{"slug":"ancoleman/qdrant-rag-mcp","name":"Qdrant RAG MCP Server","description":"A semantic search server for codebases using Qdrant, featuring intelligent GitHub issue and project management.","category":"search","tags":[],"official":false,"stars":9,"transport":"stdio","install":null,"tools":[{"name":"search_codebase","description":"Semantic search across codebase using Qdrant vector database with hybrid search combining semantic understanding and keyword matching"},{"name":"index_codebase","description":"Index codebase files with AST-based chunking for Python, Shell, Go, JavaScript, and TypeScript"},{"name":"reindex_codebase","description":"Smart incremental reindexing that only processes changed files for 90%+ faster reindexing"},{"name":"analyze_github_issue","description":"RAG-powered GitHub issue analysis with automated fix generation"},{"name":"create_github_pr","description":"Create pull requests with dry-run safety for issue resolution workflows"},{"name":"manage_github_project","description":"Create and manage GitHub Projects V2 with custom dashboards and roadmaps"},{"name":"list_sub_issues","description":"List hierarchical sub-issues with parent/child relationships"},{"name":"add_sub_issue","description":"Add sub-issues to existing GitHub issues"},{"name":"remove_sub_issue","description":"Remove sub-issues from existing GitHub issues"},{"name":"create_sub_issue","description":"Create new hierarchical sub-issues for breaking down complex work"},{"name":"reorder_sub_issues","description":"Reorder sub-issues within a parent issue"},{"name":"bulk_add_sub_issues_to_project","description":"Bulk add sub-issues to Projects V2 with smart field assignment"},{"name":"reparent_sub_issue","description":"Re-parent sub-issues for reorganizing work"},{"name":"add_issue_comment","description":"Add comments to existing GitHub issues for workflow updates and collaboration"},{"name":"get_context_window_status","description":"Monitor what Claude knows in the current session with context window visibility"},{"name":"get_token_usage","description":"Real-time estimates of context window consumption"},{"name":"get_session_timeline","description":"Chronological view of all context-consuming operations"},{"name":"save_session","description":"Persist current session for later analysis"},{"name":"view_session","description":"Analyze patterns across sessions using the session viewer utility"},{"name":"search_with_context_level","description":"Multi-level context search (File → Class → Method) with query intent detection for 50-70% token reduction"},{"name":"get_semantic_cache","description":"Access semantic caching with 0.85 similarity threshold for similar queries"},{"name":"drill_down_context","description":"Expand from overview to detailed context as needed"},{"name":"search_documentation","description":"Index and search markdown documentation files"},{"name":"get_health_status","description":"Built-in health checks with detailed system status"},{"name":"get_project_info","description":"Get information about the current project context"}],"env_vars":[],"auth_type":"none","github":"https://github.com/ancoleman/qdrant-rag-mcp","homepage":"","server_url":"","status":"active","source":"mcpservers.org","updated_at":"Thu May 28"}