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_154054 Loaded 12 questions ================================================================================ Question: django_request_response_lifecycle Repo: django Query: My custom middleware adds a header but sometimes it's missing in the final response. I suspect somet... ================================================================================ [SGR] Step 0: Analyzing repository context (smart)... [SGR] [Tool] analyze_repo_smart: scanning repository... [SGR] Languages found: {'JavaScript': 48, 'Python': 2884} [SGR] Primary (detected): Python [SGR] Framework (detected): None [SGR] Top dirs: ['django', 'docs', 'extras', 'js_tests', 'scripts', 'tests'] [SGR] Manifests: ['pyproject.toml', 'package.json', 'tests/admin_scripts/custom_templates/project_template/additional_dir/requirements.txt', 'docs/requirements.txt'] [SGR] [Tool] list_dir: . [SGR] Gemini call took 1819ms [SGR] Final Language: python [SGR] Final Framework: Django [SGR] Final Type: web_framework [SGR] Final Key dirs: ['django/apps/', 'django/conf/', 'django/contrib/', 'django/core/', 'django/db/', 'django/dispatch/', 'django/forms/', 'django/http/', 'django/middleware/', 'django/tasks/'] [SGR] Step 1: Analyzing question concepts... [SGR] Gemini call took 1016ms [SGR] Concepts: ['response object', 'middleware sequence', 'header manipulation'] [SGR] User problem: The user needs to understand why a header added by their custom middleware is sometimes missing in the final response. [SGR] What to find: The complete sequence of operations that modify the response object after the custom middleware has executed. [SGR] Question type: debugging [SGR] Step 1.5: Determining search scope... [SGR] Gemini call took 2154ms [SGR] Question focus: implementation [SGR] Exclude dirs: ['examples/', 'documentation/', '.vscode/', '.idea/', '.mypy_cache/']... [SGR] Focus dirs: ['django/middleware', 'django/http'] [SGR] Step 2: Extracting technical terms... [SGR] Exploring actual directory structure... [SGR] [Tool] list_dir: . [SGR] [Tool] list_dir: django/apps/ [SGR] [Tool] list_dir: django/conf/ [SGR] [Tool] list_dir: django/contrib/ [SGR] [Tool] list_dir: django/core/ [SGR] Explored 4 key directories [SGR] Gemini call took 2144ms [SGR] Primary terms: ['response', 'middleware', 'Header'] [SGR] Secondary terms: ['http'] [SGR] Likely files: ['django/http/', 'django/middleware/common.py', 'django/core/handlers/base.py'] [SGR] [Path validation] Removed 1 invalid paths: ['django/http/']... [SGR] Step 2.5: Reading 2 likely files... [SGR] [Tool] read_file: django/middleware/common.py [SGR] [Read] django/middleware/common.py: 9 definitions found [SGR] [Tool] read_file: django/core/handlers/base.py [SGR] [Read] django/core/handlers/base.py: 5 definitions found [SGR] Extracted 14 findings from likely files [SGR] Step 3: Creating search plan... [SGR] Gemini call took 2538ms [SGR] [Fallback] Set grep pattern to: response [SGR] Strategy: keyword_hunt [SGR] Actions: 4 [SGR] 1. grep: response - Search for the primary terms 'response', 'middlewa [SGR] 2. read_file: N/A - Examine the content of 'django/middleware/common.p [SGR] 3. read_file: N/A - Examine the content of 'django/core/handlers/base. [SGR] 4. glob_search: N/A - Find all files related to middleware to get a broa [SGR] Executing 4 initial actions in parallel... [SGR] [Tool] Pattern validation failed: response - Pattern matches everything - too broad [SGR] [Tool] glob_search: * in . [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1171ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 851ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 834ms [SGR] Found relevant: False [SGR] Key findings: ['file_path is required'] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 718ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Gemini call took 1023ms [SGR] LLM decided to stop: [SGR] Step 5: Generating final answer... [SGR] Gemini call took 4771ms [SGR] Summary: The exact sequence of middleware execution and response manipulation in Django is complex and depend... [SGR] Code locations: 2 [SGR] Confidence: medium [SGR] [Tool] read_file: django/core/handlers/base.py [SGR] [Tool] read_file: django/core/handlers/base.py [SGR] [Tool] (cache hit) [SGR] [Tool] read_file: django/middleware/common.py [SGR] [Tool] read_file: django/middleware/common.py [SGR] [Tool] (cache hit) [SGR] Search complete: [SGR] Items found: 2 [SGR] Total iterations: 4 [SGR] Total time: 19374ms [SGR] LLM time: 19364ms [SGR] Tool time: 9ms [SGR] Tools used: {'grep': 1, 'read_file': 2, 'glob_search': 1} [SGR] Confidence progression: low → low → low → low Logs saved to: /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_154054/django_request_response_lifecycle_detailed.json /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_154054/django_request_response_lifecycle_steps.md --- RESULTS --- Expected: ['django/core/handlers/base.py', 'django/core/handlers/wsgi.py', 'django/core/handlers/exception.py', 'django/utils/deprecation.py'] Found: ['django/core/handlers/base.py', 'django/middleware/common.py'] Matched: ['django/core/handlers/base.py'] Recall: 25% ================================================================================ Question: django_queryset_lazy_evaluation Repo: django Query: I have a view that builds up a complex query with many chained methods, but the page loads instantly... ================================================================================ [SGR] Step 0: Analyzing repository context (smart)... [SGR] [Tool] analyze_repo_smart: scanning repository... [SGR] Languages found: {'JavaScript': 48, 'Python': 2884} [SGR] Primary (detected): Python [SGR] Framework (detected): None [SGR] Top dirs: ['django', 'docs', 'extras', 'js_tests', 'scripts', 'tests'] [SGR] Manifests: ['pyproject.toml', 'package.json', 'tests/admin_scripts/custom_templates/project_template/additional_dir/requirements.txt', 'docs/requirements.txt'] [SGR] [Tool] list_dir: . [SGR] Gemini call took 2438ms [SGR] Final Language: python [SGR] Final Framework: Django [SGR] Final Type: web_framework [SGR] Final Key dirs: ['django/apps/', 'django/conf/', 'django/contrib/', 'django/core/', 'django/db/', 'django/dispatch/', 'django/forms/', 'django/http/', 'django/middleware/', 'django/template/'] [SGR] Step 1: Analyzing question concepts... [SGR] Gemini call took 1251ms [SGR] Concepts: ['lazy evaluation', 'query building', 'method chaining', 'delayed execution'] [SGR] User problem: The user expects a complex query to be slow, but it loads instantly. The delay occurs only when looping over the results, indicating delayed query execution. [SGR] What to find: the code that implements the delayed execution of the complex query [SGR] Question type: debugging [SGR] Step 1.5: Determining search scope... [SGR] Gemini call took 1923ms [SGR] Question focus: implementation [SGR] Exclude dirs: ['examples/', 'documentation/', '.vscode/', '.idea/', '.mypy_cache/']... [SGR] Focus dirs: ['django/db/models'] [SGR] Step 2: Extracting technical terms... [SGR] Exploring actual directory structure... [SGR] [Tool] list_dir: . [SGR] [Tool] list_dir: django/apps/ [SGR] [Tool] list_dir: django/conf/ [SGR] [Tool] list_dir: django/contrib/ [SGR] [Tool] list_dir: django/core/ [SGR] Explored 4 key directories [SGR] Gemini call took 4366ms [SGR] Primary terms: ['QuerySet', 'db', 'lazy', 'defer', 'select_related', 'prefetch_related'] [SGR] Secondary terms: ['Query', 'execute'] [SGR] Likely files: ['django/db/models/query.py', 'django/db/models/sql/query.py'] [SGR] Step 2.5: Reading 2 likely files... [SGR] [Tool] read_file: django/db/models/query.py [SGR] [Read] django/db/models/query.py: 7 definitions found [SGR] [Tool] read_file: django/db/models/sql/query.py [SGR] [Read] django/db/models/sql/query.py: 14 definitions found [SGR] Extracted 21 findings from likely files [SGR] Step 3: Creating search plan... [SGR] Gemini call took 2041ms [SGR] [Fallback] Set grep pattern to: QuerySet [SGR] [Fallback] Set grep pattern to: db [SGR] [Fallback] Set grep pattern to: lazy [SGR] [Fallback] Set grep pattern to: defer [SGR] [Fallback] Set grep pattern to: select_related [SGR] Strategy: keyword_hunt [SGR] Actions: 5 [SGR] 1. grep: QuerySet - Search for the term 'QuerySet' to understand its u [SGR] 2. grep: db - Search for the term 'db' to find database-related [SGR] 3. grep: lazy - Search for the term 'lazy' to investigate lazy eva [SGR] 4. grep: defer - Search for the term 'defer' to check for deferred [SGR] 5. grep: select_related - Search for the term 'select_related' to examine ho [SGR] Executing 5 initial actions in parallel... [SGR] [Tool] Pattern validation failed: QuerySet - Pattern matches everything - too broad [SGR] [Tool] Pattern validation failed: db - Pattern matches everything - too broad [SGR] [Tool] Pattern validation failed: lazy - Pattern matches everything - too broad [SGR] [Tool] Pattern validation failed: defer - Pattern matches everything - too broad [SGR] [Tool] Pattern validation failed: select_related - Pattern matches everything - too broad [SGR] Step 3: Interpreting result... [SGR] Gemini call took 917ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 725ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1931ms [SGR] Found relevant: False [SGR] Key findings: ['get_columns', '__iter__', '__repr__', 'params_type', '__str__'] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1317ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1179ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Gemini call took 1886ms [SGR] LLM decided to stop: [SGR] Step 5: Generating final answer... [SGR] Gemini call took 2375ms [SGR] Summary: The delayed execution of a Django QuerySet occurs when the query is actually iterated over, not when... [SGR] Code locations: 2 [SGR] Confidence: high [SGR] [Tool] read_file: django/db/models/query.py [SGR] [Tool] read_file: django/db/models/query.py [SGR] [Tool] (cache hit) [SGR] [Tool] read_file: django/db/models/sql/query.py [SGR] [Tool] read_file: django/db/models/sql/query.py [SGR] [Tool] (cache hit) [SGR] Search complete: [SGR] Items found: 2 [SGR] Total iterations: 5 [SGR] Total time: 22760ms [SGR] LLM time: 22759ms [SGR] Tool time: 1ms [SGR] Tools used: {'grep': 5} [SGR] Confidence progression: low → low → low → low → low Logs saved to: /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_154054/django_queryset_lazy_evaluation_detailed.json /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_154054/django_queryset_lazy_evaluation_steps.md --- RESULTS --- Expected: ['django/db/models/query.py', 'django/db/models/query.py'] Found: ['django/db/models/query.py', 'django/db/models/sql/query.py'] Matched: ['django/db/models/query.py', 'django/db/models/query.py'] Recall: 100% ================================================================================ Question: gin_route_tree_matching Repo: gin Query: I registered /users/new before /users/:id but requests to /users/new are hitting the :id handler. Wh... ================================================================================ [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 1151ms [SGR] Final Language: go [SGR] Final Framework: Gin [SGR] Final Type: web_framework [SGR] Final Key dirs: ['binding/', 'codec/', 'docs/', 'examples/', 'ginS/', 'internal/', 'render/'] [SGR] Step 1: Analyzing question concepts... [SGR] Gemini call took 1908ms [SGR] Concepts: ['route matching', 'pattern overlapping', 'order of registration', 'request routing'] [SGR] User problem: Requests to /users/new are hitting the /users/:id handler even though /users/new was registered first. The user wants to understand why the order of registration matters and how the framework resolves overlapping route patterns. [SGR] What to find: The code that determines how the framework matches incoming requests to registered routes, specifically in cases of overlapping patterns and how registration order influences this matching process. [SGR] Question type: debugging [SGR] Step 1.5: Determining search scope... [SGR] Gemini call took 973ms [SGR] Question focus: implementation [SGR] Exclude dirs: ['examples/', 'docs/']... [SGR] Focus dirs: [] [SGR] Step 2: Extracting technical terms... [SGR] Exploring actual directory structure... [SGR] [Tool] list_dir: . [SGR] [Tool] list_dir: binding/ [SGR] [Tool] list_dir: codec/ [SGR] [Tool] list_dir: docs/ [SGR] [Tool] list_dir: examples/ [SGR] Explored 4 key directories [SGR] Gemini call took 1587ms [SGR] Primary terms: ['router', 'Path', 'TreeNode', 'Match'] [SGR] Secondary terms: ['node', 'pattern'] [SGR] Likely files: [] [SGR] Step 3: Creating search plan... [SGR] Gemini call took 2352ms [SGR] [Fallback] Set grep pattern to: router [SGR] [Fallback] Set grep pattern to: Path [SGR] [Fallback] Set grep pattern to: TreeNode [SGR] [Fallback] Set grep pattern to: Match [SGR] [Fallback] Set grep pattern to: node [SGR] Strategy: keyword_hunt [SGR] Actions: 5 [SGR] 1. grep: router - Search for the primary term 'router' to understand [SGR] 2. grep: Path - Search for the primary term 'Path' to understand h [SGR] 3. grep: TreeNode - Search for the primary term 'TreeNode' to investig [SGR] 4. grep: Match - Search for the primary term 'Match' to find where [SGR] 5. grep: node - Search for the secondary term 'pattern' to find al [SGR] Executing 5 initial actions in parallel... [SGR] [Tool] Pattern validation failed: router - Pattern matches everything - too broad [SGR] [Tool] Pattern validation failed: Path - Pattern matches everything - too broad [SGR] [Tool] Pattern validation failed: TreeNode - Pattern matches everything - too broad [SGR] [Tool] Pattern validation failed: Match - Pattern matches everything - too broad [SGR] [Tool] Pattern validation failed: node - Pattern matches everything - too broad [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1131ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [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 698ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1290ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1224ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Gemini call took 1730ms [SGR] LLM decided to stop: [SGR] Step 5: Generating final answer... [SGR] Gemini call took 1341ms [SGR] Summary: The order in which routes are registered matters because the framework uses a tree-based data struct... [SGR] Code locations: 0 [SGR] Confidence: high [SGR] Search complete: [SGR] Items found: 0 [SGR] Total iterations: 5 [SGR] Total time: 20799ms [SGR] LLM time: 20799ms [SGR] Tool time: 0ms [SGR] Tools used: {'grep': 5} [SGR] Confidence progression: low → low → low → low → low Logs saved to: /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_154054/gin_route_tree_matching_detailed.json /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_154054/gin_route_tree_matching_steps.md --- RESULTS --- Expected: ['tree.go', 'gin.go'] Found: [] Matched: [] Recall: 0% ================================================================================ Question: gin_context_pool_reuse Repo: gin Query: I spawned a goroutine from my handler and passed it the request context, but later the data in the c... ================================================================================ [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 1499ms [SGR] Final Language: go [SGR] Final Framework: Gin [SGR] Final Type: web_framework [SGR] Final Key dirs: ['binding/', 'codec/', 'docs/', 'examples/', 'ginS/', 'internal/', 'render/', 'testdata/'] [SGR] Step 1: Analyzing question concepts... [SGR] Gemini call took 1687ms [SGR] Concepts: ['goroutine context propagation', 'context data corruption', 'concurrent data access', 'request context safety'] [SGR] User problem: The user is experiencing data corruption in request contexts that are passed to goroutines, leading to issues in background tasks. [SGR] What to find: Code that handles context propagation and potential race conditions when using contexts in goroutines. [SGR] Question type: debugging [SGR] Step 1.5: Determining search scope... [SGR] Gemini call took 1269ms [SGR] Question focus: implementation [SGR] Exclude dirs: ['examples/', 'testdata/', 'vendor/', 'node_modules/', 'build/']... [SGR] Focus dirs: ['ginS'] [SGR] Step 2: Extracting technical terms... [SGR] Exploring actual directory structure... [SGR] [Tool] list_dir: . [SGR] [Tool] list_dir: binding/ [SGR] [Tool] list_dir: codec/ [SGR] [Tool] list_dir: docs/ [SGR] [Tool] list_dir: examples/ [SGR] Explored 4 key directories [SGR] Gemini call took 1212ms [SGR] Primary terms: ['context', 'Context', 'go.mod'] [SGR] Secondary terms: ['gin', 'goroutine'] [SGR] Likely files: ['context.go'] [SGR] Step 2.5: Reading 1 likely files... [SGR] [Tool] read_file: context.go [SGR] [Read] context.go: 9 definitions found [SGR] Extracted 9 findings from likely files [SGR] Step 3: Creating search plan... [SGR] Gemini call took 3801ms [SGR] [Fallback] Set grep pattern to: context [SGR] [Fallback] Set grep pattern to: Context [SGR] [Fallback] Set grep pattern to: go.mod [SGR] [Fallback] Set grep pattern to: gin [SGR] [Fallback] Set grep pattern to: goroutine [SGR] Strategy: keyword_hunt [SGR] Actions: 5 [SGR] 1. grep: context - Search for the primary term "context" to understan [SGR] 2. grep: Context - Search for the primary term "Context" to understan [SGR] 3. grep: go.mod - Search for the primary term "go.mod" to understand [SGR] 4. grep: gin - Search for the secondary term "goroutine" to find [SGR] 5. grep: goroutine - Search for the secondary term "gin" to understand [SGR] Executing 5 initial actions in parallel... [SGR] [Tool] Pattern validation failed: context - Pattern matches everything - too broad [SGR] [Tool] Pattern validation failed: Context - Pattern matches everything - too broad [SGR] [Tool] Pattern validation failed: go.mod - Pattern matches everything - too broad [SGR] [Tool] Pattern validation failed: gin - Pattern matches everything - too broad [SGR] [Tool] Pattern validation failed: goroutine - Pattern matches everything - too broad [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] Step 3: Interpreting result... [SGR] Gemini call took 1793ms [SGR] Found relevant: False [SGR] Key findings: ["Method 'HandlerName' in context.go:156", "Method 'HandlerNames' in context.go:162", "Method 'Handler' in context.go:174", "Method 'FullPath' in context.go:184", "Method 'Next' in context.go:195"] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1615ms [SGR] Found relevant: False [SGR] Key findings: ["Method 'HandlerName' in context.go:156", "Method 'HandlerNames' in context.go:162", "Method 'Handler' in context.go:174", "Method 'FullPath' in context.go:184", "Method 'Next' in context.go:195"] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1199ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1301ms [SGR] Found relevant: False [SGR] Key findings: ["Method 'HandlerName' in context.go:156", "Method 'HandlerNames' in context.go:162", "Method 'Handler' in context.go:174", "Method 'FullPath' in context.go:184", "Method 'Next' in context.go:195"] [SGR] Confidence: low [SGR] Need more: True [SGR] Gemini call took 1357ms [SGR] LLM decided to stop: [SGR] Step 5: Generating final answer... [SGR] Gemini call took 4269ms [SGR] Summary: The Gin framework's `Context` object is not safe for concurrent use by multiple goroutines. If you p... [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: 5 [SGR] Total time: 21753ms [SGR] LLM time: 21752ms [SGR] Tool time: 1ms [SGR] Tools used: {'grep': 5} [SGR] Confidence progression: low → low → low → low → low Logs saved to: /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_154054/gin_context_pool_reuse_detailed.json /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_154054/gin_context_pool_reuse_steps.md --- RESULTS --- Expected: ['gin.go', 'context.go'] Found: ['context.go'] Matched: ['context.go'] Recall: 50% ================================================================================ Question: codeql_dataflow_configuration Repo: codeql Query: I wrote a function that validates and escapes user input but CodeQL still reports it as vulnerable. ... ================================================================================ [SGR] Step 0: Analyzing repository context (smart)... [SGR] [Tool] analyze_repo_smart: scanning repository... [SGR] Languages found: {'Python': 1955, 'C++': 5, 'C': 5, 'Go': 814, 'Java': 7, 'CodeQL': 2147, 'JavaScript': 12, 'Rust': 118} [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', 'misc/legacy-support/python/qlpack.yml', 'misc/legacy-support/java/qlpack.yml', 'misc/legacy-support/cpp/qlpack.yml'] [SGR] [Tool] list_dir: . [SGR] Gemini call took 2230ms [SGR] [Override] Language: python → other [SGR] Final Language: other [SGR] Final Framework: None [SGR] Final Type: other [SGR] Final Key dirs: ['actions', 'change-notes', 'config', 'cpp', 'csharp', 'docs', 'go', 'java', 'javascript', 'misc'] [SGR] Step 1: Analyzing question concepts... [SGR] Gemini call took 1601ms [SGR] Concepts: ['input validation', 'data sanitization', 'taint analysis', 'custom sanitizers'] [SGR] User problem: The user has a function for validating and escaping user input, but CodeQL still flags it as a vulnerability. They want to know how to correctly mark their function so that CodeQL recognizes it as a safe source/sink. [SGR] What to find: How to mark a custom validation function as a sanitizer or safe source/sink in CodeQL to prevent false positives in vulnerability scanning. [SGR] Question type: debugging [SGR] Step 1.5: Determining search scope... [SGR] Gemini call took 2102ms [SGR] Question focus: implementation [SGR] Exclude dirs: ['examples/', 'mock/', 'documentation/', 'samples/', 'bench/']... [SGR] Focus dirs: [] [SGR] Step 2: Extracting technical terms... [SGR] Exploring actual directory structure... [SGR] [Tool] list_dir: . [SGR] [Tool] list_dir: actions [SGR] [Tool] list_dir: change-notes [SGR] [Tool] list_dir: config [SGR] [Tool] list_dir: cpp [SGR] Explored 4 key directories [SGR] Gemini call took 3447ms [SGR] Primary terms: ['validation', 'sanitization', 'taint', 'actions', 'extractor'] [SGR] Secondary terms: ['custom', 'safe'] [SGR] Likely files: ['actions/', 'extractor/'] [SGR] [Path validation] Removed 2 invalid paths: ['actions/', 'extractor/']... [SGR] Step 3: Creating search plan... [SGR] Gemini call took 2589ms [SGR] [Fallback] Set grep pattern to: validation [SGR] [Fallback] Set grep pattern to: sanitization [SGR] [Fallback] Set grep pattern to: taint [SGR] [Fallback] Set grep pattern to: actions [SGR] [Fallback] Set grep pattern to: extractor [SGR] Strategy: keyword_hunt [SGR] Actions: 5 [SGR] 1. grep: validation - Search for the term 'validation' to understand how [SGR] 2. grep: sanitization - Search for the term 'sanitization' to find functio [SGR] 3. grep: taint - Search for the term 'taint' to understand how tain [SGR] 4. grep: actions - Search for the pattern 'sanitizer' to identify pot [SGR] 5. grep: extractor - Search for the term 'actions' in conjunction with [SGR] Executing 5 initial actions in parallel... [SGR] [Tool] Pattern validation failed: validation - Pattern matches everything - too broad [SGR] [Tool] Pattern validation failed: sanitization - Pattern matches everything - too broad [SGR] [Tool] Pattern validation failed: taint - Pattern matches everything - too broad [SGR] [Tool] Pattern validation failed: actions - Pattern matches everything - too broad [SGR] [Tool] Pattern validation failed: extractor - Pattern matches everything - too broad [SGR] Step 3: Interpreting result... [SGR] Gemini call took 652ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [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 699ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1613ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 804ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Gemini call took 862ms [SGR] LLM decided to stop: [SGR] Step 5: Generating final answer... [SGR] Gemini call took 2500ms [SGR] Summary: The search did not find any specific code related to marking validation functions to prevent taint f... [SGR] Code locations: 1 [SGR] Confidence: low [SGR] Search complete: [SGR] Items found: 0 [SGR] Total iterations: 5 [SGR] Total time: 20399ms [SGR] LLM time: 20398ms [SGR] Tool time: 1ms [SGR] Tools used: {'grep': 5} [SGR] Confidence progression: low → low → low → low → low Logs saved to: /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_154054/codeql_dataflow_configuration_detailed.json /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_154054/codeql_dataflow_configuration_steps.md --- RESULTS --- Expected: ['javascript/ql/lib/semmle/javascript/dataflow/Configuration.qll', 'javascript/ql/lib/semmle/javascript/dataflow/TaintTracking.qll', 'docs/codeql/codeql-language-guides/analyzing-data-flow-in-javascript-and-typescript.rst'] Found: [] Matched: [] Recall: 0% ================================================================================ Question: codeql_security_query_structure Repo: codeql Query: I want to find places where data from HTTP request parameters ends up being written to the page with... ================================================================================ [SGR] Step 0: Analyzing repository context (smart)... [SGR] [Tool] analyze_repo_smart: scanning repository... [SGR] Languages found: {'Python': 1955, 'C++': 5, 'C': 5, 'Go': 814, 'Java': 7, 'CodeQL': 2147, 'JavaScript': 12, 'Rust': 118} [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', 'misc/legacy-support/python/qlpack.yml', 'misc/legacy-support/java/qlpack.yml', 'misc/legacy-support/cpp/qlpack.yml'] [SGR] [Tool] list_dir: . [SGR] Gemini call took 2512ms [SGR] [Override] Language: python → other [SGR] Final Language: other [SGR] Final Framework: None [SGR] Final Type: other [SGR] Final Key dirs: ['actions', 'change-notes', 'config', 'cpp', 'csharp', 'docs', 'go', 'java', 'javascript', 'misc'] [SGR] Step 1: Analyzing question concepts... [SGR] Gemini call took 1599ms [SGR] Concepts: ['http request parameters', 'unencoded data writing', 'data tracing', 'security vulnerability'] [SGR] User problem: The user wants to find instances where data from HTTP request parameters is written to a page without proper encoding, potentially leading to security vulnerabilities. [SGR] What to find: Code that writes unencoded data from HTTP request parameters to the page, tracing the data flow from input to output. [SGR] Question type: debugging [SGR] Step 1.5: Determining search scope... [SGR] Gemini call took 1100ms [SGR] Question focus: implementation [SGR] Exclude dirs: ['examples/', '__pypackages__/', '.vscode/', '.idea/', 'vendor/']... [SGR] Focus dirs: [] [SGR] Step 2: Extracting technical terms... [SGR] Exploring actual directory structure... [SGR] [Tool] list_dir: . [SGR] [Tool] list_dir: actions [SGR] [Tool] list_dir: change-notes [SGR] [Tool] list_dir: config [SGR] [Tool] list_dir: cpp [SGR] Explored 4 key directories [SGR] Gemini call took 5098ms [SGR] Primary terms: ['http', 'request', 'parameter', 'data', 'write', 'trace', 'security'] [SGR] Secondary terms: ['actions', 'config'] [SGR] Likely files: [] [SGR] Step 3: Creating search plan... [SGR] Gemini call took 1330ms [SGR] [Fallback] Set grep pattern to: http [SGR] [Fallback] Set grep pattern to: request [SGR] [Fallback] Set grep pattern to: parameter [SGR] Strategy: keyword_hunt [SGR] Actions: 4 [SGR] 1. grep: http - Search for patterns related to handling HTTP reque [SGR] 2. grep: request - Search for functions or methods that write data, p [SGR] 3. grep: parameter - Search for terms related to security vulnerabiliti [SGR] 4. glob_search: N/A - Find files that might be related to security or re [SGR] Executing 4 initial actions in parallel... [SGR] [Tool] Pattern validation failed: http - Pattern matches everything - too broad [SGR] [Tool] Pattern validation failed: request - Pattern matches everything - too broad [SGR] [Tool] Pattern validation failed: parameter - Pattern matches everything - too broad [SGR] [Tool] glob_search: * in . [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1103ms [SGR] Found relevant: False [SGR] Key findings: ["Pattern 'http' was too broad and rejected"] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1399ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1172ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1235ms [SGR] Found relevant: False [SGR] Key findings: ['CODE_OF_CONDUCT.md', 'Cargo.toml', 'conftest.py', 'LICENSE', 'README.md'] [SGR] Confidence: low [SGR] Need more: True [SGR] Gemini call took 1433ms [SGR] LLM decided to stop: [SGR] Step 5: Generating final answer... [SGR] Gemini call took 3036ms [SGR] Summary: The search did not yield specific code locations for tracing data from HTTP request parameters to un... [SGR] Code locations: 0 [SGR] Confidence: low [SGR] Search complete: [SGR] Items found: 0 [SGR] Total iterations: 4 [SGR] Total time: 21370ms [SGR] LLM time: 21361ms [SGR] Tool time: 9ms [SGR] Tools used: {'grep': 3, 'glob_search': 1} [SGR] Confidence progression: low → low → low → low Logs saved to: /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_154054/codeql_security_query_structure_detailed.json /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_154054/codeql_security_query_structure_steps.md --- RESULTS --- Expected: ['javascript/ql/lib/semmle/javascript/security/dataflow/DomBasedXssQuery.qll', 'javascript/ql/lib/semmle/javascript/security/dataflow/Xss.qll', 'javascript/ql/lib/semmle/javascript/security/dataflow/ReflectedXssCustomizations.qll'] Found: [] Matched: [] Recall: 0% ================================================================================ Question: infinigen_procedural_material_nodes Repo: infinigen Query: I want to create materials that look different each time based on a seed value - like varied wood gr... ================================================================================ [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 2115ms [SGR] Final Language: python [SGR] Final Framework: other [SGR] Final Type: other [SGR] Final Key dirs: ['infinigen/assets/', 'infinigen/core/', 'infinigen/datagen/', 'infinigen/terrain/', 'infinigen/tools/', 'infinigen_examples/configs_indoor/', 'infinigen_examples/configs_nature/', 'infinigen_examples/constraints/', 'scripts/install/', 'scripts/launch/'] [SGR] Step 1: Analyzing question concepts... [SGR] Gemini call took 1091ms [SGR] Concepts: ['procedural generation', 'randomization', 'seed value', 'texture synthesis', 'Blender rendering integration'] [SGR] User problem: The user wants to create randomized visual effects, such as wood grain or rust, that change with each render based on a seed value. [SGR] What to find: Code that handles the generation of randomized appearances and their connection to Blender rendering. [SGR] Question type: how_it_works [SGR] Step 1.5: Determining search scope... [SGR] Gemini call took 1122ms [SGR] Question focus: implementation [SGR] Exclude dirs: ['infinigen_examples/', 'infinigen/assets/', 'scripts/install/', 'scripts/launch/']... [SGR] Focus dirs: ['infinigen/terrain', 'infinigen/tools', 'infinigen/datagen', 'infinigen/core'] [SGR] Step 2: Extracting technical terms... [SGR] Exploring actual directory structure... [SGR] [Tool] list_dir: . [SGR] [Tool] list_dir: infinigen/assets/ [SGR] [Tool] list_dir: infinigen/core/ [SGR] [Tool] list_dir: infinigen/datagen/ [SGR] [Tool] list_dir: infinigen/terrain/ [SGR] Explored 4 key directories [SGR] Gemini call took 1907ms [SGR] Primary terms: ['render', 'launch_blender', 'eevee_render', 'post_render', 'ProceduralGeneration', 'random', 'seed', 'texture'] [SGR] Secondary terms: ['infinigen', 'assets', 'datagen', 'core'] [SGR] Likely files: ['infinigen/launch_blender.py', 'infinigen/core/rendering/render.py', 'scripts/eevee_render.py'] [SGR] Step 2.5: Reading 3 likely files... [SGR] [Tool] read_file: infinigen/launch_blender.py [SGR] [Read] infinigen/launch_blender.py: 1 definitions found [SGR] [Tool] read_file: infinigen/core/rendering/render.py [SGR] [Read] infinigen/core/rendering/render.py: 6 definitions found [SGR] [Tool] read_file: scripts/eevee_render.py [SGR] [Read] scripts/eevee_render.py: 2 definitions found [SGR] Extracted 9 findings from likely files [SGR] Step 3: Creating search plan... [SGR] Gemini call took 2674ms [SGR] [Fallback] Set grep pattern to: render [SGR] [Fallback] Set grep pattern to: launch_blender [SGR] [Fallback] Set grep pattern to: eevee_render [SGR] [Fallback] Set grep pattern to: post_render [SGR] [Fallback] Set grep pattern to: ProceduralGeneration [SGR] Strategy: keyword_hunt [SGR] Actions: 5 [SGR] 1. grep: render - Search for the term 'random' in the context of ren [SGR] 2. grep: launch_blender - Search for the term 'seed' in the context of rende [SGR] 3. grep: eevee_render - Search for the term 'ProceduralGeneration' to unde [SGR] 4. grep: post_render - Search for the term 'texture' to understand how te [SGR] 5. grep: ProceduralGeneration - Search for how Blender rendering is initiated. [SGR] Executing 5 initial actions in parallel... [SGR] [Tool] Pattern validation failed: render - Pattern matches everything - too broad [SGR] [Tool] Pattern validation failed: launch_blender - Pattern matches everything - too broad [SGR] [Tool] Pattern validation failed: eevee_render - Pattern matches everything - too broad [SGR] [Tool] Pattern validation failed: post_render - Pattern matches everything - too broad [SGR] [Tool] Pattern validation failed: ProceduralGeneration - Pattern matches everything - too broad [SGR] Step 3: Interpreting result... [SGR] Gemini call took 803ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 816ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 739ms [SGR] Found relevant: False [SGR] Key findings: ["Pattern 'eevee_render' rejected as too broad"] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1809ms [SGR] Found relevant: False [SGR] Key findings: ["Pattern 'post_render' rejected: Pattern matches everything - too broad"] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 787ms [SGR] Found relevant: False [SGR] Key findings: ["Pattern 'ProceduralGeneration' rejected: Pattern matches everything - too broad"] [SGR] Confidence: low [SGR] Need more: True [SGR] Gemini call took 669ms [SGR] LLM decided to stop: [SGR] Step 5: Generating final answer... [SGR] Gemini call took 1494ms [SGR] Summary: The repository does not contain specific information on how randomized appearances are constructed u... [SGR] Code locations: 3 [SGR] Confidence: low [SGR] [Tool] read_file: infinigen/launch_blender.py [SGR] [Tool] read_file: infinigen/launch_blender.py [SGR] [Tool] (cache hit) [SGR] [Tool] read_file: infinigen/core/rendering/render.py [SGR] [Tool] read_file: infinigen/core/rendering/render.py [SGR] [Tool] (cache hit) [SGR] [Tool] read_file: scripts/eevee_render.py [SGR] [Tool] read_file: scripts/eevee_render.py [SGR] [Tool] (cache hit) [SGR] Search complete: [SGR] Items found: 3 [SGR] Total iterations: 5 [SGR] Total time: 16093ms [SGR] LLM time: 16093ms [SGR] Tool time: 1ms [SGR] Tools used: {'grep': 5} [SGR] Confidence progression: low → low → low → low → low Logs saved to: /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_154054/infinigen_procedural_material_nodes_detailed.json /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_154054/infinigen_procedural_material_nodes_steps.md --- RESULTS --- Expected: ['infinigen/core/nodes/node_wrangler.py', 'infinigen/core/nodes/node_utils.py', 'infinigen/core/surface.py'] Found: ['infinigen/launch_blender.py', 'infinigen/core/rendering/render.py', 'scripts/eevee_render.py'] Matched: [] Recall: 0% ================================================================================ Question: infinigen_asset_placement_pipeline Repo: infinigen Query: When generating a nature scene, objects need to be distributed realistically - grass under trees, ro... ================================================================================ [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 2689ms [SGR] Final Language: python [SGR] Final Framework: other [SGR] Final Type: other [SGR] Final Key dirs: ['infinigen/assets/', 'infinigen/core/', 'infinigen/datagen/', 'infinigen/OcMesher/', 'infinigen/terrain/', 'infinigen/tools/', 'infinigen_examples/configs_indoor/', 'infinigen_examples/configs_nature/', 'infinigen_examples/constraints/', 'infinigen_examples/util/'] [SGR] Step 1: Analyzing question concepts... [SGR] Gemini call took 1760ms [SGR] Concepts: ['spatial constraints', 'object distribution', 'object density', 'realistic scene generation'] [SGR] User problem: The user wants to understand how the system ensures realistic object placement in generated nature scenes, respecting constraints like object density and spatial relationships. [SGR] What to find: The code that enforces spatial constraints and handles object distribution in the scene generation pipeline. [SGR] Question type: how_it_works [SGR] Step 1.5: Determining search scope... [SGR] Gemini call took 1767ms [SGR] Question focus: implementation [SGR] Exclude dirs: ['infinigen_examples/configs_indoor/', 'infinigen_examples/constraints/', 'infinigen_examples/configs_nature/', 'infinigen_examples/util/']... [SGR] Focus dirs: ['infinigen/OcMesher', 'infinigen/datagen', 'infinigen/assets', 'infinigen/tools', 'infinigen/terrain', 'infinigen/core'] [SGR] Step 2: Extracting technical terms... [SGR] Exploring actual directory structure... [SGR] [Tool] list_dir: . [SGR] [Tool] list_dir: infinigen/assets/ [SGR] [Tool] list_dir: infinigen/core/ [SGR] [Tool] list_dir: infinigen/datagen/ [SGR] [Tool] list_dir: infinigen/OcMesher/ [SGR] Explored 3 key directories [SGR] Gemini call took 4725ms [SGR] Primary terms: ['constraints', 'placement', 'density', 'ObjectDistribution', 'SpatialConstraint'] [SGR] Secondary terms: ['scene_generation', 'distribution'] [SGR] Likely files: ['infinigen/core/constraints/', 'infinigen/core/placement/', 'infinigen/core/placement/density.py'] [SGR] [Path validation] Removed 2 invalid paths: ['infinigen/core/constraints/', 'infinigen/core/placement/']... [SGR] Step 2.5: Reading 1 likely files... [SGR] [Tool] read_file: infinigen/core/placement/density.py [SGR] [Read] infinigen/core/placement/density.py: 4 definitions found [SGR] Extracted 4 findings from likely files [SGR] Step 3: Creating search plan... [SGR] Gemini call took 3022ms [SGR] [Fallback] Set grep pattern to: constraints [SGR] [Fallback] Set grep pattern to: placement [SGR] [Fallback] Set grep pattern to: density [SGR] Strategy: keyword_hunt [SGR] Actions: 4 [SGR] 1. grep: constraints - Search for 'ObjectDistribution' and 'SpatialConstr [SGR] 2. grep: placement - Search for 'density' to understand how object dens [SGR] 3. grep: density - Search for 'distribution' and 'placement' to under [SGR] 4. read_file: N/A - Read the likely file 'infinigen/core/placement/den [SGR] Executing 4 initial actions in parallel... [SGR] [Tool] Pattern validation failed: constraints - Pattern matches everything - too broad [SGR] [Tool] Pattern validation failed: placement - Pattern matches everything - too broad [SGR] [Tool] Pattern validation failed: density - Pattern matches everything - too broad [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1457ms [SGR] Found relevant: False [SGR] Key findings: ['Pattern matches everything - too broad'] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1195ms [SGR] Found relevant: True [SGR] Key findings: ["Found function 'set_tag_dict' in infinigen/core/placement/density.py:23", "Found function 'tag_mask' in infinigen/core/placement/density.py:28", "Found function 'placement_mask' in infinigen/core/placement/density.py:55", "Found method 'selection' in infinigen/core/placement/density.py:65"] [SGR] Confidence: medium [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 15438ms [SGR] Gemini call took 2100ms [SGR] Found relevant: True [SGR] Key findings: ["Found function 'set_tag_dict' in infinigen/core/placement/density.py:23", "Found function 'tag_mask' in infinigen/core/placement/density.py:28", "Found function 'placement_mask' in infinigen/core/placement/density.py:55", "Found method 'selection' in infinigen/core/placement/density.py:65"] [SGR] Confidence: medium [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 869ms [SGR] Found relevant: False [SGR] Key findings: ['Error: file_path is required'] [SGR] Confidence: low [SGR] Need more: True [SGR] Gemini call took 1019ms [SGR] LLM decided to stop: [SGR] Step 5: Generating final answer... [SGR] Gemini call took 3989ms [SGR] Summary: The pipeline appears to handle spatial constraints and object density through functions like `set_ta... [SGR] Code locations: 1 [SGR] Confidence: medium [SGR] [Tool] read_file: infinigen/core/placement/density.py [SGR] [Tool] read_file: infinigen/core/placement/density.py [SGR] [Tool] (cache hit) [SGR] Search complete: [SGR] Items found: 1 [SGR] Total iterations: 4 [SGR] Total time: 44821ms [SGR] LLM time: 44821ms [SGR] Tool time: 1ms [SGR] Tools used: {'grep': 3, 'read_file': 1} [SGR] Confidence progression: low → medium → medium → low Logs saved to: /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_154054/infinigen_asset_placement_pipeline_detailed.json /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_154054/infinigen_asset_placement_pipeline_steps.md --- RESULTS --- Expected: ['infinigen/core/placement/factory.py', 'infinigen/core/placement/placement.py', 'infinigen/core/placement/density.py', 'infinigen/core/placement/instance_scatter.py'] Found: ['infinigen/core/placement/density.py'] Matched: ['infinigen/core/placement/density.py'] Recall: 25% ================================================================================ Question: qgis_map_rendering_pipeline Repo: QGIS Query: When I have 10 heavy layers and pan the map, the UI stays responsive and layers appear progressively... ================================================================================ [SGR] Step 0: Analyzing repository context (smart)... [SGR] [Tool] analyze_repo_smart: scanning repository... [SGR] Languages found: {'Python': 3312} [SGR] Primary (detected): Python [SGR] Framework (detected): None [SGR] Top dirs: ['cmake', 'cmake_templates', 'debian', 'doc', 'editors', 'external', 'i18n', 'images', 'linux', 'ms-windows'] [SGR] Manifests: ['requirements.txt', 'setup.cfg', '.docker/qgis_resources/requirements.txt'] [SGR] [Tool] list_dir: . [SGR] Gemini call took 1220ms [SGR] Final Language: python [SGR] Final Framework: None [SGR] Final Type: other [SGR] Final Key dirs: ['cmake', 'cmake_templates', 'debian', 'doc', 'editors', 'external', 'i18n', 'images', 'linux', 'ms-windows'] [SGR] Step 1: Analyzing question concepts... [SGR] Gemini call took 995ms [SGR] Concepts: ['progressive rendering', 'background drawing', 'UI responsiveness', 'map panning', 'layer management'] [SGR] User problem: The user wants to understand how the application efficiently draws many map layers progressively without freezing the UI, and how the background drawing is coordinated. [SGR] What to find: code that handles progressive layer drawing and coordinates background drawing [SGR] Question type: how_it_works [SGR] Step 1.5: Determining search scope... [SGR] Gemini call took 1408ms [SGR] Question focus: implementation [SGR] Exclude dirs: ['examples/', 'documentation/', 'samples/', 'external/', 'bench/']... [SGR] Focus dirs: [] [SGR] Step 2: Extracting technical terms... [SGR] Exploring actual directory structure... [SGR] [Tool] list_dir: . [SGR] [Tool] list_dir: cmake [SGR] [Tool] list_dir: cmake_templates [SGR] [Tool] list_dir: debian [SGR] [Tool] list_dir: doc [SGR] Explored 4 key directories [SGR] Gemini call took 1533ms [SGR] Primary terms: ['rendering', 'drawing', 'layer', 'responsive', 'pan'] [SGR] Secondary terms: ['progress', 'background'] [SGR] Likely files: ['src/core/qgsrendering.cpp', 'src/core/qgsmapcanvas.cpp', 'src/gui/qgsmapcanvas.cpp'] [SGR] [Path validation] Removed 1 invalid paths: ['src/core/qgsrendering.cpp']... [SGR] Step 2.5: Reading 2 likely files... [SGR] [Tool] read_file: src/gui/qgsmapcanvas.cpp [SGR] [Read] src/gui/qgsmapcanvas.cpp: 0 definitions found [SGR] [Tool] read_file: src/gui/qgsmapcanvas.cpp [SGR] [Tool] (cache hit) [SGR] [Read] src/gui/qgsmapcanvas.cpp: 0 definitions found [SGR] Extracted 0 findings from likely files [SGR] Step 3: Creating search plan... [SGR] Gemini call took 2017ms [SGR] [Fallback] Set grep pattern to: rendering [SGR] [Fallback] Set grep pattern to: drawing [SGR] [Fallback] Set grep pattern to: layer [SGR] [Fallback] Set grep pattern to: responsive [SGR] [Fallback] Set grep pattern to: pan [SGR] Strategy: keyword_hunt [SGR] Actions: 5 [SGR] 1. grep: rendering - Search for the primary term 'rendering' to underst [SGR] 2. grep: drawing - Search for the primary term 'drawing' to understan [SGR] 3. grep: layer - Search for the primary term 'layer' to understand [SGR] 4. grep: responsive - Search for the primary term 'responsive' to unders [SGR] 5. grep: pan - Search for the primary term 'pan' to understand th [SGR] Executing 5 initial actions in parallel... [SGR] [Tool] Pattern validation failed: rendering - Pattern matches everything - too broad [SGR] [Tool] Pattern validation failed: drawing - Pattern matches everything - too broad [SGR] [Tool] Pattern validation failed: layer - Pattern matches everything - too broad [SGR] [Tool] Pattern validation failed: responsive - Pattern matches everything - too broad [SGR] [Tool] Pattern validation failed: pan - Pattern matches everything - too broad [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1246ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 784ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 866ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 822ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1213ms [SGR] Found relevant: False [SGR] Key findings: ['Pattern rejected: Pattern matches everything - too broad'] [SGR] Confidence: low [SGR] Need more: True [SGR] Gemini call took 1242ms [SGR] LLM decided to stop: [SGR] Step 5: Generating final answer... [SGR] Gemini call took 1754ms [SGR] Summary: The provided search results do not contain information about how the application splits up the drawi... [SGR] Code locations: 0 [SGR] Confidence: low [SGR] Search complete: [SGR] Items found: 0 [SGR] Total iterations: 5 [SGR] Total time: 15519ms [SGR] LLM time: 15518ms [SGR] Tool time: 1ms [SGR] Tools used: {'grep': 5} [SGR] Confidence progression: low → low → low → low → low Logs saved to: /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_154054/qgis_map_rendering_pipeline_detailed.json /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_154054/qgis_map_rendering_pipeline_steps.md --- RESULTS --- Expected: ['src/core/maprenderer/qgsmaprendererparalleljob.cpp', 'src/core/maprenderer/qgsmaprendererjob.cpp', 'src/gui/qgsmapcanvas.cpp'] Found: [] Matched: [] Recall: 0% ================================================================================ Question: qgis_expression_evaluation Repo: QGIS Query: I have a complex formula in my label settings that calculates text from multiple fields and geometry... ================================================================================ [SGR] Step 0: Analyzing repository context (smart)... [SGR] [Tool] analyze_repo_smart: scanning repository... [SGR] Languages found: {'Python': 3312} [SGR] Primary (detected): Python [SGR] Framework (detected): None [SGR] Top dirs: ['cmake', 'cmake_templates', 'debian', 'doc', 'editors', 'external', 'i18n', 'images', 'linux', 'ms-windows'] [SGR] Manifests: ['requirements.txt', 'setup.cfg', '.docker/qgis_resources/requirements.txt'] [SGR] [Tool] list_dir: . [SGR] Gemini call took 1210ms [SGR] Final Language: python [SGR] Final Framework: PyQt6 [SGR] Final Type: other [SGR] Final Key dirs: ['cmake', 'debian', 'python', 'resources'] [SGR] Step 1: Analyzing question concepts... [SGR] Gemini call took 1121ms [SGR] Concepts: ['formula calculation', 'label settings', 'performance optimization', 'geometry properties', 'large datasets'] [SGR] User problem: The user is experiencing slow rendering performance on large datasets due to a complex formula calculation in label settings. [SGR] What to find: The code responsible for calculating the formula in label settings and potential optimizations for this calculation. [SGR] Question type: debugging [SGR] Step 1.5: Determining search scope... [SGR] Gemini call took 2049ms [SGR] Question focus: implementation [SGR] Exclude dirs: ['examples/', 'cmake/', 'documentation/', 'samples/', 'debian/']... [SGR] Focus dirs: ['python'] [SGR] Step 2: Extracting technical terms... [SGR] Exploring actual directory structure... [SGR] [Tool] list_dir: . [SGR] [Tool] list_dir: cmake [SGR] [Tool] list_dir: debian [SGR] [Tool] list_dir: python [SGR] [Tool] list_dir: resources [SGR] Explored 4 key directories [SGR] Gemini call took 2971ms [SGR] Primary terms: ['qgis.core', 'qgis.gui', 'qgis.utils', 'QgsPointXY', 'QgsRectangle', 'QgsFeature', 'QgsLabel', 'QgsVectorLayer'] [SGR] Secondary terms: ['QgsProject', 'QgsExpression', 'QgsPalLayerSettings', 'QgsGeometry'] [SGR] Likely files: ['python/core/', 'python/gui/', 'python/analysis/'] [SGR] [Path validation] Removed 3 invalid paths: ['python/core/', 'python/gui/', 'python/analysis/']... [SGR] Step 3: Creating search plan... [SGR] Gemini call took 4026ms [SGR] [Fallback] Set grep pattern to: qgis.core [SGR] [Fallback] Set grep pattern to: qgis.gui [SGR] [Fallback] Set grep pattern to: qgis.utils [SGR] [Fallback] Set grep pattern to: QgsPointXY [SGR] [Fallback] Set grep pattern to: QgsRectangle [SGR] Strategy: keyword_hunt [SGR] Actions: 5 [SGR] 1. grep: qgis.core - Search for the core QGIS expression evaluation cla [SGR] 2. grep: qgis.gui - Search for how label settings are applied, looking [SGR] 3. grep: qgis.utils - Search for how geometry properties are accessed an [SGR] 4. grep: QgsPointXY - Search for QgsFeature, as the formula likely opera [SGR] 5. grep: QgsRectangle - Search for QgsLabel, to understand how labels are [SGR] Executing 5 initial actions in parallel... [SGR] [Tool] Pattern validation failed: qgis.core - Pattern matches everything - too broad [SGR] [Tool] Pattern validation failed: qgis.gui - Pattern matches everything - too broad [SGR] [Tool] Pattern validation failed: qgis.utils - Pattern matches everything - too broad [SGR] [Tool] Pattern validation failed: QgsPointXY - Pattern matches everything - too broad [SGR] [Tool] Pattern validation failed: QgsRectangle - Pattern matches everything - too broad [SGR] Step 3: Interpreting result... [SGR] Gemini call took 17765ms [SGR] Gemini call took 636ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 929ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 573ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1278ms [SGR] Found relevant: False [SGR] Key findings: ["Pattern 'QgsPointXY' rejected as too broad"] [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] Gemini call took 1106ms [SGR] LLM decided to stop: [SGR] Step 5: Generating final answer... [SGR] Gemini call took 1566ms [SGR] Summary: The provided search results do not contain information about where complex formula calculations happ... [SGR] Code locations: 1 [SGR] Confidence: low [SGR] Search complete: [SGR] Items found: 0 [SGR] Total iterations: 5 [SGR] Total time: 41757ms [SGR] LLM time: 41756ms [SGR] Tool time: 1ms [SGR] Tools used: {'grep': 5} [SGR] Confidence progression: low → low → low → low → low Logs saved to: /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_154054/qgis_expression_evaluation_detailed.json /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_154054/qgis_expression_evaluation_steps.md --- RESULTS --- Expected: ['src/core/expression/qgsexpression.cpp', 'src/core/qgsexpressioncontext.h', 'src/core/labeling/qgspallabeling.cpp'] Found: [] Matched: [] Recall: 0% ================================================================================ Question: claude_flow_agent_coordination Repo: claude-flow Query: I started multiple workers to process different parts of a project but two of them tried to modify t... ================================================================================ [SGR] Step 0: Analyzing repository context (smart)... [SGR] [Tool] analyze_repo_smart: scanning repository... [SGR] Languages found: {'JavaScript': 1154, '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 1034ms [SGR] Final Language: javascript [SGR] Final Framework: Express [SGR] Final Type: other [SGR] Final Key dirs: ['benchmark', 'docker', 'docs', 'examples', 'hooks', 'models', 'scripts', 'src'] [SGR] Step 1: Analyzing question concepts... [SGR] Gemini call took 1251ms [SGR] Concepts: ['concurrency control', 'file locking', 'inter-process communication', 'resource contention'] [SGR] User problem: Multiple workers are trying to modify the same file at the same time, leading to data corruption. [SGR] What to find: The code that handles concurrency control and prevents multiple workers from accessing the same file simultaneously. [SGR] Question type: debugging [SGR] Step 1.5: Determining search scope... [SGR] Gemini call took 1787ms [SGR] Question focus: implementation [SGR] Exclude dirs: ['examples/', 'scripts/', 'docker/', 'benchmark/', 'models/']... [SGR] Focus dirs: [] [SGR] Step 2: Extracting technical terms... [SGR] Exploring actual directory structure... [SGR] [Tool] list_dir: . [SGR] [Tool] list_dir: benchmark [SGR] [Tool] list_dir: docker [SGR] [Tool] list_dir: docs [SGR] [Tool] list_dir: examples [SGR] Explored 4 key directories [SGR] Gemini call took 2785ms [SGR] Primary terms: ['concurrent', 'lock', 'ipc', 'coordination'] [SGR] Secondary terms: ['process', 'sync'] [SGR] Likely files: ['bin/concurrent-display.js', 'bin/coordination.js'] [SGR] Step 2.5: Reading 2 likely files... [SGR] [Tool] read_file: bin/concurrent-display.js [SGR] [Read] bin/concurrent-display.js: 0 definitions found [SGR] [Tool] read_file: bin/coordination.js [SGR] [Read] bin/coordination.js: 4 definitions found [SGR] Extracted 4 findings from likely files [SGR] Step 3: Creating search plan... [SGR] Gemini call took 1892ms [SGR] [Fallback] Set grep pattern to: concurrent [SGR] [Fallback] Set grep pattern to: lock [SGR] Strategy: keyword_hunt [SGR] Actions: 4 [SGR] 1. grep: concurrent - Search for files that handle concurrency and locki [SGR] 2. grep: lock - Search for files related to inter-process communic [SGR] 3. glob_search: N/A - Find files with names related to coordination. [SGR] 4. read_file: N/A - Examine the contents of a specific file that might [SGR] Executing 4 initial actions in parallel... [SGR] [Tool] Pattern validation failed: concurrent - Pattern matches everything - too broad [SGR] [Tool] Pattern validation failed: lock - Pattern matches everything - too broad [SGR] [Tool] glob_search: * in . [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1045ms [SGR] Found relevant: False [SGR] Key findings: ['Error: Pattern rejected: Pattern matches everything - too broad'] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1005ms [SGR] Found relevant: False [SGR] Key findings: ['Error: Pattern rejected: Pattern matches everything - too broad'] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1373ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [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 918ms [SGR] LLM decided to stop: [SGR] Step 5: Generating final answer... [SGR] Gemini call took 1809ms [SGR] Summary: The provided search results do not contain information about how to handle concurrent file modificat... [SGR] Code locations: 1 [SGR] Confidence: low [SGR] [Tool] read_file: bin/coordination.js [SGR] [Tool] read_file: bin/coordination.js [SGR] [Tool] (cache hit) [SGR] Search complete: [SGR] Items found: 1 [SGR] Total iterations: 4 [SGR] Total time: 15840ms [SGR] LLM time: 15838ms [SGR] Tool time: 3ms [SGR] Tools used: {'grep': 2, 'glob_search': 1, 'read_file': 1} [SGR] Confidence progression: low → low → low → low Logs saved to: /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_154054/claude_flow_agent_coordination_detailed.json /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_154054/claude_flow_agent_coordination_steps.md --- RESULTS --- Expected: ['src/task/coordination.ts', 'src/cli/simple-commands/inject-memory-protocol.js', 'src/resources/resource-manager.ts'] Found: ['bin/coordination.js'] Matched: [] Recall: 0% ================================================================================ Question: claude_flow_memory_system Repo: claude-flow Query: My AI assistant learned my coding preferences during our session but after restarting it forgot ever... ================================================================================ [SGR] Step 0: Analyzing repository context (smart)... [SGR] [Tool] analyze_repo_smart: scanning repository... [SGR] Languages found: {'JavaScript': 1154, '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 1005ms [SGR] Final Language: javascript [SGR] Final Framework: Express [SGR] Final Type: other [SGR] Final Key dirs: ['benchmark', 'bin', 'docker', 'docs', 'examples', 'hooks', 'models', 'scripts', 'src'] [SGR] Step 1: Analyzing question concepts... [SGR] Gemini call took 898ms [SGR] Concepts: ['persistence', 'state management', 'user preferences', 'data storage'] [SGR] User problem: The user wants to make their AI assistant remember coding preferences permanently after restarting, as it currently forgets them. [SGR] What to find: The location where the AI assistant saves user preferences and the mechanism for persisting this information. [SGR] Question type: debugging [SGR] Step 1.5: Determining search scope... [SGR] Gemini call took 1599ms [SGR] Question focus: implementation [SGR] Exclude dirs: ['examples/', 'mock/', 'samples/', 'bench/', 'mocks/']... [SGR] Focus dirs: [] [SGR] Step 2: Extracting technical terms... [SGR] Exploring actual directory structure... [SGR] [Tool] list_dir: . [SGR] [Tool] list_dir: benchmark [SGR] [Tool] list_dir: bin [SGR] [Tool] list_dir: docker [SGR] [Tool] list_dir: docs [SGR] Explored 4 key directories [SGR] Gemini call took 3085ms [SGR] Primary terms: ['persistence', 'state management', 'user preferences', 'data storage'] [SGR] Secondary terms: ['memory', 'session-manager'] [SGR] Likely files: ['bin/memory.js', 'bin/session-manager.js'] [SGR] [Path validation] Removed 1 invalid paths: ['bin/session-manager.js']... [SGR] Step 2.5: Reading 1 likely files... [SGR] [Tool] read_file: bin/memory.js [SGR] [Read] bin/memory.js: 4 definitions found [SGR] Extracted 4 findings from likely files [SGR] Step 3: Creating search plan... [SGR] Gemini call took 3314ms [SGR] [Fallback] Set grep pattern to: persistence [SGR] [Fallback] Set grep pattern to: state management [SGR] [Fallback] Set grep pattern to: user preferences [SGR] [Fallback] Set grep pattern to: data storage [SGR] Strategy: keyword_hunt [SGR] Actions: 5 [SGR] 1. grep: persistence - Search for files related to 'persistence' to under [SGR] 2. grep: state management - Search for files related to 'state management' to [SGR] 3. grep: user preferences - Search for files related to 'user preferences' to [SGR] 4. grep: data storage - Search for files related to 'data storage' to iden [SGR] 5. read_file: N/A - Read the content of `bin/memory.js` as it is a lik [SGR] Executing 5 initial actions in parallel... [SGR] [Tool] Pattern validation failed: persistence - Pattern matches everything - too broad [SGR] [Tool] Pattern validation failed: state management - Pattern matches everything - too broad [SGR] [Tool] Pattern validation failed: user preferences - Pattern matches everything - too broad [SGR] [Tool] Pattern validation failed: data storage - Pattern matches everything - too broad [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1828ms [SGR] Found relevant: False [SGR] Key findings: ['bin/memory.js'] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 9796ms [SGR] Gemini call took 966ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1161ms [SGR] Found relevant: False [SGR] Key findings: [] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1771ms [SGR] Found relevant: False [SGR] Key findings: ['bin/memory.js'] [SGR] Confidence: low [SGR] Need more: True [SGR] Step 3: Interpreting result... [SGR] Gemini call took 1062ms [SGR] Found relevant: False [SGR] Key findings: ['Error: file_path is required'] [SGR] Confidence: low [SGR] Need more: True [SGR] Gemini call took 986ms [SGR] LLM decided to stop: [SGR] Step 5: Generating final answer... [SGR] Gemini call took 3263ms [SGR] Summary: The AI assistant likely stores user preferences in `bin/memory.js`. This file contains functions suc... [SGR] Code locations: 1 [SGR] Confidence: medium [SGR] [Tool] read_file: bin/memory.js [SGR] [Tool] read_file: bin/memory.js [SGR] [Tool] (cache hit) [SGR] Search complete: [SGR] Items found: 1 [SGR] Total iterations: 5 [SGR] Total time: 32016ms [SGR] LLM time: 32015ms [SGR] Tool time: 1ms [SGR] Tools used: {'grep': 4, 'read_file': 1} [SGR] Confidence progression: low → low → low → low → low Logs saved to: /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_154054/claude_flow_memory_system_detailed.json /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_154054/claude_flow_memory_system_steps.md --- RESULTS --- Expected: ['src/swarm/memory.ts', 'src/core/DatabaseManager.ts', 'src/cli/simple-commands/init/templates/memory-bank-md.js'] Found: ['bin/memory.js'] Matched: [] Recall: 0% ================================================================================ SUMMARY ================================================================================ django_request_response_lifecycle: recall=25%, time=19374ms django_queryset_lazy_evaluation: recall=100%, time=22760ms gin_route_tree_matching: ERROR - None gin_context_pool_reuse: recall=50%, time=21753ms codeql_dataflow_configuration: ERROR - None codeql_security_query_structure: ERROR - None infinigen_procedural_material_nodes: ERROR - None infinigen_asset_placement_pipeline: recall=25%, time=44821ms qgis_map_rendering_pipeline: ERROR - None qgis_expression_evaluation: ERROR - None claude_flow_agent_coordination: ERROR - None claude_flow_memory_system: ERROR - None Successful: 4/12 Average recall: 50% Average time: 27177ms Logs saved to: /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_154054 Comparison report saved to: /Users/mix0z/PycharmProjects/Semantic-Search-MCP/logs/sgr_runs/20251207_154054/comparison_report.md