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_201947 Loaded 14 questions ================================================================================ Question: django_model_save Repo: django Query: Where is the save() method defined on Django Model class?... ================================================================================ [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 1487ms [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 547ms [SGR] Concepts: ['Django Model save() method'] [SGR] User problem: [SGR] What to find: definition of the save() method on the Django Model class [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 1785ms [SGR] Primary terms: ['Model', 'save'] [SGR] Secondary terms: ['db/models', 'models.py'] [SGR] Likely files: ['django/db/models/'] [SGR] Step 2.5: Reading 1 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] Extracted 22 findings from likely files [SGR] Step 3: Creating search plan... [SGR] Gemini call took 1227ms [SGR] TypedSearchPlan: 1 grep, 1 read, 0 list, 0 glob [SGR] Strategy: keyword_hunt [SGR] Actions: 2 (from TypedSearchPlan) [SGR] 1. grep: def save( - Find the definition of the save() method within th [SGR] 2. read_file: django/db/models/models.py - Read the models.py file to find the exact definiti [SGR] [Path validation] Invalid: Path 'django/db/models/models.py' does not exist. Similar existing paths: tests/indexes/models.py, tests/extra_regress/models.py, tests/multiple_database/models.py, django/contrib/auth/models.py, tests/context_processors/models.py [SGR] [Path validation] 1 invalid paths, asking LLM for correction... [SGR] LLM text call took 454ms [SGR] [Path corrected] LLM fixed path to: django/contrib/auth/models.py [SGR] Executing 2 initial actions in parallel... [SGR] [Tool] read_file: django/contrib/auth/models.py [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1672ms [SGR] Found relevant: False [SGR] Key findings: ["Method '__str__' in django/db/models/base.py:65", "Function 'subclass_exception' in django/db/models/base.py:72", "Function '_has_contribute_to_class' in django/db/models/base.py:90", "Class 'ModelBase' in django/db/models/base.py:95", "Method '__new__' in django/db/models/base.py:98"] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1130ms [SGR] Found relevant: True [SGR] Key findings: ['django/contrib/auth/models.py:24: user.save(update_fields=["last_login"])'] [SGR] Confidence: medium [SGR] Need more: True [SGR] Gemini call took 810ms [SGR] Gemini call took 860ms [SGR] Gemini call took 1257ms [SGR] [Aggregation] 2 valid actions, 1 stop, 0 invalid [SGR] Iteration 3: grep [SGR] [Tool] grep: rg --json -C 3 -m 50 def save\( /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/django/repo/django/db/models [SGR] Step 3: Interpreting result... [SGR] Gemini call took 892ms [SGR] Found relevant: True [SGR] Key findings: ['django/db/models/base.py:830: def save(', 'django/db/models/fields/files.py:96: def save(self, name, content, save=True)'] [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 1290ms [SGR] Summary: The `save()` method on a Django Model class is defined in `django/db/models/base.py`.... [SGR] Code locations: 1 [SGR] Confidence: high [SGR] [Tool] read_file: django/db/models/base.py [SGR] [Tool] read_file: django/db/models/base.py [SGR] [Tool] (cache hit) [SGR] Search complete: [SGR] Items found: 1 [SGR] Total iterations: 3 [SGR] Total time: 12024ms [SGR] LLM time: 11996ms [SGR] Tool time: 28ms [SGR] Tools used: {'grep': 2, 'read_file': 1} [SGR] Confidence progression: low → medium → high [SGR] High confidence reached at iteration: 3 Logs saved to: /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201947/django_model_save_detailed.json /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201947/django_model_save_steps.md --- RESULTS --- Expected: ['django/db/models/base.py'] Found: ['django/db/models/base.py'] Matched: ['django/db/models/base.py'] Recall: 100% ================================================================================ 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 1507ms [SGR] [Smart] Key dirs by source count: ['tests/', 'django/', 'js_tests/', 'django', 'docs']... [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/', 'django', 'docs', 'js_tests', 'scripts', 'tests'] [SGR] Step 1: Analyzing question concepts... [SGR] Gemini call took 1049ms [SGR] Concepts: ['authentication', 'authorization', 'decorator', 'session management', 'user authentication'] [SGR] User problem: The user wants to protect a view so that only logged-in users can access it. [SGR] What to find: The code that implements the authentication check in the login_required decorator. [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: django [SGR] Explored 4 key directories [SGR] Gemini call took 1357ms [SGR] Primary terms: ['auth', 'session', 'login_required', 'decorator'] [SGR] Secondary terms: ['user', 'check'] [SGR] Likely files: ['django/contrib/auth/', 'django/contrib/sessions/'] [SGR] Step 2.5: Reading 2 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] [Tool] read_file: django/contrib/sessions/__init__.py [SGR] [Tool] read_file: django/contrib/sessions/apps.py [SGR] [Read] django/contrib/sessions/apps.py: 1 definitions found [SGR] [Tool] read_file: django/contrib/sessions/base_session.py [SGR] [Read] django/contrib/sessions/base_session.py: 7 definitions found [SGR] Extracted 29 findings from likely files [SGR] Step 3: Creating search plan... [SGR] Gemini call took 2120ms [SGR] TypedSearchPlan: 3 grep, 1 read, 0 list, 0 glob [SGR] Strategy: keyword_hunt [SGR] Actions: 4 (from TypedSearchPlan) [SGR] 1. grep: login_required - Find the implementation of the login_required deco [SGR] 2. grep: auth - Understand the authentication flow related to logi [SGR] 3. grep: session - Understand how session management is involved in a [SGR] 4. read_file: django/contrib/auth/decorators.py - Read the source code of the login_required decorat [SGR] Executing 4 initial actions in parallel... [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] [Tool] grep: rg --json -C 3 --glob *.py -m 50 auth /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/django/repo/django/contrib/auth [SGR] [Tool] grep: rg --json -C 3 --glob *.py -m 50 session /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/django/repo/django/contrib/sessions [SGR] [Tool] read_file: django/contrib/auth/decorators.py [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1342ms [SGR] Found relevant: True [SGR] Key findings: ['django/contrib/auth/decorators.py:71: def login_required(', 'django/contrib/auth/decorators.py:92: view_func.login_required = False', 'django/contrib/auth/middleware.py:53: if not getattr(view_func, "login_required", True):', 'django/contrib/auth/middleware.py:67: "login_required\' decorator."'] [SGR] Confidence: high [SGR] Need more: False [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1399ms [SGR] Found relevant: True [SGR] Key findings: ['django/contrib/auth/admin.py:5: from django.contrib.auth import update_session_auth_hash', 'django/contrib/auth/admin.py:6: from django.contrib.auth.forms import (', 'django/contrib/auth/admin.py:11: from django.contrib.auth.models import Group, User', 'django/contrib/auth/__init__.py:14: SESSION_KEY = "_auth_user_id"', 'django/contrib/auth/__init__.py:15: BACKEND_SESSION_KEY = "_auth_user_backend"', 'django/contrib/auth/__init__.py:16: HASH_SESSION_KEY = "_auth_user_hash"', 'django/contrib/auth/__init__.py:106: def authenticate(request=None, **credentials):', 'django/contrib/auth/__init__.py:112: user = backend.authenticate(request, **credentials)', '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: medium [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1564ms [SGR] Found relevant: True [SGR] Key findings: ['django/contrib/sessions/middleware.py:19: session_key = request.COOKIES.get(settings.SESSION_COOKIE_NAME)', 'django/contrib/sessions/middleware.py:20: request.session = self.SessionStore(session_key)', 'django/contrib/sessions/middleware.py:59: request.session.save()', 'django/contrib/sessions/base_session.py:11: def encode(self, session_dict):', 'django/contrib/sessions/base_session.py:13: Return the given session dictionary serialized and en'] [SGR] Confidence: medium [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1435ms [SGR] Found relevant: True [SGR] Key findings: ['django/contrib/auth/decorators.py:12: def user_passes_test(...)', 'django/contrib/auth/decorators.py:37: if iscoroutinefunction(view_func):', 'django/contrib/auth/decorators.py:39: async def _view_wrapper(request, *args, **kwargs):', 'django/contrib/auth/decorators.py:41: if iscoroutinefunction(test_func):'] [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 2681ms [SGR] Summary: The `login_required` decorator in Django checks if a user is logged in by verifying the presence of... [SGR] Code locations: 3 [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] [Tool] read_file: django/contrib/auth/middleware.py [SGR] [Tool] read_file: django/contrib/auth/middleware.py [SGR] [Tool] read_file: django/contrib/auth/__init__.py [SGR] [Tool] read_file: django/contrib/auth/__init__.py [SGR] [Tool] (cache hit) [SGR] Search complete: [SGR] Items found: 3 [SGR] Total iterations: 4 [SGR] Total time: 16798ms [SGR] LLM time: 14762ms [SGR] Tool time: 2036ms [SGR] Tools used: {'grep': 3, 'read_file': 1} [SGR] Confidence progression: high → medium → medium → high [SGR] High confidence reached at iteration: 1 Logs saved to: /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201947/django_login_required_detailed.json /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201947/django_login_required_steps.md --- RESULTS --- Expected: ['django/contrib/auth/decorators.py'] Found: ['django/contrib/auth/decorators.py', 'django/contrib/auth/middleware.py', 'django/contrib/auth/__init__.py'] Matched: ['django/contrib/auth/decorators.py'] Recall: 100% ================================================================================ Question: django_404_view Repo: django Query: Where is the page_not_found view function defined that renders 404.html template?... ================================================================================ [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 1389ms [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 699ms [SGR] Concepts: ['page not found view', '404.html template'] [SGR] User problem: The user wants to find the location of the page_not_found view function. [SGR] What to find: the definition of the page_not_found view function that renders the 404.html template [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] [Tool] list_dir: docs/ [SGR] Explored 4 key directories [SGR] Gemini call took 1776ms [SGR] Primary terms: ['page_not_found', '404.html'] [SGR] Secondary terms: ['views', 'template'] [SGR] Likely files: ['django/views/', 'django/template/defaulttags.py', 'django/template/loader.py'] [SGR] Step 2.5: Reading 3 likely files... [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] [Tool] read_file: django/template/defaulttags.py [SGR] [Read] django/template/defaulttags.py: 23 definitions found [SGR] [Tool] read_file: django/template/loader.py [SGR] [Read] django/template/loader.py: 4 definitions found [SGR] Extracted 46 findings from likely files [SGR] Step 3: Creating search plan... [SGR] Gemini call took 2053ms [SGR] TypedSearchPlan: 1 grep, 1 read, 0 list, 1 glob [SGR] Strategy: keyword_hunt [SGR] Actions: 3 (from TypedSearchPlan) [SGR] 1. grep: def page_not_found - Find the definition of the page_not_found view fun [SGR] 2. read_file: django/views.py - Read the file containing the page_not_found view t [SGR] 3. glob_search: *page_not_found* - Find any files related to page_not_found within th [SGR] [Path validation] Invalid: Path 'django/views.py' does not exist. Similar existing paths: django/contrib/syndication/views.py, tests/handlers/views.py, tests/file_uploads/views.py, django/contrib/gis/sitemaps/views.py, tests/builtin_server/views.py [SGR] [Path validation] 1 invalid paths, asking LLM for correction... [SGR] LLM text call took 363ms [SGR] Executing 2 initial actions in parallel... [SGR] [Tool] grep: rg --json -C 3 -m 50 def page_not_found /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/django/repo/django/views [SGR] [Tool] glob_search: *page_not_found* in django/views [SGR] Step 3: Interpreting result... [SGR] Gemini call took 600ms [SGR] Found relevant: True [SGR] Key findings: ['django/views/defaults.py:35: def page_not_found(request, exception, template_name=ERROR_404_TEMPLATE_NAME)'] [SGR] Confidence: high [SGR] Need more: False [SGR] Step 3: Interpreting result... [SGR] Gemini call took 708ms [SGR] Found relevant: True [SGR] Key findings: ['django/views/defaults.py:35: def page_not_found(request, exception, template_name=ERROR_404_TEMPLATE_NAME)'] [SGR] Confidence: high [SGR] Need more: False [SGR] Gemini call took 681ms [SGR] Gemini call took 834ms [SGR] Gemini call took 965ms [SGR] [Aggregation] 2 valid actions, 1 stop, 0 invalid [SGR] Iteration 3: read_file [SGR] [Tool] read_file: django/views/defaults.py [SGR] Step 3: Interpreting result... [SGR] Gemini call took 893ms [SGR] Found relevant: True [SGR] Key findings: ['django/views/defaults.py:35: def page_not_found(request, exception, template_name=ERROR_404_TEMPLATE_NAME)'] [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 1184ms [SGR] Summary: The `page_not_found` view function is defined in `django/views/defaults.py`. This function is respon... [SGR] Code locations: 1 [SGR] Confidence: high [SGR] [Tool] read_file: django/views/defaults.py [SGR] [Tool] read_file: django/views/defaults.py [SGR] [Tool] (cache hit) [SGR] Search complete: [SGR] Items found: 1 [SGR] Total iterations: 3 [SGR] Total time: 10938ms [SGR] LLM time: 10918ms [SGR] Tool time: 19ms [SGR] Tools used: {'grep': 1, 'glob_search': 1, 'read_file': 1} [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_201947/django_404_view_detailed.json /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201947/django_404_view_steps.md --- RESULTS --- Expected: ['django/views/defaults.py'] Found: ['django/views/defaults.py'] Matched: ['django/views/defaults.py'] Recall: 100% ================================================================================ 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 1323ms [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 650ms [SGR] Concepts: ['route registration', 'HTTP method handling'] [SGR] User problem: The user wants to understand how a route is registered when using router.GET. [SGR] What to find: the code that handles route registration for router.GET [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 2061ms [SGR] Primary terms: ['router', 'gin.go', 'path.go', 'GET'] [SGR] Secondary terms: ['route', 'context.go'] [SGR] Likely files: [] [SGR] [Fallback] likely_files empty, using key_directories: ['internal/', 'binding/', 'render/'] [SGR] Step 2.5: Reading 3 likely files... [SGR] [Tool] read_file: binding/binding.go [SGR] [Read] binding/binding.go: 6 definitions found [SGR] [Tool] read_file: binding/binding_msgpack_test.go [SGR] [Read] binding/binding_msgpack_test.go: 3 definitions found [SGR] [Tool] read_file: binding/binding_nomsgpack.go [SGR] [Read] binding/binding_nomsgpack.go: 6 definitions found [SGR] [Tool] read_file: render/data.go [SGR] [Read] render/data.go: 3 definitions found [SGR] [Tool] read_file: render/html.go [SGR] [Read] render/html.go: 10 definitions found [SGR] [Tool] read_file: render/json.go [SGR] [Read] render/json.go: 19 definitions found [SGR] Extracted 47 findings from likely files [SGR] Step 3: Creating search plan... [SGR] Gemini call took 2558ms [SGR] TypedSearchPlan: 2 grep, 2 read, 0 list, 1 glob [SGR] Strategy: keyword_hunt [SGR] Actions: 5 (from TypedSearchPlan) [SGR] 1. grep: router.GET - Find where router.GET is defined or used [SGR] 2. grep: GET - Find all occurrences of GET method in Go files [SGR] 3. read_file: internal/gin.go - Understand router and route registration [SGR] 4. read_file: internal/path.go - Examine path handling in routing [SGR] 5. glob_search: *_test.go - Find test files related to routing [SGR] [Path fix] internal/gin.go → gin.go [SGR] [Path fix] internal/path.go → path.go [SGR] Executing 5 initial actions in parallel... [SGR] [Tool] Pattern validation failed: GET - 'GET' is too common, will match thousands of lines [SGR] [Tool] grep: rg --json -C 3 -m 50 router.GET /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/gin/repo/internal [SGR] [Tool] read_file: path.go [SGR] [Tool] read_file: gin.go [SGR] [Tool] glob_search: *_test.go in internal/ [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 3: Interpreting result... [SGR] Gemini call took 1232ms [SGR] Found relevant: False [SGR] Key findings: ["'GET' is too common, will match thousands of lines"] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1264ms [SGR] Found relevant: True [SGR] Key findings: ['gin.go:51: HandlerFunc func(*Context)', 'gin.go:57: HandlersChain []HandlerFunc', 'gin.go:60: Last() Handler'] [SGR] Confidence: medium [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 905ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 772ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Gemini call took 1121ms [SGR] Gemini call took 1213ms [SGR] Gemini call took 1397ms [SGR] [Aggregation] 3 valid actions, 0 stop, 0 invalid [SGR] Iteration 6: grep [SGR] [Tool] grep: rg --json -C 3 -m 50 router\.GET.*\/users /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/gin/repo/internal [SGR] Step 3: Interpreting result... [SGR] Gemini call took 654ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Gemini call took 821ms [SGR] Gemini call took 1225ms [SGR] Gemini call took 1219ms [SGR] [Aggregation] 3 valid actions, 0 stop, 0 invalid [SGR] Iteration 7: grep [SGR] Step 3: Interpreting result... [SGR] Gemini call took 607ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Gemini call took 1034ms [SGR] Gemini call took 1096ms [SGR] Gemini call took 1155ms [SGR] [Aggregation] 2 valid actions, 1 stop, 0 invalid [SGR] Iteration 8: grep [SGR] [Tool] grep: rg --json -C 3 -m 50 func.*HandlerFunc /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/gin/repo/gin.go [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1306ms [SGR] Found relevant: True [SGR] Key findings: ['gin.go:60: func (HandlersChain) Last() HandlerFunc', 'gin.go:326: func (Engine) NoRoute(handlers ...HandlerFunc)', 'gin.go:332: func (Engine) NoMethod(handlers ...HandlerFunc)', 'gin.go:340: func (Engine) Use(middleware ...HandlerFunc)'] [SGR] Confidence: medium [SGR] Need more: True [SGR] Step 5: Generating final answer... [SGR] Gemini call took 1724ms [SGR] Summary: The provided search results do not contain information about how a route is registered when calling ... [SGR] Code locations: 1 [SGR] Confidence: low [SGR] [Tool] read_file: gin.go [SGR] [Tool] read_file: gin.go [SGR] [Tool] (cache hit) [SGR] Search complete: [SGR] Items found: 1 [SGR] Total iterations: 8 [SGR] Total time: 19521ms [SGR] LLM time: 19474ms [SGR] Tool time: 47ms [SGR] Tools used: {'grep': 5, 'read_file': 2, 'glob_search': 1} [SGR] Confidence progression: low → low → medium → low → low → low → low → medium Logs saved to: /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201947/gin_basic_routing_detailed.json /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201947/gin_basic_routing_steps.md --- RESULTS --- Expected: ['routergroup.go'] Found: ['gin.go'] Matched: [] Recall: 0% ================================================================================ Question: gin_json_render Repo: gin Query: Where is the JSON render type defined that serializes data to JSON?... ================================================================================ [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 1113ms [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 918ms [SGR] Concepts: ['JSON serialization', 'render type definition'] [SGR] User problem: The user wants to find the definition of the JSON render type used for serializing data to JSON. [SGR] What to find: the definition of the JSON render type that serializes data to JSON [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: 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 2033ms [SGR] Primary terms: ['json', 'render', 'json'] [SGR] Secondary terms: ['binding', 'codec'] [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 1664ms [SGR] TypedSearchPlan: 2 grep, 2 read, 0 list, 0 glob [SGR] Strategy: keyword_hunt [SGR] Actions: 4 (from TypedSearchPlan) [SGR] 1. grep: json render - Find where JSON rendering is defined [SGR] 2. grep: json binding - Find JSON binding logic [SGR] 3. read_file: render/json.go - Read the JSON render implementation [SGR] 4. read_file: binding/json.go - Read the JSON binding implementation [SGR] Executing 4 initial actions in parallel... [SGR] [Tool] grep: rg --json -C 3 -m 50 json render /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/gin/repo/render [SGR] [Tool] grep: rg --json -C 3 -m 50 json binding /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 859ms [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] Step 3: Interpreting result... [SGR] Gemini call took 2039ms [SGR] Found relevant: True [SGR] Key findings: ['render/json.go:19: type JSON struct', 'render/json.go:23: type IndentedJSON struct', 'render/json.go:28: type SecureJSON struct', 'render/json.go:34: type JsonpJSON struct', 'render/json.go:40: type AsciiJSON struct', 'render/json.go:45: type PureJSON struct', 'render/json.go:57: func (r JSON) Render(w http.ResponseWriter) error', 'render/json.go:62: func (r JSON) WriteContentType(w http.ResponseWriter)', 'render/json.go:66: func WriteJSON(w http.ResponseWriter, obj any) error'] [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 1385ms [SGR] Summary: The JSON render type is defined in the `render/json.go` file. Specifically, the `JSON` struct and it... [SGR] Code locations: 1 [SGR] Confidence: high [SGR] [Tool] read_file: render/json.go [SGR] [Tool] read_file: render/json.go [SGR] [Tool] (cache hit) [SGR] Search complete: [SGR] Items found: 1 [SGR] Total iterations: 3 [SGR] Total time: 10590ms [SGR] LLM time: 10555ms [SGR] Tool time: 35ms [SGR] Tools used: {'grep': 2, 'read_file': 1} [SGR] Confidence progression: low → low → high [SGR] High confidence reached at iteration: 3 Logs saved to: /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201947/gin_json_render_detailed.json /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201947/gin_json_render_steps.md --- RESULTS --- Expected: ['render/json.go'] Found: ['render/json.go'] Matched: ['render/json.go'] Recall: 100% ================================================================================ 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 1487ms [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 990ms [SGR] Concepts: ['middleware execution', 'request abortion', 'handler invocation'] [SGR] User problem: The user wants to understand why calling `c.Abort()` in a middleware prevents the request from reaching the intended handler. [SGR] What to find: the code that stops middleware execution and prevents handler invocation after `c.Abort()` is called [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 2419ms [SGR] Primary terms: ['context', 'Abort', 'middleware'] [SGR] Secondary terms: ['gin.go', 'ginS'] [SGR] Likely files: ['context.go', 'gin.go', 'middleware_test.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: middleware_test.go [SGR] [Read] middleware_test.go: 6 definitions found [SGR] Extracted 18 findings from likely files [SGR] Step 3: Creating search plan... [SGR] Gemini call took 1972ms [SGR] TypedSearchPlan: 2 grep, 2 read, 0 list, 0 glob [SGR] Strategy: keyword_hunt [SGR] Actions: 4 (from TypedSearchPlan) [SGR] 1. grep: context.Abort - Find the definition and usage of Abort in context. [SGR] 2. grep: c.Abort() - Find all calls to Abort() across the codebase [SGR] 3. read_file: context.go - Read the context.go file to understand the Abort m [SGR] 4. read_file: gin.go - Read the gin.go file to understand middleware and [SGR] Executing 4 initial actions in parallel... [SGR] [Tool] grep: rg --json -C 3 --glob *.go -m 50 c.Abort() /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/gin/repo [SGR] [Tool] read_file: context.go [SGR] [Tool] (cache hit) [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] read_file: gin.go [SGR] [Tool] (cache hit) [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1091ms [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 1426ms [SGR] Found relevant: True [SGR] Key findings: ['context.go:223: c.Abort()', 'context.go:230: c.Abort()', 'context.go:238: c.Abort()', 'context.go:1146: c.Abort()', 'recovery.go:89: c.Abort()'] [SGR] Confidence: medium [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 664ms [SGR] Found relevant: True [SGR] Key findings: ['context.go:56: abortIndex int8 = math.MaxInt8 >> 1'] [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 2069ms [SGR] Summary: The `Abort()` method in Gin is called on a `context.Context` object. This method sets an internal fl... [SGR] Code locations: 1 [SGR] Confidence: high [SGR] [Tool] read_file: context.go [SGR] [Tool] read_file: context.go [SGR] [Tool] (cache hit) [SGR] Search complete: [SGR] Items found: 1 [SGR] Total iterations: 3 [SGR] Total time: 12178ms [SGR] LLM time: 12146ms [SGR] Tool time: 32ms [SGR] Tools used: {'grep': 2, 'read_file': 1} [SGR] Confidence progression: medium → medium → high [SGR] High confidence reached at iteration: 3 Logs saved to: /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201947/gin_abort_detailed.json /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201947/gin_abort_steps.md --- RESULTS --- Expected: ['context.go'] Found: ['context.go'] Matched: ['context.go'] Recall: 100% ================================================================================ Question: codeql_js_function Repo: codeql Query: Find the Functions.qll file that defines the Function class for JavaScript analysis... ================================================================================ [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 1319ms [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 845ms [SGR] Concepts: ['Function class', 'JavaScript analysis'] [SGR] User problem: The user wants to locate a specific file (Functions.qll) that contains the definition of the Function class used for JavaScript analysis. [SGR] What to find: Functions.qll file that defines the Function class for JavaScript analysis [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: 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 915ms [SGR] Primary terms: ['Function', 'JavaScript'] [SGR] Secondary terms: ['functions.qll'] [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 1330ms [SGR] TypedSearchPlan: 1 grep, 0 read, 0 list, 1 glob [SGR] Strategy: keyword_hunt [SGR] Actions: 2 (from TypedSearchPlan) [SGR] 1. grep: class Function - Find the definition of the Function class within F [SGR] 2. glob_search: Functions.qll - Find the Functions.qll file [SGR] Executing 2 initial actions in parallel... [SGR] [Tool] grep: rg --json -C 3 --glob Functions.qll -m 50 class Function /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/codeql/repo [SGR] [Tool] glob_search: Functions.qll in . [SGR] Step 3: Interpreting result... [SGR] Gemini call took 763ms [SGR] Found relevant: True [SGR] Key findings: ['javascript/ql/lib/semmle/javascript/Functions.qll:41: class Function'] [SGR] Confidence: high [SGR] Need more: False [SGR] Step 3: Interpreting result... [SGR] Gemini call took 606ms [SGR] Found relevant: True [SGR] Key findings: ['javascript/ql/lib/semmle/javascript/Functions.qll:41: class Function'] [SGR] Confidence: high [SGR] Need more: False [SGR] Gemini call took 753ms [SGR] Gemini call took 864ms [SGR] Gemini call took 1018ms [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 1303ms [SGR] Summary: The `Function` class for JavaScript analysis is defined in the `Functions.qll` file.... [SGR] Code locations: 1 [SGR] Confidence: high [SGR] [Tool] read_file: javascript/ql/lib/semmle/javascript/Functions.qll [SGR] [Tool] read_file: javascript/ql/lib/semmle/javascript/Functions.qll [SGR] Search complete: [SGR] Items found: 1 [SGR] Total iterations: 2 [SGR] Total time: 9399ms [SGR] LLM time: 9061ms [SGR] Tool time: 338ms [SGR] Tools used: {'grep': 1, 'glob_search': 1} [SGR] Confidence progression: high → high [SGR] High confidence reached at iteration: 1 Logs saved to: /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201947/codeql_js_function_detailed.json /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201947/codeql_js_function_steps.md --- RESULTS --- Expected: ['javascript/ql/lib/semmle/javascript/Functions.qll'] Found: ['javascript/ql/lib/semmle/javascript/Functions.qll'] Matched: ['javascript/ql/lib/semmle/javascript/Functions.qll'] Recall: 100% ================================================================================ Question: codeql_js_call Repo: codeql Query: Find the Expr.qll file that defines CallExpr class for JavaScript call expressions... ================================================================================ [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 1372ms [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 805ms [SGR] Concepts: ['CallExpr class', 'JavaScript call expressions'] [SGR] User problem: The user wants to locate the Expr.qll file that contains the definition of the CallExpr class, which is used for JavaScript call expressions. [SGR] What to find: The Expr.qll file that defines the CallExpr class [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: 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 1828ms [SGR] Primary terms: ['CallExpr', 'Expr', 'call', 'expression'] [SGR] Secondary terms: ['ql', 'javascript'] [SGR] Likely files: ['Expr.qll'] [SGR] [Path validation] Removed 1 invalid paths: ['Expr.qll']... [SGR] [Fallback] likely_files empty, using key_directories: ['java/', 'swift/', 'rust/'] [SGR] Step 2.5: Reading 3 likely files... [SGR] [Tool] read_file: java/BUILD.bazel [SGR] [Read] java/BUILD.bazel: 0 definitions found [SGR] [Tool] read_file: swift/.clang-format [SGR] [Read] swift/.clang-format: 0 definitions found [SGR] [Tool] read_file: swift/.gitignore [SGR] [Read] swift/.gitignore: 0 definitions found [SGR] [Tool] read_file: swift/.pep8 [SGR] [Read] swift/.pep8: 0 definitions found [SGR] [Tool] read_file: rust/BUILD.bazel [SGR] [Read] rust/BUILD.bazel: 0 definitions found [SGR] [Tool] read_file: rust/README.md [SGR] [Read] rust/README.md: 0 definitions found [SGR] [Tool] read_file: rust/bulk_generation_targets.yml [SGR] [Read] rust/bulk_generation_targets.yml: 0 definitions found [SGR] Extracted 0 findings from likely files [SGR] Step 3: Creating search plan... [SGR] Gemini call took 2084ms [SGR] TypedSearchPlan: 1 grep, 1 read, 0 list, 1 glob [SGR] Strategy: keyword_hunt [SGR] Actions: 3 (from TypedSearchPlan) [SGR] 1. grep: class CallExpr - Find the CallExpr class definition within Expr.qll [SGR] 2. read_file: path/to/Expr.qll - Read the Expr.qll file to understand its content, [SGR] 3. glob_search: Expr.qll - Find the Expr.qll file [SGR] [Path validation] Invalid: Path 'path/to/Expr.qll' does not exist. Similar existing paths: swift/ql/lib/codeql/swift/generated/expr/Expr.qll, java/ql/lib/semmle/code/java/Expr.qll, cpp/ql/lib/semmle/code/cpp/exprs/Expr.qll, rust/ql/lib/codeql/rust/elements/Expr.qll, swift/ql/lib/codeql/swift/elements/expr/Expr.qll [SGR] [Path validation] 1 invalid paths, asking LLM for correction... [SGR] LLM text call took 589ms [SGR] [Path corrected] LLM fixed path to: swift/ql/lib/codeql/swift/generated/expr/Expr.qll [SGR] Executing 3 initial actions in parallel... [SGR] [Tool] grep: rg --json -C 3 --glob Expr.qll -m 50 class CallExpr /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/codeql/repo [SGR] [Tool] glob_search: Expr.qll in . [SGR] [Tool] read_file: swift/ql/lib/codeql/swift/generated/expr/Expr.qll [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1274ms [SGR] Found relevant: True [SGR] Key findings: ['go/ql/lib/semmle/go/javascript/ql/lib/semmle/javascript/Expr.qll:842: class CallExpr extends CallOrConversionExpr', 'javascript/ql/lib/semmle/javascript/Expr.qll:1078: class CallExpr extends @call_expr, InvokeExpr'] [SGR] Confidence: high [SGR] Need more: False [SGR] Step 3: Interpreting result... [SGR] Gemini call took 836ms [SGR] Found relevant: True [SGR] Key findings: ['javascript/ql/lib/semmle/javascript/Expr.qll:1078: class CallExpr extends @call_expr, InvokeExpr'] [SGR] Confidence: high [SGR] Need more: False [SGR] Step 3: Interpreting result... [SGR] Gemini call took 489ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Gemini call took 907ms [SGR] Gemini call took 992ms [SGR] Gemini call took 1427ms [SGR] [Aggregation] 3 valid actions, 0 stop, 0 invalid [SGR] [Path validation] Path 'go/ql/lib/semmle/go/javascript/ql/lib/semmle/javascript/Expr.qll' does not exist. Similar existing paths: swift/ql/lib/codeql/swift/generated/expr/Expr.qll, java/ql/lib/semmle/code/java/Expr.qll, cpp/ql/lib/semmle/code/cpp/exprs/Expr.qll, rust/ql/lib/codeql/rust/elements/Expr.qll, swift/ql/lib/codeql/swift/elements/expr/Expr.qll [SGR] [Path hint for LLM] Path 'go/ql/lib/semmle/go/javascript/ql/lib/semmle/javascript/Expr.qll' does not exist. Similar existing paths: swift/ql/lib/codeql/swift/generated/expr/Expr.qll, java/ql/lib/semmle/code/java/Expr.qll, cpp/ql/lib/semmle/code/cpp/exprs/Expr.qll, rust/ql/lib/codeql/rust/elements/Expr.qll, swift/ql/lib/codeql/swift/elements/expr/Expr.qll [SGR] Gemini call took 654ms [SGR] Gemini call took 1028ms [SGR] Gemini call took 1110ms [SGR] [Aggregation] 3 valid actions, 0 stop, 0 invalid [SGR] Iteration 4: read_file [SGR] [Tool] read_file: swift/ql/lib/codeql/swift/generated/expr/Expr.qll [SGR] [Tool] (cache hit) [SGR] Step 3: Interpreting result... [SGR] Gemini call took 731ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Gemini call took 967ms [SGR] Gemini call took 1038ms [SGR] Gemini call took 1102ms [SGR] [Aggregation] 3 valid actions, 0 stop, 0 invalid [SGR] [Path validation] Path 'javascript/ql/lib/semmle/javascript/Expr.qll' does not exist. Similar existing paths: swift/ql/lib/codeql/swift/generated/expr/Expr.qll, java/ql/lib/semmle/code/java/Expr.qll, cpp/ql/lib/semmle/code/cpp/exprs/Expr.qll, rust/ql/lib/codeql/rust/elements/Expr.qll, swift/ql/lib/codeql/swift/elements/expr/Expr.qll [SGR] [Path hint for LLM] Path 'javascript/ql/lib/semmle/javascript/Expr.qll' does not exist. Similar existing paths: swift/ql/lib/codeql/swift/generated/expr/Expr.qll, java/ql/lib/semmle/code/java/Expr.qll, cpp/ql/lib/semmle/code/cpp/exprs/Expr.qll, rust/ql/lib/codeql/rust/elements/Expr.qll, swift/ql/lib/codeql/swift/elements/expr/Expr.qll [SGR] Gemini call took 584ms [SGR] Gemini call took 685ms [SGR] Gemini call took 983ms [SGR] [Aggregation] 3 valid actions, 0 stop, 0 invalid [SGR] Iteration 5: grep [SGR] [Tool] grep: rg --json -C 3 -m 50 class CallExpr /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/codeql/repo/javascript/ql/lib/semmle/javascript [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1172ms [SGR] Found relevant: True [SGR] Key findings: ['javascript/ql/lib/semmle/javascript/Expr.qll:1078: class CallExpr extends @call_expr, InvokeExpr'] [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 1813ms [SGR] Summary: The `CallExpr` class, which represents JavaScript call expressions, is defined in the `Expr.qll` fil... [SGR] Code locations: 1 [SGR] Confidence: high [SGR] [Tool] read_file: javascript/ql/lib/semmle/javascript/Expr.qll [SGR] [Tool] read_file: javascript/ql/lib/semmle/javascript/Expr.qll [SGR] Search complete: [SGR] Items found: 1 [SGR] Total iterations: 5 [SGR] Total time: 22016ms [SGR] LLM time: 18624ms [SGR] Tool time: 3392ms [SGR] Tools used: {'grep': 2, 'glob_search': 1, 'read_file': 2} [SGR] Confidence progression: high → high → low → low → high [SGR] High confidence reached at iteration: 1 Logs saved to: /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201947/codeql_js_call_detailed.json /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201947/codeql_js_call_steps.md --- RESULTS --- Expected: ['javascript/ql/lib/semmle/javascript/Expr.qll'] Found: ['javascript/ql/lib/semmle/javascript/Expr.qll'] Matched: ['javascript/ql/lib/semmle/javascript/Expr.qll'] Recall: 100% ================================================================================ Question: infinigen_blender_util Repo: infinigen Query: Find the blender.py utility file that has mesh primitive creation functions... ================================================================================ [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 1403ms [SGR] [Smart] Key dirs by source count: ['infinigen/', 'tests/', 'infinigen_examples/', 'scripts/']... [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/', 'scripts/'] [SGR] Step 1: Analyzing question concepts... [SGR] Gemini call took 794ms [SGR] Concepts: ['mesh primitive creation', 'utility file'] [SGR] User problem: The user wants to find a specific utility file named blender.py that contains functions for creating mesh primitives. [SGR] What to find: the blender.py file [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: infinigen/ [SGR] [Tool] list_dir: tests/ [SGR] [Tool] list_dir: infinigen_examples/ [SGR] [Tool] list_dir: scripts/ [SGR] Explored 4 key directories [SGR] Gemini call took 1929ms [SGR] Primary terms: ['blender', 'mesh', 'primitive', 'util', 'creation'] [SGR] Secondary terms: ['infinigen', 'tools'] [SGR] Likely files: ['infinigen/launch_blender.py', 'infinigen/tools/blendscript_import_infinigen.py'] [SGR] Step 2.5: Reading 2 likely files... [SGR] [Tool] read_file: infinigen/launch_blender.py [SGR] [Read] infinigen/launch_blender.py: 1 definitions found [SGR] [Tool] read_file: infinigen/tools/blendscript_import_infinigen.py [SGR] [Read] infinigen/tools/blendscript_import_infinigen.py: 0 definitions found [SGR] Extracted 1 findings from likely files [SGR] Step 3: Creating search plan... [SGR] Gemini call took 947ms [SGR] TypedSearchPlan: 1 grep, 0 read, 0 list, 1 glob [SGR] Strategy: keyword_hunt [SGR] Actions: 2 (from TypedSearchPlan) [SGR] 1. grep: mesh.*primitive.*creation - Search for functions related to mesh primitive cre [SGR] 2. glob_search: blender.py - Find the blender.py utility file [SGR] Executing 2 initial actions in parallel... [SGR] [Tool] grep: rg --json -C 3 --glob *.py -m 50 mesh.*primitive.*creation /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/infinigen/repo [SGR] [Tool] glob_search: blender.py in . [SGR] Step 3: Interpreting result... [SGR] Gemini call took 600ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 885ms [SGR] Found relevant: True [SGR] Key findings: ['infinigen/core/util/blender.py'] [SGR] Confidence: high [SGR] Need more: False [SGR] Gemini call took 1091ms [SGR] Gemini call took 1074ms [SGR] Gemini call took 1250ms [SGR] [Aggregation] 3 valid actions, 0 stop, 0 invalid [SGR] Iteration 3: read_file [SGR] [Tool] read_file: infinigen/core/util/blender.py [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1136ms [SGR] Found relevant: True [SGR] Key findings: ['infinigen/core/util/blender.py: 32-37: set_geometry_option function', 'infinigen/core/util/blender.py: 40-50: deep_clone_obj function', 'infinigen/core/util/blender.py: 53: copy 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 1275ms [SGR] Summary: The file `infinigen/core/util/blender.py` contains utility functions for Blender, including `set_geo... [SGR] Code locations: 1 [SGR] Confidence: medium [SGR] [Tool] read_file: infinigen/core/util/blender.py [SGR] [Tool] read_file: infinigen/core/util/blender.py [SGR] [Tool] (cache hit) [SGR] Search complete: [SGR] Items found: 1 [SGR] Total iterations: 3 [SGR] Total time: 10355ms [SGR] LLM time: 10309ms [SGR] Tool time: 46ms [SGR] Tools used: {'grep': 1, 'glob_search': 1, 'read_file': 1} [SGR] Confidence progression: low → high → high [SGR] High confidence reached at iteration: 2 Logs saved to: /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201947/infinigen_blender_util_detailed.json /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201947/infinigen_blender_util_steps.md --- RESULTS --- Expected: ['infinigen/core/util/blender.py'] Found: ['infinigen/core/util/blender.py'] Matched: ['infinigen/core/util/blender.py'] Recall: 100% ================================================================================ Question: infinigen_seed Repo: infinigen Query: Find the init.py file where apply_scene_seed function sets numpy random seed... ================================================================================ [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 905ms [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 915ms [SGR] Concepts: ['numpy random seed', 'apply_scene_seed function', 'init.py file'] [SGR] User problem: The user wants to locate the init.py file that contains the apply_scene_seed function, specifically where the numpy random seed is set. [SGR] What to find: The init.py file where the apply_scene_seed function sets the numpy random seed [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: infinigen/ [SGR] [Tool] list_dir: tests/ [SGR] [Tool] list_dir: infinigen_examples/ [SGR] Explored 3 key directories [SGR] Gemini call took 2669ms [SGR] Primary terms: ['apply_scene_seed', 'init.py', 'numpy', 'seed', 'random', 'infinigen', 'core'] [SGR] Secondary terms: ['apply', 'scene'] [SGR] Likely files: ['infinigen/core/init.py', 'infinigen_examples/__init__.py'] [SGR] Step 2.5: Reading 2 likely files... [SGR] [Tool] read_file: infinigen/core/init.py [SGR] [Read] infinigen/core/init.py: 8 definitions found [SGR] [Tool] read_file: infinigen_examples/__init__.py [SGR] Extracted 8 findings from likely files [SGR] Step 3: Creating search plan... [SGR] Gemini call took 1781ms [SGR] TypedSearchPlan: 2 grep, 1 read, 0 list, 0 glob [SGR] Strategy: keyword_hunt [SGR] Actions: 3 (from TypedSearchPlan) [SGR] 1. grep: def apply_scene_seed - Find the apply_scene_seed function definition with [SGR] 2. grep: np.random.seed - Find where numpy random seed is set within init.py [SGR] 3. read_file: infinigen/core/init.py - Read the init.py file to understand the context of [SGR] Executing 3 initial actions in parallel... [SGR] [Tool] grep: rg --json -C 3 --glob init.py -m 50 np.random.seed /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/infinigen/repo/infinigen/core [SGR] [Tool] grep: rg --json -C 3 --glob init.py -m 50 def apply_scene_seed /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/infinigen/repo/infinigen/core [SGR] [Tool] read_file: infinigen/core/init.py [SGR] [Tool] (cache hit) [SGR] Step 3: Interpreting result... [SGR] Gemini call took 910ms [SGR] Found relevant: True [SGR] Key findings: ['infinigen/core/init.py:71: def apply_scene_seed(seed, task=None):'] [SGR] Confidence: high [SGR] Need more: False [SGR] Step 3: Interpreting result... [SGR] Gemini call took 704ms [SGR] Found relevant: True [SGR] Key findings: ['infinigen/core/init.py:76: np.random.seed(scene_seed)'] [SGR] Confidence: high [SGR] Need more: False [SGR] Step 3: Interpreting result... [SGR] Gemini call took 633ms [SGR] Found relevant: True [SGR] Key findings: ['infinigen/core/init.py:71: def apply_scene_seed(seed, task=None):', 'infinigen/core/init.py:76: np.random.seed(scene_seed)'] [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 1953ms [SGR] Summary: The `apply_scene_seed` function in `infinigen/core/init.py` sets the numpy random seed. Specifically... [SGR] Code locations: 1 [SGR] Confidence: high [SGR] [Tool] read_file: infinigen/core/init.py [SGR] [Tool] read_file: infinigen/core/init.py [SGR] [Tool] (cache hit) [SGR] Search complete: [SGR] Items found: 1 [SGR] Total iterations: 3 [SGR] Total time: 10560ms [SGR] LLM time: 10537ms [SGR] Tool time: 23ms [SGR] Tools used: {'grep': 2, 'read_file': 1} [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_201947/infinigen_seed_detailed.json /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201947/infinigen_seed_steps.md --- RESULTS --- Expected: ['infinigen/core/init.py'] Found: ['infinigen/core/init.py'] Matched: ['infinigen/core/init.py'] Recall: 100% ================================================================================ Question: qgis_project_layer Repo: QGIS Query: Find qgsproject.cpp where addMapLayer function adds layers 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 1180ms [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/', 'images/', 'platform/'] [SGR] Step 1: Analyzing question concepts... [SGR] Gemini call took 768ms [SGR] Concepts: ['project management', 'layer management'] [SGR] User problem: The user wants to find the file where the addMapLayer function is defined. [SGR] What to find: The definition of the addMapLayer function in qgsproject.cpp [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 1657ms [SGR] Primary terms: ['qgsproject', 'addMapLayer', 'layer management'] [SGR] Secondary terms: ['project', 'layer'] [SGR] Likely files: ['src/core/qgsproject.cpp'] [SGR] Step 2.5: Reading 1 likely files... [SGR] [Tool] read_file: src/core/project/qgsproject.cpp [SGR] [Read] src/core/project/qgsproject.cpp: 0 definitions found [SGR] Extracted 0 findings from likely files [SGR] Step 3: Creating search plan... [SGR] Gemini call took 2184ms [SGR] TypedSearchPlan: 1 grep, 1 read, 0 list, 0 glob [SGR] Strategy: keyword_hunt [SGR] Actions: 2 (from TypedSearchPlan) [SGR] 1. grep: addMapLayer - Find the implementation of the addMapLayer functio [SGR] 2. read_file: src/core/project/qgsproject.cpp - Examine the addMapLayer function and surrounding l [SGR] Executing 2 initial actions in parallel... [SGR] [Tool] grep: rg --json -C 3 --glob qgsproject.cpp -m 50 addMapLayer /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/QGIS/repo/src/core/project [SGR] [Tool] read_file: src/core/project/qgsproject.cpp [SGR] [Tool] (cache hit) [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1536ms [SGR] Found relevant: True [SGR] Key findings: ['src/core/project/qgsproject.cpp:1928: addMapLayers( newLayers )', 'src/core/project/qgsproject.cpp:1941: addMapLayers( newLayers, false )', 'src/core/project/qgsproject.cpp:4831: QList<QgsMapLayer *> QgsProject::addMapLayers(', 'src/core/project/qgsproject.cpp:4838: const QList<QgsMapLayer *> myResultList { mLayerStore->addMapLayers( layers, takeOwnership ) }', 'src/core/project/qgsproject.cpp:4873: QgsProject::addMapLayer( QgsMapLayer *layer,', 'src/core/project/qgsproject.cpp:4880: addedLayers = addMapLayers( QList<QgsMapLayer *>() << layer, addToLegend, takeOwnership )'] [SGR] Confidence: high [SGR] Need more: False [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1333ms [SGR] Found relevant: True [SGR] Key findings: ['src/core/project/qgsproject.cpp:4873: QgsProject::addMapLayer( QgsMapLayer *layer,', 'src/core/project/qgsproject.cpp:4880: addedLayers = addMapLayers( QList<QgsMapLayer *>() << layer, addToLegend, takeOwnership )', 'src/core/project/qgsproject.cpp:4831: QgsProject::addMapLayers(', 'src/core/project/qgsproject.cpp:4838: const QList<QgsMapLayer *> myResultList { mLayerStore->addMapLayers( layers, takeOwnership ) }', 'src/core/project/qgsproject.cpp:1941: addMapLayers( newLayers, false )'] [SGR] Confidence: high [SGR] Need more: False [SGR] Gemini call took 754ms [SGR] Gemini call took 1107ms [SGR] Gemini call took 1204ms [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 1567ms [SGR] Summary: The `addMapLayer` function is implemented in `src/core/project/qgsproject.cpp`. This function, along... [SGR] Code locations: 1 [SGR] Confidence: high [SGR] [Tool] read_file: src/core/project/qgsproject.cpp [SGR] [Tool] read_file: src/core/project/qgsproject.cpp [SGR] [Tool] (cache hit) [SGR] Search complete: [SGR] Items found: 1 [SGR] Total iterations: 2 [SGR] Total time: 11883ms [SGR] LLM time: 11872ms [SGR] Tool time: 11ms [SGR] Tools used: {'grep': 1, 'read_file': 1} [SGR] Confidence progression: high → high [SGR] High confidence reached at iteration: 1 Logs saved to: /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201947/qgis_project_layer_detailed.json /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201947/qgis_project_layer_steps.md --- RESULTS --- Expected: ['src/core/project/qgsproject.cpp'] Found: ['src/core/project/qgsproject.cpp'] Matched: ['src/core/project/qgsproject.cpp'] Recall: 100% ================================================================================ 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 1949ms [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/', 'editors/', 'images/'] [SGR] Step 1: Analyzing question concepts... [SGR] Gemini call took 636ms [SGR] Concepts: ['coordinate transformation', 'projection conversion'] [SGR] User problem: The user needs to find the code responsible for converting coordinates between different projections. [SGR] What to find: the coordinate transformation class [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 1683ms [SGR] Primary terms: ['CoordinateTransform', 'CoordinateReferenceSystem', 'GeometryTransformer'] [SGR] Secondary terms: ['proj', 'transform'] [SGR] Likely files: ['core/conversions.sip', 'python/core/conversions.sip'] [SGR] [Path validation] Removed 1 invalid paths: ['core/conversions.sip']... [SGR] Step 2.5: Reading 1 likely files... [SGR] [Tool] read_file: python/core/conversions.sip [SGR] [Read] python/core/conversions.sip: 0 definitions found [SGR] Extracted 0 findings from likely files [SGR] Step 3: Creating search plan... [SGR] Gemini call took 2038ms [SGR] TypedSearchPlan: 3 grep, 1 read, 0 list, 0 glob [SGR] Strategy: keyword_hunt [SGR] Actions: 4 (from TypedSearchPlan) [SGR] 1. grep: CoordinateTransform - Find the CoordinateTransform class definition. [SGR] 2. grep: CoordinateReferenceSystem - Find the CoordinateReferenceSystem class definitio [SGR] 3. grep: GeometryTransformer - Find the GeometryTransformer class definition. [SGR] 4. read_file: python/core/conversions.sip - Read the conversions file to understand coordinate [SGR] Executing 4 initial actions in parallel... [SGR] [Tool] grep: rg --json -C 3 -m 50 CoordinateReferenceSystem /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/QGIS/repo/python/core [SGR] [Tool] grep: rg --json -C 3 -m 50 CoordinateTransform /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/QGIS/repo/python/core [SGR] [Tool] grep: rg --json -C 3 -m 50 GeometryTransformer /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/QGIS/repo/python/core [SGR] [Tool] read_file: python/core/conversions.sip [SGR] [Tool] (cache hit) [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1087ms [SGR] Found relevant: True [SGR] Key findings: ['python/core/class_map.yaml:2807: QgsCoordinateTransform.QgsCoordinateTransform: src/core/proj/qgscoordinatetransform.h#L122', 'python/core/class_map.yaml:2808: QgsCoordinateTransform.QgsCoordinateTransform: src/core/proj/qgscoordinatetransform.h#L134', 'python/core/class_map.yaml:2809: QgsCoordinateTransform.QgsCoordinateTransform: src/core/proj/qgscoordinatetransform.h#L92'] [SGR] Confidence: high [SGR] Need more: False [SGR] Step 3: Interpreting result... [SGR] Gemini call took 2532ms [SGR] Found relevant: True [SGR] Key findings: ['python/core/__init__.py.in:298: QgsCoordinateReferenceSystem.WKT2_2018 = Qgis.CrsWktVariant.Wkt2_2019', 'python/core/class_map.yaml:2713: QgsCoordinateReferenceSystem.QVariant: src/core/proj/qgscoordinatereferencesystem.h#L281', 'python/core/class_map.yaml:2714: QgsCoordinateReferenceSystem.QgsCoordinateReferenceSystem: src/core/proj/qgscoordinatereferencesystem.h#L257', 'python/core/class_map.yaml:2715: QgsCoordinateReferenceSystem.QgsCoordinateReferenceSystem: src/core/proj/qgscoordinatereferencesystem.h#L272'] [SGR] Confidence: high [SGR] Need more: False [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1240ms [SGR] Found relevant: True [SGR] Key findings: ["python/core/auto_additions/qgsgeometrytransformer.py:3: QgsAbstractGeometryTransformer.__abstract_methods__ = ['transformPoint']", 'python/core/class_map.yaml:343: QgsAbstractGeometryTransformer.transformPoint: src/core/geometry/qgsgeometrytransformer.h#L60', 'python/core/class_map.yaml:344: QgsAbstractGeometryTransformer: src/core/geometry/qgsgeometrytransformer.h#L32', 'python/core/auto_generated/geometry/qgsgeometrytransformer.sip.in:12: class QgsAbstractGeometryTransformer'] [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 1878ms [SGR] Summary: The `QgsCoordinateTransform` class is used for converting coordinates from one projection to another... [SGR] Code locations: 2 [SGR] Confidence: high [SGR] [Tool] read_file: src/core/proj/qgscoordinatetransform.h [SGR] [Tool] read_file: src/core/proj/qgscoordinatetransform.h [SGR] [Tool] read_file: src/core/geometry/qgsgeometrytransformer.h [SGR] [Tool] read_file: src/core/geometry/qgsgeometrytransformer.h [SGR] Search complete: [SGR] Items found: 2 [SGR] Total iterations: 3 [SGR] Total time: 13633ms [SGR] LLM time: 13534ms [SGR] Tool time: 100ms [SGR] Tools used: {'grep': 3} [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_201947/qgis_coordinate_transform_detailed.json /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201947/qgis_coordinate_transform_steps.md --- RESULTS --- Expected: ['src/core/proj/qgscoordinatetransform.cpp'] Found: ['src/core/proj/qgscoordinatetransform.h', 'src/core/geometry/qgsgeometrytransformer.h'] Matched: [] Recall: 0% ================================================================================ 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 2605ms [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/'] [SGR] Step 1: Analyzing question concepts... [SGR] Gemini call took 1040ms [SGR] Concepts: ['agent creation', 'task execution'] [SGR] User problem: The user wants to know how to create a new agent to perform a task. [SGR] What to find: The code or API related to creating agents and assigning them tasks. [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 1213ms [SGR] Primary terms: ['agent', 'task', 'agent', 'automation-executor', 'create-enhanced-task'] [SGR] Secondary terms: ['agents', 'execution'] [SGR] Likely files: ['src/agents/', 'src/cli/create-enhanced-task.js', 'bin/agent.js', 'src/automation/agents/'] [SGR] Step 2.5: Reading 4 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] [Tool] read_file: src/automation/agents/foundation_agent_README.md [SGR] [Read] src/automation/agents/foundation_agent_README.md: 0 definitions found [SGR] [Tool] read_file: src/automation/agents/foundation_agent_core.py [SGR] [Read] src/automation/agents/foundation_agent_core.py: 7 definitions found [SGR] [Tool] read_file: src/automation/agents/foundation_agent_features.py [SGR] [Read] src/automation/agents/foundation_agent_features.py: 9 definitions found [SGR] Extracted 38 findings from likely files [SGR] Step 3: Creating search plan... [SGR] Gemini call took 14977ms [SGR] Gemini call took 2445ms [SGR] TypedSearchPlan: 2 grep, 1 read, 0 list, 1 glob [SGR] Strategy: keyword_hunt [SGR] Actions: 4 (from TypedSearchPlan) [SGR] 1. grep: agent - Find agent-related code. [SGR] 2. grep: create-enhanced-task - Find the task creation script. [SGR] 3. read_file: src/cli/create-enhanced-task.js - Understand how to create a task. [SGR] 4. glob_search: agent* - Find agent-related files within automation directo [SGR] Executing 4 initial actions in parallel... [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] 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] glob_search: agent* in src/automation/ [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1329ms [SGR] Found relevant: True [SGR] Key findings: ['src/agents/agent-loader.ts:2: * Dynamic Agent Loader - Reads agent definitions from .claude/agents/ directory', 'src/agents/agent-loader.ts:11: // Legacy agent type mapping for backward compatibility', 'src/agents/agent-loader.ts:74: * Parse agent definition from markdown file', 'src/agents/agent-loader.ts:112: * Load all agent definitions from .claude/agents directory'] [SGR] Confidence: medium [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 875ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1298ms [SGR] Found relevant: True [SGR] Key findings: ['src/cli/create-enhanced-task.js:9: export function createEnhancedTask(task, flags, instanceId, tools)', 'src/cli/create-enhanced-task.js:10: let enhancedTask = `# Claude-Flow Enhanced Task`'] [SGR] Confidence: medium [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 693ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Gemini call took 663ms [SGR] Gemini call took 851ms [SGR] Gemini call took 1057ms [SGR] [Aggregation] 3 valid actions, 0 stop, 0 invalid [SGR] Iteration 5: grep [SGR] [Tool] grep: rg --json -C 3 -m 50 agent.*(create|new|init) /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/claude-flow/repo/src/agents [SGR] Step 3: Interpreting result... [SGR] Gemini call took 2062ms [SGR] Found relevant: True [SGR] Key findings: ['src/agents/agent-manager.ts:132: private agents = new Map<string, AgentState>();', 'src/agents/agent-manager.ts:932: this.healthChecks.set(agentId, this.createDefaultHealth(agentId));', "src/agents/agent-manager.ts:941: this.emit('agent:created', { agent });", 'src/agents/agent-manager.ts:1116: const agentId = await this.createAgent(templateName, {', 'src/agents/agent-manager.ts:1153: const agentId = await this.createAgent(pool.template.name, {', 'src/agents/agent-loader.ts:2: * Dynamic Agent Loader - Reads agent definitions from .claude/agents/ directory', 'src/agents/agent-loader.ts:45: agents: AgentDefinition[];', 'src/agents/agent-loader.ts:49: private agentCache: Map<string, AgentDefinition> = new Map();', 'src/agents/agent-loader.ts:74: * Parse agent definition from markdown file', 'src/agents/agent-loader.ts:112: * Load all agent definitions from .claude/agents directory'] [SGR] Confidence: medium [SGR] Need more: True [SGR] Gemini call took 782ms [SGR] Gemini call took 853ms [SGR] Gemini call took 1143ms [SGR] [Aggregation] 3 valid actions, 0 stop, 0 invalid [SGR] Iteration 6: grep [SGR] [Tool] grep: rg --json -C 3 -m 50 createAgent /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/claude-flow/repo/src/agents [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1319ms [SGR] Found relevant: True [SGR] Key findings: ['src/agents/agent-manager.ts:862: async createAgent(', 'src/agents/agent-manager.ts:1080: async createAgentPool(', 'src/agents/agent-manager.ts:1116: const agentId = await this.createAgent(templateName, {', 'src/agents/agent-manager.ts:1153: const agentId = await this.createAgent(pool.template.name, {'] [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 2527ms [SGR] Summary: To create a new agent, you would use the `createAgent` function, which is available in `src/agents/a... [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/agents/agent-loader.ts [SGR] [Tool] read_file: src/agents/agent-loader.ts [SGR] [Tool] (cache hit) [SGR] Search complete: [SGR] Items found: 2 [SGR] Total iterations: 6 [SGR] Total time: 35843ms [SGR] LLM time: 35760ms [SGR] Tool time: 83ms [SGR] Tools used: {'grep': 4, 'read_file': 1, 'glob_search': 1} [SGR] Confidence progression: medium → low → medium → low → medium → high [SGR] High confidence reached at iteration: 6 Logs saved to: /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201947/claude_flow_create_agent_detailed.json /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201947/claude_flow_create_agent_steps.md --- RESULTS --- Expected: ['src/agents/agent-manager.ts'] Found: ['src/agents/agent-manager.ts', 'src/agents/agent-loader.ts'] Matched: ['src/agents/agent-manager.ts'] Recall: 100% ================================================================================ Question: claude_flow_message_bus Repo: claude-flow Query: Find the message-bus.ts file that has MessageBus class for sending messages... ================================================================================ [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 1156ms [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/'] [SGR] Step 1: Analyzing question concepts... [SGR] Gemini call took 606ms [SGR] Concepts: ['message bus', 'MessageBus class'] [SGR] User problem: The user wants to locate the file containing the MessageBus class for sending messages. [SGR] What to find: The message-bus.ts file that contains the MessageBus class [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: dist-cjs/ [SGR] [Tool] list_dir: benchmark/ [SGR] [Tool] list_dir: bin/ [SGR] Explored 4 key directories [SGR] Gemini call took 1416ms [SGR] Primary terms: ['message-bus', 'MessageBus'] [SGR] Secondary terms: ['communication'] [SGR] Likely files: ['src/communication/'] [SGR] Step 2.5: Reading 1 likely files... [SGR] [Tool] read_file: src/communication/message-bus.ts [SGR] [Read] src/communication/message-bus.ts: 19 definitions found [SGR] Extracted 19 findings from likely files [SGR] Step 3: Creating search plan... [SGR] Gemini call took 854ms [SGR] TypedSearchPlan: 1 grep, 0 read, 0 list, 1 glob [SGR] Strategy: keyword_hunt [SGR] Actions: 2 (from TypedSearchPlan) [SGR] 1. grep: class MessageBus - Find the MessageBus class definition [SGR] 2. glob_search: message-bus.ts - Find the message-bus.ts file [SGR] Executing 2 initial actions in parallel... [SGR] [Tool] glob_search: message-bus.ts in src/communication [SGR] [Tool] grep: rg --json -C 3 -m 50 class MessageBus /Users/mix0z/PycharmProjects/Semantic-Search-MCP/data/issues/claude-flow/repo/src/communication [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1055ms [SGR] Found relevant: True [SGR] Key findings: ['src/communication/message-bus.ts:214: export class MessageBus extends EventEmitter', 'src/communication/message-bus.ts:1409: class MessageBusMetrics'] [SGR] Confidence: high [SGR] Need more: False [SGR] Step 3: Interpreting result... [SGR] Gemini call took 714ms [SGR] Found relevant: True [SGR] Key findings: ['src/communication/message-bus.ts:214: export class MessageBus extends EventEmitter', 'src/communication/message-bus.ts:1409: class MessageBusMetrics'] [SGR] Confidence: high [SGR] Need more: False [SGR] Gemini call took 757ms [SGR] Gemini call took 826ms [SGR] Gemini call took 1167ms [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 1565ms [SGR] Summary: The `MessageBus` class, responsible for sending messages, is defined in the file `src/communication/... [SGR] Code locations: 1 [SGR] Confidence: high [SGR] [Tool] read_file: src/communication/message-bus.ts [SGR] [Tool] read_file: src/communication/message-bus.ts [SGR] [Tool] (cache hit) [SGR] Search complete: [SGR] Items found: 1 [SGR] Total iterations: 2 [SGR] Total time: 8719ms [SGR] LLM time: 8686ms [SGR] Tool time: 33ms [SGR] Tools used: {'grep': 1, 'glob_search': 1} [SGR] Confidence progression: high → high [SGR] High confidence reached at iteration: 1 Logs saved to: /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201947/claude_flow_message_bus_detailed.json /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201947/claude_flow_message_bus_steps.md --- RESULTS --- Expected: ['src/communication/message-bus.ts'] Found: ['src/communication/message-bus.ts'] Matched: ['src/communication/message-bus.ts'] Recall: 100% ================================================================================ SUMMARY ================================================================================ django_model_save: recall=100%, time=12024ms django_login_required: recall=100%, time=16798ms django_404_view: recall=100%, time=10938ms gin_basic_routing: ERROR - None gin_json_render: recall=100%, time=10590ms gin_abort: recall=100%, time=12178ms codeql_js_function: recall=100%, time=9399ms codeql_js_call: recall=100%, time=22016ms infinigen_blender_util: recall=100%, time=10355ms infinigen_seed: recall=100%, time=10560ms qgis_project_layer: recall=100%, time=11883ms qgis_coordinate_transform: ERROR - None claude_flow_create_agent: recall=100%, time=35843ms claude_flow_message_bus: recall=100%, time=8719ms Successful: 12/14 Average recall: 100% Average time: 14275ms Logs saved to: /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201947 Comparison report saved to: /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_201947/comparison_report.md