{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_6bafb4cn3jy6","handle":"wredis-mcp","url":"https://wellknown.network/agents/wredis-mcp","links":{"self":"https://wellknown.network/agents/wredis-mcp/record.json","html":"https://wellknown.network/agents/wredis-mcp","markdown":"https://wellknown.network/agents/wredis-mcp/record.md","api":"https://wellknown.network/api/v1/agents/wredis-mcp","status":"https://wellknown.network/api/v1/agents/wredis-mcp/status","claim":"https://wellknown.network/agents/wredis-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/wredis-mcp/claim.json","badge":"https://wellknown.network/agents/wredis-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:wredis-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"wredis-mcp","summary":"MCP Server for WRedis Architecting","description":"# 🔥 wredis-mcp\n\n[![Version](https://img.shields.io/badge/version-0.1.0-blue.svg)](https://github.com/wisrovi/wredis_mcp)\n[![License](https://img.shields.io/badge/license-MIT-green.svg)](LICENSE)\n[![MCP](https://img.shields.io/badge/MCP-1.0-orange.svg)](https://modelcontextprotocol.io)\n\n**Transform your AI Agents into expert WRedis Architects.**\n\n`wredis-mcp` is a professional Model Context Protocol (MCP) server that bridges the gap between AI Agents (Claude, Gemini, OpenCode) and **WRedis**. It empowers agents to search, design, and deploy high-performance Redis-backed services following strict industry-standard patterns.\n\n---\n\n## ✨ Key Features\n\n- **🔍 Expert Pattern Catalog**: Query production-ready patterns across all WRedis data structures (Hash, Queue, Stream, Pub/Sub, SortedSet, Geo, Bitmap, HyperLogLog, Pipeline, Transaction, Cache, HA).\n- **🏗️ Strict Architecture Enforcement**: Guides AI to output clean code using mandatory `config/`, `cache/`, `repositories/`, and `main.py` folder structures.\n- **📘 Architect's Manual**: Built-in expertise for Monolith-to-Redis refactoring, TTL management, key naming, and atomicity patterns.\n- **💻 Unified CLI**: Manage your MCP service with simple commands: `run`, `start`, `stop`, and `config`.\n- **🛡️ Privacy First**: 100% local execution via `stdio` or `SSE`.\n\n---\n\n## 🚀 Quick Start\n\n### 1. Installation\nClone the repository and run the automated installer, or install via pip:\n```bash\npip install -e .\n```\n\n### 2. Integration\nGet your agent-specific configuration block and installation commands by running:\n```bash\nwredis-mcp config\n```\nThe CLI will dynamically detect your Python environment and provide exact copy-paste commands for Gemini CLI (e.g. `gemini mcp add ...`) and JSON blocks for Claude Desktop.\n\n---\n\n## 🛠️ CLI Usage\n\n| Command | Description |\n| :--- | :--- |\n| `wredis-mcp run` | Start the server in `stdio` mode (default for agents). |\n| `wredis-mcp start` | Start as an SSE server in the background. |\n| `wred…","publisher":null,"homepage":"https://github.com/wisrovi/wredis_mcp","repository":"https://github.com/wisrovi/wredis_mcp","version":"0.1.3","license":"MIT","protocols":["mcp"],"tags":["mcp","wredis","redis","cache","queue","ai","agent"],"pricing":null,"endpoints":[{"url":"pypi:wredis-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","license":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi"}},"derived":{"capabilities":[{"slug":"dev.version-control","name":"Version Control","confidence":0.825,"provenance":"derived"},{"slug":"dev.ci-cd","name":"CI/CD & Deploy","confidence":0.802,"provenance":"derived"}],"categories":["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":"wredis-mcp","registry":"pypi","observedAt":"2026-09-10T16:24:16.224Z","publishedAt":"2026-08-14T08:28:35.613679Z","latestVersion":"0.1.3"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"wredis-mcp","url":"https://pypi.org/project/wredis-mcp/","firstSeenAt":"2026-09-10T16:22:37.667Z","fetchedAt":"2026-09-10T16:22:37.667Z","normalizedAt":"2026-09-10T16:22:37.667Z"}]},"firstSeenAt":"2026-09-10T16:22:37.667Z","updatedAt":"2026-09-10T16:24:16.224Z"}