Qdrant RAG MCP Server

Tools · 25

• search_codebase Semantic search across codebase using Qdrant vector database with hybrid search combining semantic understanding and keyword matching
• index_codebase Index codebase files with AST-based chunking for Python, Shell, Go, JavaScript, and TypeScript
• reindex_codebase Smart incremental reindexing that only processes changed files for 90%+ faster reindexing
• analyze_github_issue RAG-powered GitHub issue analysis with automated fix generation
• create_github_pr Create pull requests with dry-run safety for issue resolution workflows
• manage_github_project Create and manage GitHub Projects V2 with custom dashboards and roadmaps
• list_sub_issues List hierarchical sub-issues with parent/child relationships
• add_sub_issue Add sub-issues to existing GitHub issues
• remove_sub_issue Remove sub-issues from existing GitHub issues
• create_sub_issue Create new hierarchical sub-issues for breaking down complex work
• reorder_sub_issues Reorder sub-issues within a parent issue
• bulk_add_sub_issues_to_project Bulk add sub-issues to Projects V2 with smart field assignment
• reparent_sub_issue Re-parent sub-issues for reorganizing work
• add_issue_comment Add comments to existing GitHub issues for workflow updates and collaboration
• get_context_window_status Monitor what Claude knows in the current session with context window visibility
• get_token_usage Real-time estimates of context window consumption
• get_session_timeline Chronological view of all context-consuming operations
• save_session Persist current session for later analysis
• view_session Analyze patterns across sessions using the session viewer utility
• search_with_context_level Multi-level context search (File → Class → Method) with query intent detection for 50-70% token reduction
• get_semantic_cache Access semantic caching with 0.85 similarity threshold for similar queries
• drill_down_context Expand from overview to detailed context as needed
• search_documentation Index and search markdown documentation files
• get_health_status Built-in health checks with detailed system status
• get_project_info Get information about the current project context