{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_w9kcuycxr7qa","handle":"gg-mcp-os","url":"https://wellknown.network/agents/gg-mcp-os","links":{"self":"https://wellknown.network/agents/gg-mcp-os/record.json","html":"https://wellknown.network/agents/gg-mcp-os","markdown":"https://wellknown.network/agents/gg-mcp-os/record.md","api":"https://wellknown.network/api/v1/agents/gg-mcp-os","status":"https://wellknown.network/api/v1/agents/gg-mcp-os/status","claim":"https://wellknown.network/agents/gg-mcp-os/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/gg-mcp-os/claim.json","badge":"https://wellknown.network/agents/gg-mcp-os/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:gg-mcp-os","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"gg-mcp-os","summary":"OpenSearch MCP Server с поддержкой Dashboards API и диагностикой подключения - расширенный форк с улучшенной обработкой ошибок и 9 инструментами","description":"![OpenSearch logo](https://github.com/opensearch-project/opensearch-py/raw/main/OpenSearch.svg) \n \n# OpenSearch MCP Server с поддержкой Dashboards API \n \n> **Форк от:** [opensearch-project/opensearch-mcp-server-py](https://github.com/opensearch-project/opensearch-mcp-server-py) \n>  \n> **Основные улучшения:** \n> - ✅ Поддержка OpenSearch Dashboards API \n> - ✅ Подключение когда прямой API недоступен   \n> - ✅ Полная совместимость с оригинальным MCP сервером \n>  \n> 📖 **[Подробнее о изменениях в форке](FORK_CHANGES.md)** \n \n- [OpenSearch MCP Server](#opensearch-mcp-server) \n- [Установка](#installing-opensearch-mcp-server-py) \n- [Доступные инструменты](#available-tools) \n- [Быстрый старт](#user-guide) \n \n## OpenSearch MCP Server \n**opensearch-mcp-server-py** is a Model Context Protocol (MCP) server for OpenSearch that enables AI assistants to interact with OpenSearch clusters. It provides a standardized interface for AI models to perform operations like searching indices, retrieving mappings, and managing shards through both stdio and streaming (SSE/Streamable HTTP) protocols. \n \n**Key features:** \n- Seamless integration with AI assistants and LLMs through the MCP protocol \n- Support for both stdio and streaming server transports (SSE and Streamable HTTP) \n- Built-in tools for common OpenSearch operations \n- Easy integration with Claude Desktop and LangChain \n- Secure authentication using basic auth or IAM roles \n- **NEW**: OpenSearch Dashboards API support - connect when direct OpenSearch API is not available \n- **NEW**: Connection diagnostic tool with detailed troubleshooting and error resolution \n \n## Installing opensearch-mcp-server-py \n \n### Using uv (recommended) \n```bash \n# Clone the forked repository with Dashboards API support \ngit clone https://github.com/VladMain/opensearch-mcp-server-py.git \ncd opensearch-mcp-server-py \n \n# Install with uv \nuv sync \n \n# Run the server \nuv run mcp-server-opensearch --config your_config.yml \n``` \n \n### Using pip \nOpensearch-mcp…","publisher":{"name":"VladMain","url":null},"homepage":"https://github.com/VladMain/opensearch-mcp-server-py/blob/main/QUICK_START.md","repository":"https://github.com/VladMain/opensearch-mcp-server-py/issues","version":"0.4.0","license":null,"protocols":["mcp"],"tags":["opensearch","mcp","ai","assistant","dashboards","search","diagnostic","troubleshooting","connection","error-handling"],"pricing":null,"endpoints":[{"url":"pypi:gg-mcp-os","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","publisherName":"pypi"}},"derived":{"capabilities":[{"slug":"dev.version-control","name":"Version Control","confidence":1,"provenance":"derived"},{"slug":"analytics.reporting","name":"Reporting & Dashboards","confidence":1,"provenance":"derived"},{"slug":"security.identity","name":"Identity & Access","confidence":1,"provenance":"derived"}],"categories":["analytics","dev","security"],"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":"gg-mcp-os","registry":"pypi","observedAt":"2026-09-09T16:25:24.652Z","publishedAt":"2025-07-02T17:26:37.438352Z","latestVersion":"0.4.0"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"gg-mcp-os","url":"https://pypi.org/project/gg-mcp-os/","firstSeenAt":"2026-09-09T16:23:46.824Z","fetchedAt":"2026-09-09T16:23:46.824Z","normalizedAt":"2026-09-09T16:23:46.824Z"}]},"firstSeenAt":"2026-09-09T16:23:46.824Z","updatedAt":"2026-09-09T16:25:24.652Z"}