. grep: mesh - Find mesh-related code within infinigen assets [SGR] 2. grep: Infinigen.*(cube|sphere) - Find Infinigen code related to creating cubes or s [SGR] 3. read_file: infinigen/tools/blendscript_import_infinigen.py - Understand how Infinigen integrates with Blender f [SGR] 4. read_file: infinigen_examples/generate_asset_demo.py - Examine examples of asset generation in Infinigen [SGR] 5. glob_search: *mesh* - Find files related to mesh generation in the asset [SGR] Executing 5 initial actions in parallel... [SGR] [Tool] read_file: infinigen/tools/blendscript_import_infinigen.py [SGR] [Tool] (cache hit) [SGR] [Tool] grep: rg --json -C 3 -m 50 Infinigen.*(cube|sphere) /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/infinigen/repo/infinigen [SGR] [Tool] grep: rg --json -C 3 -m 50 mesh /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/infinigen/repo/infinigen/assets [SGR] [Tool] read_file: infinigen_examples/generate_asset_demo.py [SGR] [Tool] (cache hit) [SGR] [Tool] glob_search: *mesh* in infinigen/assets [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1914ms [SGR] Found relevant: True [SGR] Key findings: ['infinigen/assets/placement/floating_objects.py:10: import bmesh', 'infinigen/assets/placement/floating_objects.py:23: bm = bmesh.new()', 'infinigen/assets/placement/floating_objects.py:24: bm.from_mesh(obj.data)', 'infinigen/assets/utils/laplacian.py:7: import bmesh', 'infinigen/assets/utils/laplacian.py:13: from infinigen.assets.utils.object import data2mesh', 'infinigen/assets/utils/laplacian.py:16: def mesh_grid(n, sizes)', 'infinigen/assets/utils/laplacian.py:21: def init_mesh_3d(n, sizes)', 'infinigen/assets/utils/laplacian.py:96: return data2mesh(vertices, [], faces)', 'infinigen/assets/utils/laplacian.py:123: mesh = data2mesh(vertices, [], faces)', 'infinigen/assets/utils/shapes.py:13: from infinigen.assets.utils.object import data2mesh, join_objects, mesh2obj, new_circle'] [SGR] Confidence: medium [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 797ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1901ms [SGR] Found relevant: True [SGR] Key findings: ['infinigen/tools/blendscript_import_infinigen.py:13: from infinigen.assets.objects.creatures.util.genomes.carnivore import CarnivoreFactory', 'infinigen/tools/blendscript_import_infinigen.py:33: from infinigen.core import init, surface', 'infinigen/tools/blendscript_import_infinigen.py:34: from infinigen_examples import generate_nature'] [SGR] Confidence: medium [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1247ms [SGR] Found relevant: True [SGR] Key findings: ['infinigen_examples/generate_asset_demo.py:11: import bpy', 'infinigen_examples/generate_asset_demo.py:33: from infinigen.core.util import blender as butil'] [SGR] Confidence: medium [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1187ms [SGR] Found relevant: True [SGR] Key findings: ['infinigen/assets/objects/trees/utils/mesh.py', 'infinigen/assets/utils/bbox_from_mesh.py', 'infinigen/assets/utils/mesh.py'] [SGR] Confidence: medium [SGR] Need more: True [SGR] Gemini call took 707ms [SGR] Gemini call took 1005ms [SGR] Gemini call took 1148ms [SGR] [Aggregation] 3 valid actions, 0 stop, 0 invalid [SGR] Iteration 6: read_file [SGR] [Tool] read_file: infinigen/assets/utils/shapes.py [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1022ms [SGR] Found relevant: True [SGR] Key findings: ['infinigen/assets/utils/shapes.py:17: def is_valid_polygon(p)', 'infinigen/assets/utils/shapes.py:24: def simplify_polygon(p)', 'infinigen/assets/utils/shapes.py:30: def cut_polygon_by_line(polygon, *args)', 'infinigen/assets/utils/shapes.py:37: def safe_polygon_to_obj_single(p: Polygon)', 'infinigen/assets/utils/shapes.py:50: def safe_polygon2obj(poly, reversed=False, z=0)'] [SGR] Confidence: medium [SGR] Need more: True [SGR] Gemini call took 835ms [SGR] Gemini call took 1221ms [SGR] Gemini call took 1219ms [SGR] [Aggregation] 3 valid actions, 0 stop, 0 invalid [SGR] Iteration 7: grep [SGR] [Tool] grep: rg --json -C 3 -m 50 create_mesh|add_primitive /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/infinigen/repo/infinigen/assets/utils [SGR] Step 3: Interpreting result... [SGR] Gemini call took 708ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Gemini call took 1010ms [SGR] Gemini call took 1086ms [SGR] Gemini call took 1153ms [SGR] [Aggregation] 3 valid actions, 0 stop, 0 invalid [SGR] Iteration 8: grep [SGR] [Tool] grep: rg --json -C 3 -m 50 (create_sphere|create_cube|add_primitive) /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/infinigen/repo/infinigen/assets/utils [SGR] Step 3: Interpreting result... [SGR] Gemini call took 598ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 5: Generating final answer... [SGR] Gemini call took 1434ms [SGR] Summary: There are no direct functions or examples in the provided search results that demonstrate how to cre... [SGR] Code locations: 1 [SGR] Confidence: low [SGR] Search complete: [SGR] Items found: 0 [SGR] Total iterations: 8 [SGR] Total time: 21934ms [SGR] LLM time: 21799ms [SGR] Tool time: 135ms [SGR] Tools used: {'grep': 4, 'read_file': 3, 'glob_search': 1} [SGR] Confidence progression: medium → low → medium → medium → medium → medium → low → low Logs saved to: /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201446/infinigen_mesh_primitives_detailed.json /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201446/infinigen_mesh_primitives_steps.md --- RESULTS --- Expected: ['infinigen/core/util/blender.py'] Found: [] Matched: [] Recall: 0% ================================================================================ Question: infinigen_random_seed Repo: infinigen Query: How can I set a random seed so my generated scene is reproducible?... ================================================================================ [SGR] Step 0: Analyzing repository context (smart)... [SGR] [Tool] analyze_repo_smart: scanning repository... [SGR] Languages found: {'Python': 878, 'C++': 46, 'C': 45} [SGR] Primary (detected): Python [SGR] Framework (detected): None [SGR] Top dirs: ['docs', 'infinigen', 'infinigen_examples', 'scripts', 'tests'] [SGR] Manifests: ['requirements.txt', 'pyproject.toml', 'setup.py'] [SGR] [Tool] list_dir: . [SGR] Gemini call took 1439ms [SGR] [Smart] Key dirs by source count: ['infinigen/', 'tests/', 'infinigen_examples/']... [SGR] Final Language: Python [SGR] Final Languages: {'Python': 878, 'C++': 46, 'C': 45} [SGR] Final Framework: None [SGR] Final Type: other [SGR] Final Key dirs: ['infinigen/', 'tests/', 'infinigen_examples/'] [SGR] Step 1: Analyzing question concepts... [SGR] Gemini call took 699ms [SGR] Concepts: ['random seed', 'reproducibility', 'scene generation'] [SGR] User problem: The user wants to make their generated scenes reproducible by setting a random seed. [SGR] What to find: Code related to setting a random seed for scene generation. [SGR] Question type: how_to_use [SGR] Step 2: Extracting technical terms... [SGR] Exploring actual directory structure... [SGR] [Tool] list_dir: . [SGR] [Tool] list_dir: infinigen/ [SGR] [Tool] list_dir: tests/ [SGR] [Tool] list_dir: infinigen_examples/ [SGR] Explored 3 key directories [SGR] Gemini call took 1843ms [SGR] Primary terms: ['seed', 'reproducibility', 'scene_generation'] [SGR] Secondary terms: ['random', 'simulation'] [SGR] Likely files: ['infinigen/core/generator.py', 'infinigen/core/init.py', 'infinigen/core/tags.py', 'infinigen/datagen/states.py', 'infinigen_examples/configs_nature/base.gin', 'infinigen_examples/configs_nature/base_nature.gin'] [SGR] Step 2.5: Reading 6 likely files... [SGR] [Tool] read_file: infinigen/core/generator.py [SGR] [Read] infinigen/core/generator.py: 6 definitions found [SGR] [Tool] read_file: infinigen/core/init.py [SGR] [Read] infinigen/core/init.py: 8 definitions found [SGR] [Tool] read_file: infinigen/core/tags.py [SGR] [Read] infinigen/core/tags.py: 23 definitions found [SGR] [Tool] read_file: infinigen/datagen/states.py [SGR] [Read] infinigen/datagen/states.py: 5 definitions found [SGR] [Tool] read_file: infinigen_examples/configs_nature/base.gin [SGR] [Read] infinigen_examples/configs_nature/base.gin: 0 definitions found [SGR] Extracted 42 findings from likely files [SGR] Step 3: Creating search plan... [SGR] Gemini call took 2428ms [SGR] TypedSearchPlan: 3 grep, 2 read, 0 list, 0 glob [SGR] Strategy: keyword_hunt [SGR] Actions: 5 (from TypedSearchPlan) [SGR] 1. grep: seed - Search for mentions of 'seed' to understand its us [SGR] 2. grep: reproducibility - Search for mentions of 'reproducibility' to find c [SGR] 3. grep: scene_generation - Search for 'scene_generation' to find the relevant [SGR] 4. read_file: infinigen/core/generator.py - Read the generator file to understand how scenes a [SGR] 5. read_file: infinigen/datagen/states.py - Read the states file to check for any state manage [SGR] Executing 5 initial actions in parallel... [SGR] [Tool] grep: rg --json -C 3 --glob *.py -m 50 seed /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/infinigen/repo [SGR] [Tool] grep: rg --json -C 3 --glob *.py -m 50 reproducibility /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/infinigen/repo [SGR] [Tool] grep: rg --json -C 3 --glob *.py -m 50 scene_generation /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/infinigen/repo [SGR] [Tool] read_file: infinigen/core/generator.py [SGR] [Tool] (cache hit) [SGR] [Tool] read_file: infinigen/datagen/states.py [SGR] [Tool] (cache hit) [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1973ms [SGR] Found relevant: True [SGR] Key findings: ['infinigen/datagen/monitor_tasks.py:75: def apply_cleanup_options(args, seed, crashed, scene_folder)', 'infinigen/datagen/monitor_tasks.py:105: seed = scene["seed"]', 'infinigen/datagen/job_funcs.py:43: seed,', 'infinigen/datagen/job_funcs.py:86: cmd += f"--seed {seed} --task {task} --task_uniqname {taskname} "'] [SGR] Confidence: medium [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1421ms [SGR] Found relevant: True [SGR] Key findings: ['infinigen/datagen/monitor_tasks.py:75: def apply_cleanup_options(args, seed, crashed, scene_folder)', 'infinigen/datagen/monitor_tasks.py:105: seed = scene["seed"]', 'infinigen/datagen/job_funcs.py:43: seed,', 'infinigen/datagen/job_funcs.py:86: cmd += f"--seed {seed} --task {task} --task_uniqname {taskname} "'] [SGR] Confidence: medium [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 720ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 895ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 606ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Gemini call took 945ms [SGR] Gemini call took 1498ms [SGR] Gemini call took 1794ms [SGR] [Aggregation] 3 valid actions, 0 stop, 0 invalid [SGR] Iteration 6: grep [SGR] [Tool] grep: rg --json -C 3 -m 50 seed /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/infinigen/repo/infinigen/datagen [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1279ms [SGR] Found relevant: True [SGR] Key findings: ['infinigen/datagen/monitor_tasks.py:75: def apply_cleanup_options(args, seed, crashed, scene_folder)', 'infinigen/datagen/monitor_tasks.py:105: seed = scene["seed"]', 'infinigen/datagen/monitor_tasks.py:191: seed = scene_dict["seed"]', 'infinigen/datagen/util/template.html:14: {% for seed in seeds %}', 'infinigen/datagen/util/template.html:16: <h4 class="text-center flex-fill text-white">{{seed}}</h4>'] [SGR] Confidence: high [SGR] Need more: True [SGR] High confidence with relevant findings - stopping search [SGR] Step 5: Generating final answer... [SGR] Gemini call took 2010ms [SGR] Summary: To set a random seed for reproducible scene generation, you need to ensure that the seed is passed a... [SGR] Code locations: 2 [SGR] Confidence: high [SGR] [Tool] read_file: infinigen/datagen/monitor_tasks.py [SGR] [Tool] read_file: infinigen/datagen/monitor_tasks.py [SGR] [Tool] read_file: infinigen/datagen/job_funcs.py [SGR] [Tool] read_file: infinigen/datagen/job_funcs.py [SGR] Search complete: [SGR] Items found: 2 [SGR] Total iterations: 6 [SGR] Total time: 17308ms [SGR] LLM time: 17192ms [SGR] Tool time: 116ms [SGR] Tools used: {'grep': 4, 'read_file': 2} [SGR] Confidence progression: medium → medium → low → low → low → high [SGR] High confidence reached at iteration: 6 Logs saved to: /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201446/infinigen_random_seed_detailed.json /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201446/infinigen_random_seed_steps.md --- RESULTS --- Expected: ['infinigen/core/init.py'] Found: ['infinigen/datagen/monitor_tasks.py', 'infinigen/datagen/job_funcs.py'] Matched: [] Recall: 0% ================================================================================ Question: qgis_add_layer Repo: QGIS Query: When I load a shapefile into QGIS, how is the layer added to the project?... ================================================================================ [SGR] Step 0: Analyzing repository context (smart)... [SGR] [Tool] analyze_repo_smart: scanning repository... [SGR] Languages found: {'Python': 1056, 'C++': 1263, 'C': 1127, 'TypeScript': 38, 'JavaScript': 10} [SGR] Primary (detected): C++ [SGR] Framework (detected): Vue [SGR] Top dirs: ['cmake', 'cmake_templates', 'debian', 'doc', 'editors', 'external', 'i18n', 'images', 'linux', 'ms-windows'] [SGR] Manifests: ['requirements.txt', 'setup.cfg', 'resources/server/src/landingpage/yarn.lock', 'resources/server/src/landingpage/package.json'] [SGR] [Tool] list_dir: . [SGR] Gemini call took 1478ms [SGR] [Smart] Priority dir: src/ (1400 source files) [SGR] [Smart] Key dirs by source count: ['src/', 'external/', 'python/', 'scripts/', 'i18n/']... [SGR] Final Language: C++ [SGR] Final Languages: {'Python': 1056, 'C++': 1263, 'C': 1127, 'TypeScript': 38, 'JavaScript': 10} [SGR] Final Framework: Qt [SGR] Final Type: other [SGR] Final Key dirs: ['src/', 'external/', 'python/', 'scripts/', 'i18n/', 'tests/', 'resources/', 'cmake/'] [SGR] Step 1: Analyzing question concepts... [SGR] Gemini call took 856ms [SGR] Concepts: ['shapefile loading', 'layer management', 'QGIS project structure', 'data import'] [SGR] User problem: [SGR] What to find: the code that handles adding a shapefile layer to a QGIS project [SGR] Question type: how_it_works [SGR] Step 2: Extracting technical terms... [SGR] Exploring actual directory structure... [SGR] [Tool] list_dir: . [SGR] [Tool] list_dir: src/ [SGR] [Tool] list_dir: external/ [SGR] [Tool] list_dir: python/ [SGR] [Tool] list_dir: scripts/ [SGR] Explored 4 key directories [SGR] Gemini call took 3129ms [SGR] Primary terms: ['shapefile', 'QgsVectorLayer', 'add_layer', 'load_vector_layer'] [SGR] Secondary terms: ['layer_management', 'data_import', 'ogr'] [SGR] Likely files: ['qgis_core/', 'qgis_gui/', 'python/'] [SGR] [Path validation] Removed 2 invalid paths: ['qgis_core/', 'qgis_gui/']... [SGR] Step 2.5: Reading 1 likely files... [SGR] [Tool] read_file: python/CMakeLists.txt [SGR] [Read] python/CMakeLists.txt: 0 definitions found [SGR] [Tool] read_file: python/__init__.py [SGR] [Read] python/__init__.py: 1 definitions found [SGR] [Tool] read_file: python/pyproject.toml.in [SGR] [Read] python/pyproject.toml.in: 0 definitions found [SGR] Extracted 1 findings from likely files [SGR] Step 3: Creating search plan... [SGR] Gemini call took 1177ms [SGR] TypedSearchPlan: 2 grep, 1 read, 0 list, 1 glob [SGR] Strategy: keyword_hunt [SGR] Actions: 4 (from TypedSearchPlan) [SGR] 1. grep: QgsVectorLayer - Find where QgsVectorLayer is used for loading shap [SGR] 2. grep: add_layer - Find how layers are added to the QGIS project [SGR] 3. read_file: python/core/layer_management.py - Examine layer management code for shapefile loadin [SGR] 4. glob_search: *layer*.py - Find Python files related to layer management [SGR] [Path validation] Invalid: Path 'python/core/layer_management.py' does not exist. Similar existing paths: tests/src/core/testqgsmaplayerstylemanager.cpp, src/core/qgsmaplayerrenderer.cpp, src/core/qgspolymorphicrelation.h, src/core/qgstemporalcontroller.cpp, src/core/qgsmaplayerstylemanager.cpp [SGR] [Path validation] 1 invalid paths, asking LLM for correction... [SGR] LLM text call took 463ms [SGR] [Path corrected] LLM fixed path to: src/core/qgsmaplayer.cpp [SGR] Executing 4 initial actions in parallel... [SGR] [Tool] grep: rg --json -C 3 -m 50 QgsVectorLayer /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/QGIS/repo [SGR] [Tool] grep: rg --json -C 3 --glob *.py -m 50 add_layer /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/QGIS/repo [SGR] [Tool] glob_search: *layer*.py in . [SGR] [Tool] read_file: src/core/qgsmaplayer.cpp [SGR] Step 3: Interpreting result... [SGR] Gemini call took 759ms [SGR] Found relevant: True [SGR] Key findings: ['src/app/qgisappinterface.cpp:135: QgsVectorLayer *QgisAppInterface::addVectorLayer( const QString &vectorLayerPath, const QString &baseName, const QString &providerKey )'] [SGR] Confidence: medium [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 671ms [SGR] Found relevant: True [SGR] Key findings: ['QgsVectorLayer *QgisAppInterface::addVectorLayer( const QString &vectorLayerPath, const QString &baseName, const QString &providerKey ) in src/app/qgisappinterface.cpp:135'] [SGR] Confidence: medium [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1372ms [SGR] Found relevant: True [SGR] Key findings: ['python/core/auto_additions/qgsvectorlayer.py: QgsVectorLayer class', 'python/core/auto_additions/qgsmaplayer.py: QgsMapLayer class', 'python/core/auto_additions/qgsmaplayerstore.py: QgsMapLayerStore class', 'src/app/qgisappinterface.cpp:135: QgsVectorLayer *QgisAppInterface::addVectorLayer( const QString &vectorLayerPath, const QString &baseName, const QString &providerKey )'] [SGR] Confidence: medium [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1209ms [SGR] Found relevant: True [SGR] Key findings: ['qgsmaplayer.cpp:19: #include "qgsmaplayer.h"', 'qgsmaplayer.cpp:41: #include "qgsproject.h"'] [SGR] Confidence: medium [SGR] Need more: True [SGR] Gemini call took 649ms [SGR] Gemini call took 662ms [SGR] Gemini call took 950ms [SGR] [Aggregation] 3 valid actions, 0 stop, 0 invalid [SGR] Iteration 5: grep [SGR] [Tool] grep: rg --json -C 3 -m 50 QgisAppInterface /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/QGIS/repo/src/app [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1098ms [SGR] Found relevant: True [SGR] Key findings: ['src/app/qgisapp.h: class QgisAppInterface;', 'src/app/qgisappinterface.cpp: QgisAppInterface::QgisAppInterface( QgisApp *_qgis )', 'src/app/qgisappinterface.cpp: QgsVectorLayer *QgisAppInterface::addVectorLayer( const QString &vectorLayerPath, const QString &baseName, const QString &providerKey )'] [SGR] Confidence: medium [SGR] Need more: True [SGR] Gemini call took 759ms [SGR] Gemini call took 819ms [SGR] Gemini call took 1099ms [SGR] [Aggregation] 3 valid actions, 0 stop, 0 invalid [SGR] Iteration 6: read_file [SGR] [Tool] read_file: src/app/qgisappinterface.cpp [SGR] Step 3: Interpreting result... [SGR] Gemini call took 712ms [SGR] Found relevant: True [SGR] Key findings: ['src/app/qgisappinterface.cpp: QgsVectorLayer *QgisAppInterface::addVectorLayer( const QString &vectorLayerPath, const QString &baseName, const QString &providerKey )'] [SGR] Confidence: high [SGR] Need more: True [SGR] High confidence with relevant findings - stopping search [SGR] Step 5: Generating final answer... [SGR] Gemini call took 2287ms [SGR] Summary: The `addVectorLayer` function in `src/app/qgisappinterface.cpp` is responsible for loading shapefile... [SGR] Code locations: 2 [SGR] Confidence: high [SGR] [Tool] read_file: src/app/qgisappinterface.cpp [SGR] [Tool] read_file: src/app/qgisappinterface.cpp [SGR] [Tool] (cache hit) [SGR] [Tool] read_file: qgsmaplayer.cpp [SGR] Skipping non-existent file: qgsmaplayer.cpp [SGR] Search complete: [SGR] Items found: 1 [SGR] Total iterations: 6 [SGR] Total time: 19198ms [SGR] LLM time: 17906ms [SGR] Tool time: 1292ms [SGR] Tools used: {'grep': 3, 'glob_search': 1, 'read_file': 2} [SGR] Confidence progression: medium → medium → medium → medium → medium → high [SGR] High confidence reached at iteration: 6 Logs saved to: /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201446/qgis_add_layer_detailed.json /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201446/qgis_add_layer_steps.md --- RESULTS --- Expected: ['src/core/project/qgsproject.cpp'] Found: ['src/app/qgisappinterface.cpp'] Matched: [] Recall: 0% ================================================================================ Question: qgis_coordinate_transform Repo: QGIS Query: I need to convert coordinates from one projection to another. Where is the coordinate transformation... ================================================================================ [SGR] Step 0: Analyzing repository context (smart)... [SGR] [Tool] analyze_repo_smart: scanning repository... [SGR] Languages found: {'Python': 1056, 'C++': 1263, 'C': 1127, 'TypeScript': 38, 'JavaScript': 10} [SGR] Primary (detected): C++ [SGR] Framework (detected): Vue [SGR] Top dirs: ['cmake', 'cmake_templates', 'debian', 'doc', 'editors', 'external', 'i18n', 'images', 'linux', 'ms-windows'] [SGR] Manifests: ['requirements.txt', 'setup.cfg', 'resources/server/src/landingpage/yarn.lock', 'resources/server/src/landingpage/package.json'] [SGR] [Tool] list_dir: . [SGR] Gemini call took 1171ms [SGR] [Override] Framework: None → Vue [SGR] [Smart] Priority dir: src/ (1400 source files) [SGR] [Smart] Key dirs by source count: ['src/', 'external/', 'python/', 'scripts/', 'i18n/']... [SGR] Final Language: C++ [SGR] Final Languages: {'Python': 1056, 'C++': 1263, 'C': 1127, 'TypeScript': 38, 'JavaScript': 10} [SGR] Final Framework: Vue [SGR] Final Type: other [SGR] Final Key dirs: ['src/', 'external/', 'python/', 'scripts/', 'i18n/', 'tests/', 'resources/', 'cmake/', 'editors/', 'images/'] [SGR] Step 1: Analyzing question concepts... [SGR] Gemini call took 723ms [SGR] Concepts: ['coordinate transformation', 'projection conversion'] [SGR] User problem: The user needs to convert coordinates from one projection to another. [SGR] What to find: The class responsible for coordinate transformation and projection conversion. [SGR] Question type: where_is_it [SGR] Step 2: Extracting technical terms... [SGR] Exploring actual directory structure... [SGR] [Tool] list_dir: . [SGR] [Tool] list_dir: src/ [SGR] [Tool] list_dir: external/ [SGR] [Tool] list_dir: python/ [SGR] [Tool] list_dir: scripts/ [SGR] Explored 4 key directories [SGR] Gemini call took 1285ms [SGR] Primary terms: ['CoordinateTransform', 'ProjectionConverter', 'qgscoordinatetransform', 'qgsmapsettings'] [SGR] Secondary terms: ['transform', 'projection'] [SGR] Likely files: ['core/', 'gui/'] [SGR] [Path validation] Removed 2 invalid paths: ['core/', 'gui/']... [SGR] [Fallback] likely_files empty, using key_directories: ['src/', 'external/', 'python/'] [SGR] Step 2.5: Reading 3 likely files... [SGR] [Tool] read_file: src/CMakeLists.txt [SGR] [Read] src/CMakeLists.txt: 0 definitions found [SGR] [Tool] read_file: src/Qgis.xsd [SGR] [Read] src/Qgis.xsd: 0 definitions found [SGR] [Tool] read_file: external/.clang-tidy [SGR] [Read] external/.clang-tidy: 0 definitions found [SGR] [Tool] read_file: external/untwine_to_qgis.bash [SGR] [Read] external/untwine_to_qgis.bash: 0 definitions found [SGR] [Tool] read_file: python/CMakeLists.txt [SGR] [Read] python/CMakeLists.txt: 0 definitions found [SGR] [Tool] read_file: python/__init__.py [SGR] [Read] python/__init__.py: 1 definitions found [SGR] [Tool] read_file: python/pyproject.toml.in [SGR] [Read] python/pyproject.toml.in: 0 definitions found [SGR] Extracted 1 findings from likely files [SGR] Step 3: Creating search plan... [SGR] Gemini call took 2786ms [SGR] TypedSearchPlan: 2 grep, 1 read, 0 list, 1 glob [SGR] Strategy: keyword_hunt [SGR] Actions: 4 (from TypedSearchPlan) [SGR] 1. grep: CoordinateTransform - Find the main coordinate transformation class. [SGR] 2. grep: ProjectionConverter - Find a class related to projection conversion. [SGR] 3. read_file: src/core/qgscoordinatetransform.cpp - Examine the implementation of coordinate transform [SGR] 4. glob_search: *CoordinateTransform* - Find files related to coordinate transformation. [SGR] [Path fix] src/core/qgscoordinatetransform.cpp → src/core/proj/qgscoordinatetransform.cpp [SGR] Executing 4 initial actions in parallel... [SGR] [Tool] grep: rg --json -C 3 -m 50 ProjectionConverter /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/QGIS/repo/src [SGR] [Tool] grep: rg --json -C 3 -m 50 CoordinateTransform /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/QGIS/repo/src [SGR] [Tool] read_file: src/core/proj/qgscoordinatetransform.cpp [SGR] [Tool] glob_search: *CoordinateTransform* in src/ [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1635ms [SGR] Found relevant: True [SGR] Key findings: ['src/providers/mssql/qgsmssqlfeatureiterator.h:129: QgsCoordinateTransform mTransform;', 'src/app/qgsmaptoolfeatureaction.cpp:98: QgsPointXY point = mCanvas->getCoordinateTransform()->toMapCoordinates( x, y );', 'src/server/services/wfs/qgswfsgetcapabilities.cpp:562: const QgsCoordinateTransform exGeoTransform( layer->crs(), wgs84, project );', 'src/gui/proj/qgscoordinateoperationwidget.cpp:84: QgsCoordinateTransform ct( QgsProject::instance()->crs(), QgsCoordinateReferenceSystem::fromEpsgId( 4326 ), QgsProject::instance() );', 'src/gui/proj/qgscoordinateoperationwidget.cpp:419: void QgsCoordinateOperationWidget::setSelectedOperationUsingContext( const QgsCoordinateTransformContext &context )', 'src/app/qgscontributorsmapcanvas.cpp:122: const QgsPointXY point = mCanvas->getCoordinateTransform()->toMapCoordinates( e->x(), e->y() );', 'src/app/qgscontributorsmapcanvas.cpp:159: QgsCoordinateTransform transform( mContributorsMapLayer->crs(), mContributorsMapBaseLayer->crs(), QgsProject::instance()->transformContext() );', 'src/app/qgsmaptoolselectionhandler.cpp:260: return mCanvas->getCoordinateTransform()->toMapCoordinates( point );', 'src/app/qgsmaptoolselectionhandler.cpp:285: QgsCoordinateTransform transform = mCanvas->mapSettings().layerTransform( selectedFeatures.at( 0 ).mLayer );', 'src/server/qgsserverapiutils.cpp:402: const QgsCoordinateTransform ct( layer->crs(), targetCrs, layer->transformContext() );'] [SGR] Confidence: high [SGR] Need more: False [SGR] Step 3: Interpreting result... [SGR] Gemini call took 878ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1295ms [SGR] Found relevant: True [SGR] Key findings: ['src/core/proj/qgscoordinatetransform.cpp: 17: #include "qgscoordinatetransform.h"', 'src/core/proj/qgscoordinatetransform.cpp: 39: #include <proj.h>'] [SGR] Confidence: high [SGR] Need more: False [SGR] High confidence with relevant findings - preparing answer [SGR] Step 5: Generating final answer... [SGR] Gemini call took 1530ms [SGR] Summary: The `QgsCoordinateTransform` class is responsible for coordinate transformations. You can find its i... [SGR] Code locations: 2 [SGR] Confidence: high [SGR] [Tool] read_file: src/core/proj/qgscoordinatetransform.cpp [SGR] [Tool] read_file: src/core/proj/qgscoordinatetransform.cpp [SGR] [Tool] (cache hit) [SGR] [Tool] read_file: src/core/proj/qgscoordinatetransform.h [SGR] [Tool] read_file: src/core/proj/qgscoordinatetransform.h [SGR] Search complete: [SGR] Items found: 2 [SGR] Total iterations: 3 [SGR] Total time: 12038ms [SGR] LLM time: 11818ms [SGR] Tool time: 220ms [SGR] Tools used: {'grep': 2, 'read_file': 1} [SGR] Confidence progression: high → low → high [SGR] High confidence reached at iteration: 1 Logs saved to: /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201446/qgis_coordinate_transform_detailed.json /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201446/qgis_coordinate_transform_steps.md --- RESULTS --- Expected: ['src/core/proj/qgscoordinatetransform.cpp'] Found: ['src/core/proj/qgscoordinatetransform.cpp', 'src/core/proj/qgscoordinatetransform.h'] Matched: ['src/core/proj/qgscoordinatetransform.cpp'] Recall: 100% ================================================================================ Question: claude_flow_create_agent Repo: claude-flow Query: How do I create a new agent to work on a task?... ================================================================================ [SGR] Step 0: Analyzing repository context (smart)... [SGR] [Tool] analyze_repo_smart: scanning repository... [SGR] Languages found: {'JavaScript': 1125, 'Python': 210, 'TypeScript': 464} [SGR] Primary (detected): JavaScript [SGR] Framework (detected): Express [SGR] Top dirs: ['analysis-reports', 'assets', 'benchmark', 'bin', 'claude-flow-wiki', 'dist-cjs', 'docker', 'docker-test', 'docs', 'examples'] [SGR] Manifests: ['package-lock.json', 'package.json', 'benchmark/requirements.txt', 'benchmark/setup.py', 'benchmark/hive-mind-benchmarks/requirements.txt'] [SGR] [Tool] list_dir: . [SGR] Gemini call took 1593ms [SGR] [Smart] Priority dir: src/ (610 source files) [SGR] [Smart] Key dirs by source count: ['src/', 'dist-cjs/', 'benchmark/', 'bin/', 'examples/']... [SGR] Final Language: JavaScript [SGR] Final Languages: {'JavaScript': 1125, 'Python': 210, 'TypeScript': 464} [SGR] Final Framework: Express [SGR] Final Type: web_framework [SGR] Final Key dirs: ['src/', 'dist-cjs/', 'benchmark/', 'bin/', 'examples/', 'tests/', 'scripts/', 'docs/', 'docker/', 'docker-test/'] [SGR] Step 1: Analyzing question concepts... [SGR] Gemini call took 643ms [SGR] Concepts: ['agent creation', 'task assignment'] [SGR] User problem: The user wants to know how to create a new agent and assign it to a task. [SGR] What to find: The code or instructions for creating a new agent and making it work on a task. [SGR] Question type: how_to_use [SGR] Step 2: Extracting technical terms... [SGR] Exploring actual directory structure... [SGR] [Tool] list_dir: . [SGR] [Tool] list_dir: src/ [SGR] [Tool] list_dir: dist-cjs/ [SGR] [Tool] list_dir: benchmark/ [SGR] [Tool] list_dir: bin/ [SGR] Explored 4 key directories [SGR] Gemini call took 2117ms [SGR] Primary terms: ['agent', 'task', 'agent-manager', 'create-enhanced-task'] [SGR] Secondary terms: ['agent-manager.ts', 'agents', 'task'] [SGR] Likely files: ['src/agents/', 'src/cli/create-enhanced-task.js', 'bin/agent.js'] [SGR] Step 2.5: Reading 3 likely files... [SGR] [Tool] read_file: src/agents/agent-loader.ts [SGR] [Read] src/agents/agent-loader.ts: 4 definitions found [SGR] [Tool] read_file: src/agents/agent-manager.ts [SGR] [Read] src/agents/agent-manager.ts: 9 definitions found [SGR] [Tool] read_file: src/agents/agent-registry.ts [SGR] [Read] src/agents/agent-registry.ts: 4 definitions found [SGR] [Tool] read_file: src/cli/create-enhanced-task.js [SGR] [Read] src/cli/create-enhanced-task.js: 0 definitions found [SGR] [Tool] read_file: bin/agent.js [SGR] [Read] bin/agent.js: 5 definitions found [SGR] Extracted 22 findings from likely files [SGR] Step 3: Creating search plan... [SGR] Gemini call took 1825ms [SGR] TypedSearchPlan: 2 grep, 1 read, 0 list, 1 glob [SGR] Strategy: keyword_hunt [SGR] Actions: 4 (from TypedSearchPlan) [SGR] 1. grep: agent - Find code related to agents. [SGR] 2. grep: create-enhanced-task - Find the entry point for creating enhanced tasks. [SGR] 3. read_file: src/cli/create-enhanced-task.js - Understand how to create an enhanced task. [SGR] 4. glob_search: agent-manager.ts - Find the agent manager file. [SGR] Executing 4 initial actions in parallel... [SGR] [Tool] grep: rg --json -C 3 -m 50 create-enhanced-task /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/claude-flow/repo/src/cli [SGR] [Tool] read_file: src/cli/create-enhanced-task.js [SGR] [Tool] (cache hit) [SGR] [Tool] grep: rg --json -C 3 -m 50 agent /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/claude-flow/repo/src/agents [SGR] [Tool] glob_search: agent-manager.ts in src/ [SGR] Step 3: Interpreting result... [SGR] Gemini call took 4178ms [SGR] Found relevant: True [SGR] Key findings: ['src/agents/agent-manager.ts:2: * Comprehensive agent management system', 'src/agents/agent-manager.ts:34: agentDefaults:', 'src/agents/agent-manager.ts:60: agents: AgentId[];', 'src/agents/agent-manager.ts:100: agentId: string;', 'src/agents/agent-manager.ts:123: * Comprehensive agent lifecycle and resource management', 'src/agents/agent-manager.ts:132: private agents = new Map<string, AgentState>();', 'src/agents/agent-manager.ts:173: agentDefaults:', "src/agents/agent-manager.ts:180: workingDirectory: './agents'", "src/agents/agent-manager.ts:192: this.eventBus.on('agent:heartbeat', (data: unknown) => {", 'src/agents/agent-manager.ts:193: const heartbeatData = data as { agentId: string; timestamp: Date; metrics?: AgentMetrics };'] [SGR] Confidence: medium [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 823ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1083ms [SGR] Found relevant: True [SGR] Key findings: ['src/cli/create-enhanced-task.js:9: export function createEnhancedTask(task, flags, instanceId, tools)'] [SGR] Confidence: medium [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 859ms [SGR] Found relevant: True [SGR] Key findings: ['src/agents/agent-manager.ts:173: agentDefaults:', "src/agents/agent-manager.ts:180: workingDirectory: './agents'"] [SGR] Confidence: high [SGR] Need more: True [SGR] High confidence with relevant findings - preparing answer [SGR] Step 5: Generating final answer... [SGR] Gemini call took 2293ms [SGR] Summary: To create a new agent, you can use the `createEnhancedTask` function, which is likely part of the ag... [SGR] Code locations: 2 [SGR] Confidence: high [SGR] [Tool] read_file: src/agents/agent-manager.ts [SGR] [Tool] read_file: src/agents/agent-manager.ts [SGR] [Tool] (cache hit) [SGR] [Tool] read_file: src/cli/create-enhanced-task.js [SGR] [Tool] read_file: src/cli/create-enhanced-task.js [SGR] [Tool] (cache hit) [SGR] Search complete: [SGR] Items found: 2 [SGR] Total iterations: 4 [SGR] Total time: 15636ms [SGR] LLM time: 15584ms [SGR] Tool time: 53ms [SGR] Tools used: {'grep': 2, 'read_file': 1, 'glob_search': 1} [SGR] Confidence progression: medium → low → medium → high [SGR] High confidence reached at iteration: 4 Logs saved to: /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201446/claude_flow_create_agent_detailed.json /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201446/claude_flow_create_agent_steps.md --- RESULTS --- Expected: ['src/agents/agent-manager.ts'] Found: ['src/agents/agent-manager.ts', 'src/cli/create-enhanced-task.js'] Matched: ['src/agents/agent-manager.ts'] Recall: 100% ================================================================================ Question: claude_flow_messaging Repo: claude-flow Query: How do I send a message from one agent to another in claude-flow?... ================================================================================ [SGR] Step 0: Analyzing repository context (smart)... [SGR] [Tool] analyze_repo_smart: scanning repository... [SGR] Languages found: {'JavaScript': 1125, 'Python': 210, 'TypeScript': 464} [SGR] Primary (detected): JavaScript [SGR] Framework (detected): Express [SGR] Top dirs: ['analysis-reports', 'assets', 'benchmark', 'bin', 'claude-flow-wiki', 'dist-cjs', 'docker', 'docker-test', 'docs', 'examples'] [SGR] Manifests: ['package-lock.json', 'package.json', 'benchmark/requirements.txt', 'benchmark/setup.py', 'benchmark/hive-mind-benchmarks/requirements.txt'] [SGR] [Tool] list_dir: . [SGR] Gemini call took 1056ms [SGR] [Smart] Priority dir: src/ (610 source files) [SGR] [Smart] Key dirs by source count: ['src/', 'dist-cjs/', 'benchmark/', 'bin/', 'examples/']... [SGR] Final Language: JavaScript [SGR] Final Languages: {'JavaScript': 1125, 'Python': 210, 'TypeScript': 464} [SGR] Final Framework: Express [SGR] Final Type: web_framework [SGR] Final Key dirs: ['src/', 'dist-cjs/', 'benchmark/', 'bin/', 'examples/', 'tests/', 'scripts/', 'docs/', 'docker/', 'docker-test/'] [SGR] Step 1: Analyzing question concepts... [SGR] Gemini call took 814ms [SGR] Concepts: ['message passing', 'agent communication'] [SGR] User problem: The user wants to understand how to send messages between agents within the claude-flow system. [SGR] What to find: The code or mechanism responsible for enabling inter-agent message passing in claude-flow. [SGR] Question type: how_to_use [SGR] Step 2: Extracting technical terms... [SGR] Exploring actual directory structure... [SGR] [Tool] list_dir: . [SGR] [Tool] list_dir: src/ [SGR] [Tool] list_dir: dist-cjs/ [SGR] [Tool] list_dir: benchmark/ [SGR] [Tool] list_dir: bin/ [SGR] Explored 4 key directories [SGR] Gemini call took 3133ms [SGR] Primary terms: ['communication', 'claude-flow', 'agent', 'message'] [SGR] Secondary terms: ['swarm', 'coordination'] [SGR] Likely files: ['bin/claude-flow', 'bin/claude-flow.js', 'bin/claude-flow-node-pkg', 'bin/claude-flow-pkg.js', 'bin/claude-flow-swarm', 'bin/claude-flow-swarm-background'] [SGR] Step 2.5: Reading 6 likely files... [SGR] [Tool] read_file: bin/claude-flow [SGR] [Read] bin/claude-flow: 0 definitions found [SGR] [Tool] read_file: bin/claude-flow.js [SGR] [Read] bin/claude-flow.js: 2 definitions found [SGR] [Tool] read_file: bin/claude-flow-node-pkg [SGR] [Read] bin/claude-flow-node-pkg: 0 definitions found [SGR] [Tool] read_file: bin/claude-flow-pkg.js [SGR] [Read] bin/claude-flow-pkg.js: 0 definitions found [SGR] [Tool] read_file: bin/claude-flow-swarm [SGR] [Read] bin/claude-flow-swarm: 0 definitions found [SGR] Extracted 2 findings from likely files [SGR] Step 3: Creating search plan... [SGR] Gemini call took 2564ms [SGR] TypedSearchPlan: 2 grep, 1 read, 0 list, 1 glob [SGR] Strategy: keyword_hunt [SGR] Actions: 4 (from TypedSearchPlan) [SGR] 1. grep: communication - Find mentions of communication patterns within the [SGR] 2. grep: agent.*message - Find instances of agents sending or receiving mess [SGR] 3. read_file: bin/claude-flow - Examine the main entry point for claude-flow to un [SGR] 4. glob_search: *_agent.js - Discover agent-related files to understand their s [SGR] Executing 4 initial actions in parallel... [SGR] [Tool] read_file: bin/claude-flow [SGR] [Tool] (cache hit) [SGR] [Tool] grep: rg --json -C 3 -m 50 agent.*message /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/claude-flow/repo/claude-flow [SGR] [Tool] grep: rg --json -C 3 -m 50 communication /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/claude-flow/repo/claude-flow [SGR] [Tool] glob_search: *_agent.js in claude-flow/ [SGR] Step 3: Interpreting result... [SGR] Gemini call took 714ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 577ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 724ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 526ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Gemini call took 975ms [SGR] Gemini call took 959ms [SGR] Gemini call took 1356ms [SGR] [Aggregation] 1 valid actions, 2 stop, 0 invalid [SGR] Iteration 5: grep [SGR] [Tool] grep: rg --json -C 3 -m 50 send message /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/claude-flow/repo/claude-flow [SGR] Step 3: Interpreting result... [SGR] Gemini call took 626ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Gemini call took 1268ms [SGR] Gemini call took 1376ms [SGR] Gemini call took 1556ms [SGR] [Aggregation] 0 valid actions, 3 stop, 0 invalid [SGR] LLM decided: ready to generate answer [SGR] Step 5: Generating final answer... [SGR] Gemini call took 1379ms [SGR] Summary: The provided search results do not contain information about how to send messages between agents in ... [SGR] Code locations: 0 [SGR] Confidence: low [SGR] Search complete: [SGR] Items found: 0 [SGR] Total iterations: 5 [SGR] Total time: 15473ms [SGR] LLM time: 15430ms [SGR] Tool time: 43ms [SGR] Tools used: {'grep': 3, 'read_file': 1, 'glob_search': 1} [SGR] Confidence progression: low → low → low → low → low Logs saved to: /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201446/claude_flow_messaging_detailed.json /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201446/claude_flow_messaging_steps.md --- RESULTS --- Expected: ['src/communication/message-bus.ts'] Found: [] Matched: [] Recall: 0% ================================================================================ SUMMARY ================================================================================ django_model_save: ERROR - None django_login_required: recall=100%, time=14343ms django_404_handler: ERROR - None gin_basic_routing: recall=100%, time=11820ms gin_json_response: recall=50%, time=14418ms gin_abort: recall=100%, time=22632ms codeql_function_class: ERROR - None codeql_call_expr: ERROR - None infinigen_mesh_primitives: ERROR - None infinigen_random_seed: ERROR - None qgis_add_layer: ERROR - None qgis_coordinate_transform: recall=100%, time=12038ms claude_flow_create_agent: recall=100%, time=15636ms claude_flow_messaging: ERROR - None Successful: 6/14 Average recall: 92% Average time: 15148ms Logs saved to: /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201446 Comparison report saved to: /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201446/comparison_report.md