{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_3r4xe7hgn6ww","handle":"opensearch-kb-mcp-server","url":"https://wellknown.network/agents/opensearch-kb-mcp-server","links":{"self":"https://wellknown.network/agents/opensearch-kb-mcp-server/record.json","html":"https://wellknown.network/agents/opensearch-kb-mcp-server","markdown":"https://wellknown.network/agents/opensearch-kb-mcp-server/record.md","api":"https://wellknown.network/api/v1/agents/opensearch-kb-mcp-server","status":"https://wellknown.network/api/v1/agents/opensearch-kb-mcp-server/status","claim":"https://wellknown.network/agents/opensearch-kb-mcp-server/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/opensearch-kb-mcp-server/claim.json","badge":"https://wellknown.network/agents/opensearch-kb-mcp-server/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/opensearch-kb-mcp-server/history","tools":"https://wellknown.network/api/v1/agents/opensearch-kb-mcp-server/tools"},"ard":{"identifier":"urn:air::server:opensearch-kb-mcp-server","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"opensearch-kb-mcp-server","summary":"MCP server for OpenSearch Knowledge Base - Search OpenSearch best practices and documentation from any AI agent","description":"# OpenSearch Knowledge Base MCP Server\n\nModel Context Protocol (MCP) server that exposes the OpenSearch Knowledge Base API as a tool for AI agents.\n\n## Features\n\n- **MCP Tool**: `search_opensearch_knowledge` - Search OpenSearch best practices and documentation\n- **Session Support**: Maintain conversation context across multiple queries\n- **Source Citations**: Returns relevant sources with relevance scores\n- **Easy Integration**: Works with any MCP-compatible AI agent (Claude Desktop, Cline, etc.)\n\n## Installation\n\n**Important**: You don't need to manually run the server! The AI agent will automatically start and manage the MCP server process when needed.\n\n### For End Users (Recommended)\n\nSimply configure your AI agent (see [Usage](#usage-with-claude-desktop) below). The agent will automatically:\n1. Download and install the package via `uvx`\n2. Start the server when needed\n3. Stop the server when done\n\nNo manual installation or server management required!\n\n### For Development\n\n```bash\n# Clone the repository\ngit clone <your-repo>\ncd mcp-server\n\n# Install in development mode\npip install -e .\n\n# Test the server\npython test_simple.py\n\n# The package is now available as a command\n# (But you still don't need to run it manually - let your AI agent do it!)\n```\n\n## Configuration\n\nThe server requires two environment variables:\n\n- `OPENSEARCH_KB_API_URL`: Your API Gateway URL (e.g., `https://xxx.execute-api.us-east-1.amazonaws.com`)\n- `OPENSEARCH_KB_API_TOKEN`: Your API token (obtained from the Admin UI or API)\n\n## Usage with Claude Desktop\n\nAdd to your Claude Desktop configuration (`~/Library/Application Support/Claude/claude_desktop_config.json` on macOS):\n\n```json\n{\n  \"mcpServers\": {\n    \"opensearch-knowledge-base\": {\n      \"command\": \"uvx\",\n      \"args\": [\"opensearch-knowledge-base-mcp-server\"],\n      \"env\": {\n        \"OPENSEARCH_KB_API_URL\": \"https://your-api-gateway-url\",\n        \"OPENSEARCH_KB_API_TOKEN\": \"your-api-token\"\n      }\n    }\n  }\n}\n```\n\nOr if installed locally:…","publisher":null,"homepage":"https://github.com/your-org/opensearch-knowledge-base-mcp/blob/main/docs/MCP_SERVER_GUIDE.md","repository":"https://github.com/your-org/opensearch-knowledge-base-mcp/blob/main/docs/MCP_SERVER_GUIDE.md","version":"1.0.2","license":"MIT","protocols":["mcp"],"tags":["agent","ai","claude","knowledge-base","llm","mcp","opensearch"],"pricing":null,"endpoints":[{"url":"pypi:opensearch-kb-mcp-server","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":0.791,"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":"opensearch-kb-mcp-server","registry":"pypi","observedAt":"2026-11-03T20:29:49.492Z","publishedAt":"2025-11-13T05:20:52.900817Z","latestVersion":"1.0.2"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"opensearch-kb-mcp-server","url":"https://pypi.org/project/opensearch-kb-mcp-server/","firstSeenAt":"2026-09-10T08:26:55.870Z","fetchedAt":"2026-11-03T20:29:14.676Z","normalizedAt":"2026-11-03T20:29:14.676Z"}]},"firstSeenAt":"2026-09-10T08:26:55.870Z","updatedAt":"2026-11-03T20:29:49.492Z"}