{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_e3c7juxx373u","handle":"seekdb-mcp-server","url":"https://wellknown.network/agents/seekdb-mcp-server","links":{"self":"https://wellknown.network/agents/seekdb-mcp-server/record.json","html":"https://wellknown.network/agents/seekdb-mcp-server","markdown":"https://wellknown.network/agents/seekdb-mcp-server/record.md","api":"https://wellknown.network/api/v1/agents/seekdb-mcp-server","status":"https://wellknown.network/api/v1/agents/seekdb-mcp-server/status","claim":"https://wellknown.network/agents/seekdb-mcp-server/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/seekdb-mcp-server/claim.json","badge":"https://wellknown.network/agents/seekdb-mcp-server/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:seekdb-mcp-server","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"seekdb-mcp-server","summary":"A Model Context Protocol (MCP) server that enables interaction with seekdb database. This server allows AI assistants to perform vector operations, manage collections, execute SQL queries and leverage AI functions through a controlled interface, making database exploration and analysis safer and mo…","description":"English | [简体中文](README_CN.md)\n\n# seekdb mcp server\n\nA Model Context Protocol (MCP) server that enables interaction with seekdb database. This server allows AI assistants to perform vector operations, manage collections, execute SQL queries and leverage AI functions through a controlled interface, making database exploration and analysis safer and more structured.\n\n## 📋 Table of Contents\n\n- [Features](#-features)\n- [Available Tools](#%EF%B8%8F-available-tools)\n- [Prerequisites](#-prerequisites)\n- [Installation](#-installation)\n  - [Install uv](#install-uv-recommended)\n  - [Install seekdb mcp server](#install-seekdb-mcp-server)\n- [Configuration](#%EF%B8%8F-configuration)\n- [Quickstart](#-quickstart)\n  - [Stdio Mode](#stdio-mode)\n  - [SSE Mode](#sse-mode)\n  - [Streamable HTTP](#streamable-http)\n- [Advanced Features](#-advanced-features)\n  - [AI Memory System](#-ai-memory-system)\n- [Examples](#-examples)\n- [Security](#-security)\n- [License](#-license)\n- [Contributing](#-contributing)\n\n## ✨ Features\n\n- **Vector Collection Management**: Create, list, query, and manage vector collections\n- **Advanced Search**: Full-text search, vector similarity search, and hybrid search\n- **AI Functions**: Integrate with AI models for embedding, completion, and reranking\n- **AI Memory System**: Persistent vector-based memory for AI assistants\n- **Data Import/Export**: Import CSV files to seekdb and export data to CSV\n- **SQL Operations**: Execute SQL queries on seekdb\n- **Multi-Transport**: Support for stdio, SSE, and Streamable HTTP modes\n\n## 🛠️ Available Tools\n\n### Vector Collection Tools\n\n| Tool | Description |\n|------|-------------|\n| `create_collection` | Create a new vector collection with configurable dimension and distance metric |\n| `list_collections` | List all collections in seekdb |\n| `has_collection` | Check if a collection exists |\n| `peek_collection` | Preview documents in a collection |\n| `add_data_to_collection` | Add documents with auto-generated embeddings |\n| `upda…","publisher":null,"homepage":null,"repository":null,"version":"0.0.4","license":"Apache License\n                                   Version 2.0, …","protocols":["mcp"],"tags":["seekdb","mcp"],"pricing":null,"endpoints":[{"url":"pypi:seekdb-mcp-server","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","license":"pypi","summary":"pypi","version":"pypi","description":"pypi"}},"derived":{"capabilities":[{"slug":"data.database","name":"Databases","confidence":1,"provenance":"derived"},{"slug":"data.vector-search","name":"Vector Search","confidence":0.825,"provenance":"derived"}],"categories":["data"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"seekdb-mcp-server","registry":"pypi","observedAt":"2026-09-10T12:23:17.251Z","publishedAt":"2025-12-26T06:43:27.388116Z","latestVersion":"0.0.4"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"seekdb-mcp-server","url":"https://pypi.org/project/seekdb-mcp-server/","firstSeenAt":"2026-09-10T12:21:21.545Z","fetchedAt":"2026-09-10T12:21:21.545Z","normalizedAt":"2026-09-10T12:21:21.545Z"}]},"firstSeenAt":"2026-09-10T12:21:21.545Z","updatedAt":"2026-09-10T12:23:17.251Z"}