Search for memories by content in a Qdrant collection to retrieve personal information for analysis.
Apache 2.0
151,712 tools. Last updated 2026-05-28 10:29
"namespace:tech.ydb-qdrant" matching MCP tools:
- Retrieve all available Qdrant collections for managing and organizing vector database content in the Better Qdrant MCP Server.MIT
- Remove a specific collection from the Qdrant vector database to manage storage and optimize semantic search operations effectively.MIT
- Upload and process documents into a Qdrant collection using specified embedding services like OpenAI or Ollama. Define text chunk size and overlap for efficient semantic search integration.MIT
- Confirm the Nordic MCP server process is responding. Use at the start of a session to verify server reachability before other calls.MIT
- Store text information and metadata in a Qdrant collection for later retrieval, enabling persistent memory across sessions.Apache 2.0
Matching MCP Servers
mcp-server-qdrantofficial
AlicenseBqualityCmaintenanceThis repository is an example of how to create a MCP server for Qdrant, a vector search engine.Last updated21,406Apache 2.0- Alicense-qualityCmaintenanceProvides semantic memory capabilities using Qdrant vector database with configurable embedding providers, allowing storage and retrieval of information using vector similarity.Last updated2Apache 2.0
Matching MCP Connectors
Search, preview, install community Codex pet packs, and discover the pet request flow.
Search public Gravity AI UI drafts and generate Gravity UI interface payloads.
- Verify the availability of AutoMem memory service and its backing databases, identifying issues before or during memory operations.MIT
- Check service connectivity and latency for AI conversation components to verify operational status before sending messages.
- Permanently delete a chat session and all associated messages, including removing vectors from Qdrant storage. This action is irreversible.
- Store reference documentation, fetch and ingest web pages, save persistent notes, or register a project directory for file watching and ingestion.MIT
- Retrieve all distinct entities (users, agents, runs) that currently hold memories. Uses server-side aggregation via Qdrant Facet API with scroll+dedupe fallback for compatibility.MIT
- Retrieve specific documents by ID or metadata filter from workspace collections.MIT
- List indexed project files and folder structure, excluding gitignored and node_modules. Use summary format first to understand layout, then drill into specific folders with path parameter.MIT
- Search indexed code and documentation using hybrid semantic and keyword retrieval. Ideal for answering questions about your codebase and project architecture.MIT
- Manage behavioral rules that persist across sessions. Use add, update, remove, or list to create and modify rules that guide your work.MIT
- Search code files using exact substring or regex patterns with fast line-level matching across indexed files.MIT
- Find similar documents in a specified collection using semantic search. Input a query, choose an embedding service, and retrieve relevant results for efficient information discovery.MIT
- Export skills to Qdrant vector database format for high-performance search and native payload filtering, enabling AI-ready RAG knowledge.MIT
- Check connection status and latency for the semantic memory layer, ensuring reliable access to stored and managed persistent memories with privacy protection.
- Search the Nordic financial database for company filings, press releases and macroeconomic summaries. Use this as the primary tool for any question about Nordic listed companies, markets or macro conditions. Do not use to retrieve a full document — results are chunked text excerpts; use parse_pdf_to_text for the full original document. Do not use for Swedish company registration data — use get_company_info instead. The database contains ~1 million vectors across four Nordic markets (NO/SE/DK/FI). COMPANY FILINGS Annual reports (XBRL/ESEF) and quarterly reports from ~1 500 listed companies across Oslo Børs, Nasdaq Stockholm, Nasdaq Helsinki, Nasdaq Copenhagen and First North markets. Covers 2020–present. Strong coverage for NO and SE; growing coverage for DK and FI. EXCHANGE ANNOUNCEMENTS & PRESS RELEASES Regulatory filings, exchange announcements and press releases from listed companies in NO, SE, DK and FI. Covers 2020–present. MACROECONOMIC SUMMARIES Quarterly macro summaries covering key indicators per country: Norway (NO): policy rate, FX rates, CPI, house prices, credit growth, electricity price, salmon price, GDP components Sweden (SE): policy rate, house price index, household credit Denmark (DK): policy rate, house price index, household loans, electricity price Finland (FI): house price index, household debt-to-income ratio, electricity price Use report_type='macro_summary' and country='NO'/'SE'/'DK'/'FI' to filter. Use fiscal_year and a quarter reference in your query, e.g. "Norwegian housing market Q1 2024". Args: query: What you are looking for, e.g. 'net interest margin outlook', 'salmon price Q3', 'dividend policy', 'fleet utilization', 'Norwegian housing market 2024 Q1', 'Swedish policy rate inflation 2023' ticker: Optional — filter by company ticker, e.g. 'SALM', 'EQNR', 'NDA' fiscal_year: Optional — filter by year, e.g. 2024 report_type: Optional — one of: 'annual_report' – Nordic XBRL/ESEF annual reports 'quarterly_report' – Quarterly/interim reports 'press_release' – Exchange announcements and press releases 'macro_summary' – Quarterly macroeconomic summaries sector: Optional — filter by sector: 'seafood' – seafood companies 'energy' – energy / oil & gas 'shipping' – shipping companies country: Optional — filter by country code: 'NO', 'SE', 'DK' or 'FI' limit: Number of results after reranking (default 5, max 20) Returns: List of relevant text excerpts with metadata, reranked by relevance. Each result includes rerank_score, hybrid_score, vector_score, company, ticker, country, fiscal_year, report_type, period, filing_date and the full text chunk. Returns an empty list if no relevant results are found or if the Qdrant database is temporarily unreachable.Connector