{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_67twr93by3zh","handle":"zmp-knowledge-store-mcp-server","url":"https://wellknown.network/agents/zmp-knowledge-store-mcp-server","links":{"self":"https://wellknown.network/agents/zmp-knowledge-store-mcp-server/record.json","html":"https://wellknown.network/agents/zmp-knowledge-store-mcp-server","markdown":"https://wellknown.network/agents/zmp-knowledge-store-mcp-server/record.md","api":"https://wellknown.network/api/v1/agents/zmp-knowledge-store-mcp-server","status":"https://wellknown.network/api/v1/agents/zmp-knowledge-store-mcp-server/status","claim":"https://wellknown.network/agents/zmp-knowledge-store-mcp-server/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/zmp-knowledge-store-mcp-server/claim.json","badge":"https://wellknown.network/agents/zmp-knowledge-store-mcp-server/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:zmp-knowledge-store-mcp-server","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"zmp-knowledge-store-mcp-server","summary":"MCP Server for zmp knowledge base","description":"# ZMP Knowledge Store MCP Server\n\n![Platform Badge](https://img.shields.io/badge/platform-zmp-red)\n![Component Badge](https://img.shields.io/badge/component-knowledge_store_mcp_server-red)\n![CI Badge](https://img.shields.io/badge/ci-github_action-green)\n![License Badge](https://img.shields.io/badge/license-MIT-green)\n![Version Badge](https://img.shields.io/badge/version-0.3.9.2-blue)\n\nA high-performance MCP (Model Context Protocol) server for managing knowledge store content with multi-modal RAG capabilities, powered by Qdrant vector store with hybrid search, chat history logging, configurable collections, and advanced image analysis features.\n\n**Latest Version: 0.3.9.2** - Enhanced with PyTorch security fixes, manual RRF implementation, and optimized Docker builds.\n\n---\n\n## Recent Updates (v0.3.9.2)\n\n### 🔒 Security & Compatibility Fixes\n- **PyTorch Security**: Upgraded to PyTorch 2.6.0+cpu to resolve CVE-2025-32434 vulnerability\n- **Torchvision Compatibility**: Fixed torchvision 0.21.0+cpu compatibility with CPU-only PyTorch\n- **NumPy/SciPy Stability**: Resolved compatibility issues with Python 3.12 and ML dependencies\n\n### 🚀 Performance Improvements\n- **Manual RRF Implementation**: Replaced `ranx` dependency with custom Reciprocal Rank Fusion (RRF) implementation\n- **Docker Optimizations**: CPU-only PyTorch builds for faster deployment and smaller images\n- **Network Resilience**: Enhanced SSL handling and timeout configurations for reliable builds\n\n### 🐛 Bug Fixes\n- **Startup Warnings**: Removed `get_collection_stats` warning for cleaner startup logs\n- **Dependency Management**: Improved Poetry + pip hybrid installation strategy\n- **Error Handling**: Enhanced error handling and logging throughout the application\n\n---\n\n## Python File Structure\n\n```\nzmp_knowledge_store/\n├── __init__.py              # Package initialization & metadata\n├── config.py                # Configuration management with S3 integration\n├── knowledge_store.py       # Main knowledge store lo…","publisher":{"name":"stiron","url":null},"homepage":null,"repository":null,"version":"0.4.4","license":null,"protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:zmp-knowledge-store-mcp-server","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","summary":"pypi","version":"pypi","description":"pypi","publisherName":"pypi"}},"derived":{"capabilities":[{"slug":"data.vector-search","name":"Vector Search","confidence":1,"provenance":"derived"},{"slug":"commerce.ecommerce","name":"E-commerce Operations","confidence":1,"provenance":"derived"},{"slug":"dev.package-management","name":"Packages & Dependencies","confidence":0.859,"provenance":"derived"},{"slug":"code.security-review","name":"Security Review","confidence":0.814,"provenance":"derived"},{"slug":"dev.version-control","name":"Version Control","confidence":0.779,"provenance":"derived"},{"slug":"dev.ci-cd","name":"CI/CD & Deploy","confidence":0.779,"provenance":"derived"},{"slug":"infra.cloud","name":"Cloud Platforms","confidence":0.733,"provenance":"derived"}],"categories":["code","commerce","data","dev","infra"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; 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