{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_73yyf9gtw6jp","handle":"vector-task-mcp","url":"https://wellknown.network/agents/vector-task-mcp","links":{"self":"https://wellknown.network/agents/vector-task-mcp/record.json","html":"https://wellknown.network/agents/vector-task-mcp","markdown":"https://wellknown.network/agents/vector-task-mcp/record.md","api":"https://wellknown.network/api/v1/agents/vector-task-mcp","status":"https://wellknown.network/api/v1/agents/vector-task-mcp/status","claim":"https://wellknown.network/agents/vector-task-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/vector-task-mcp/claim.json","badge":"https://wellknown.network/agents/vector-task-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:vector-task-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"vector-task-mcp","summary":"A secure, vector-based task management server for Claude Desktop using sqlite-vec and sentence-transformers","description":"# Vector Task MCP Server\n\nA **secure, vector-based task management server** for Claude Desktop using `sqlite-vec` and `sentence-transformers`. This MCP server provides intelligent task tracking with semantic search capabilities that enhance AI coding assistants by organizing and retrieving development tasks efficiently.\n\n## ✨ Features\n\n- **🔍 Semantic Search**: Vector-based task search using 384-dimensional embeddings\n- **💾 Persistent Storage**: SQLite database with vector indexing via `sqlite-vec`\n- **🏷️ Smart Organization**: Priorities, tags, and subtasks for better task management\n- **📋 Task Lifecycle**: Track tasks from pending → in_progress → completed → tested → validated (or stopped)\n- **🔐 Tag Normalization**: Automatic tag deduplication with semantic similarity\n- **📊 IDF Weights**: Rare tags boost search relevance more than common tags\n- **🎯 Tag Classification**: Filter tags vs boost tags for smart ranking\n- **🔄 Alias Scent**: Original tag variants preserved for search context\n- **🔒 Security First**: Input validation, path sanitization, and resource limits\n- **⚡ High Performance**: Fast embedding generation with `sentence-transformers`\n- **📈 Rich Statistics**: Comprehensive task analytics and progress tracking\n- **🔄 Hierarchical Tasks**: Support for parent-child task relationships\n- **📊 Priority Management**: Organize tasks by priority (low, medium, high, critical)\n- **💬 Task Comments**: Add notes and updates to tasks without changing content\n\n## 🛠️ Technical Stack\n\n| Component | Technology | Purpose |\n|-----------|------------|---------|\n| **Vector DB** | sqlite-vec | Vector storage and similarity search |\n| **Embeddings** | sentence-transformers/all-MiniLM-L6-v2 | 384D text embeddings |\n| **MCP Framework** | FastMCP | High-level tools-only server |\n| **Tag Normalization** | Custom (src/normalization.py) | Semantic tag deduplication |\n| **Dependencies** | uv script headers | Self-contained deployment |\n| **Security** | Custom validation | Path…","publisher":null,"homepage":"https://github.com/xsaven/vector-task-mcp","repository":"https://github.com/xsaven/vector-task-mcp","version":"1.8.8","license":null,"protocols":["mcp"],"tags":["mcp","model-context-protocol","task-management","sqlite","embeddings","semantic-search","claude","ai-tasks"],"pricing":null,"endpoints":[{"url":"pypi:vector-task-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi"}},"derived":{"capabilities":[{"slug":"data.database","name":"Databases","confidence":1,"provenance":"declared"},{"slug":"data.vector-search","name":"Vector Search","confidence":1,"provenance":"declared"},{"slug":"productivity.tasks","name":"Tasks & To-do","confidence":0.997,"provenance":"derived"}],"categories":["data","productivity"],"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-task-mcp","registry":"pypi","observedAt":"2026-09-10T15:25:05.950Z","publishedAt":"2026-05-20T10:03:00.945786Z","latestVersion":"1.8.8"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"vector-task-mcp","url":"https://pypi.org/project/vector-task-mcp/","firstSeenAt":"2026-09-10T15:23:13.817Z","fetchedAt":"2026-09-10T15:23:13.817Z","normalizedAt":"2026-09-10T15:23:13.817Z"}]},"firstSeenAt":"2026-09-10T15:23:13.817Z","updatedAt":"2026-09-10T15:25:05.950Z"}