{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_qmm6m9tp9t4f","handle":"vector-mcp","url":"https://wellknown.network/agents/vector-mcp","links":{"self":"https://wellknown.network/agents/vector-mcp/record.json","html":"https://wellknown.network/agents/vector-mcp","markdown":"https://wellknown.network/agents/vector-mcp/record.md","api":"https://wellknown.network/api/v1/agents/vector-mcp","status":"https://wellknown.network/api/v1/agents/vector-mcp/status","claim":"https://wellknown.network/agents/vector-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/vector-mcp/claim.json","badge":"https://wellknown.network/agents/vector-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:vector-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"vector-mcp","summary":"Integrate RAG into AI Agents via MCP Server. Supports multiple Vector database technologies.","description":"# Vector Mcp\n## CLI or API | MCP | Agent\n\n![PyPI - Version](https://img.shields.io/pypi/v/vector-mcp)\n![MCP Server](https://badge.mcpx.dev?type=server 'MCP Server')\n![PyPI - Downloads](https://img.shields.io/pypi/dd/vector-mcp)\n![GitHub Repo stars](https://img.shields.io/github/stars/Knuckles-Team/vector-mcp)\n![GitHub forks](https://img.shields.io/github/forks/Knuckles-Team/vector-mcp)\n![GitHub contributors](https://img.shields.io/github/contributors/Knuckles-Team/vector-mcp)\n![PyPI - License](https://img.shields.io/pypi/l/vector-mcp)\n![GitHub](https://img.shields.io/github/license/Knuckles-Team/vector-mcp)\n![GitHub last commit (by committer)](https://img.shields.io/github/last-commit/Knuckles-Team/vector-mcp)\n![GitHub pull requests](https://img.shields.io/github/issues-pr/Knuckles-Team/vector-mcp)\n![GitHub closed pull requests](https://img.shields.io/github/issues-pr-closed/Knuckles-Team/vector-mcp)\n![GitHub issues](https://img.shields.io/github/issues/Knuckles-Team/vector-mcp)\n![GitHub top language](https://img.shields.io/github/languages/top/Knuckles-Team/vector-mcp)\n![GitHub language count](https://img.shields.io/github/languages/count/Knuckles-Team/vector-mcp)\n![GitHub repo size](https://img.shields.io/github/repo-size/Knuckles-Team/vector-mcp)\n![GitHub repo file count (file type)](https://img.shields.io/github/directory-file-count/Knuckles-Team/vector-mcp)\n![PyPI - Wheel](https://img.shields.io/pypi/wheel/vector-mcp)\n![PyPI - Implementation](https://img.shields.io/pypi/implementation/vector-mcp)\n\n*Version: 2.1.2*\n\n---\n\n## Overview\n\n**Vector Mcp** is a production-grade Agent and Model Context Protocol (MCP) server designed to interface directly with Integrate RAG into AI Agents via MCP Server. Supports multiple Vector database technologies..\n\n---\n\n## Key Features\n\n- **Consolidated Action-Routed MCP Tools:** Minimizes token overhead and eliminates tool bloat in LLM contexts by grouping methods into optimized, togglable tool modules.\n- **Enterprise-Grade Securit…","publisher":null,"homepage":null,"repository":null,"version":"2.1.2","license":"MIT","protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:vector-mcp","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.vector-search","name":"Vector Search","confidence":1,"provenance":"derived"},{"slug":"dev.version-control","name":"Version Control","confidence":1,"provenance":"derived"}],"categories":["data","dev"],"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":"vector-mcp","registry":"pypi","observedAt":"2026-09-10T15:25:05.688Z","publishedAt":"2026-07-09T19:31:33.922386Z","latestVersion":"2.1.2"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"vector-mcp","url":"https://pypi.org/project/vector-mcp/","firstSeenAt":"2026-09-10T15:23:12.841Z","fetchedAt":"2026-09-10T15:23:12.841Z","normalizedAt":"2026-09-10T15:23:12.841Z"}]},"firstSeenAt":"2026-09-10T15:23:12.841Z","updatedAt":"2026-09-10T15:25:05.688Z"}