{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_emafz2xw37tz","handle":"talkops-tempo-mcp-server","url":"https://wellknown.network/agents/talkops-tempo-mcp-server","links":{"self":"https://wellknown.network/agents/talkops-tempo-mcp-server/record.json","html":"https://wellknown.network/agents/talkops-tempo-mcp-server","markdown":"https://wellknown.network/agents/talkops-tempo-mcp-server/record.md","api":"https://wellknown.network/api/v1/agents/talkops-tempo-mcp-server","status":"https://wellknown.network/api/v1/agents/talkops-tempo-mcp-server/status","claim":"https://wellknown.network/agents/talkops-tempo-mcp-server/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/talkops-tempo-mcp-server/claim.json","badge":"https://wellknown.network/agents/talkops-tempo-mcp-server/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/talkops-tempo-mcp-server/history","tools":"https://wellknown.network/api/v1/agents/talkops-tempo-mcp-server/tools"},"ard":{"identifier":"urn:air::server:talkops-tempo-mcp-server","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"talkops-tempo-mcp-server","summary":"A Model Context Protocol (MCP) server for Grafana Tempo distributed tracing and observability.","description":"<p align=\"center\">\n  <img src=\"https://raw.githubusercontent.com/grafana/tempo/main/docs/sources/tempo/logo_and_name.png\" alt=\"Tempo MCP Server\" width=\"200\" onError=\"this.style.display='none'\"/>\n</p>\n\n<h1 align=\"center\">Tempo MCP Server</h1>\n\n<p align=\"center\">\n  An MCP server that gives AI assistants the power to search, analyze, summarize, and correlate distributed traces from Grafana Tempo — with TraceQL query construction, RED metrics analysis, cross-pillar pivots, service topology mapping, and operational diagnostics.\n</p>\n\n<p align=\"center\">\n  <a href=\"https://github.com/talkops-ai/talkops-mcp/blob/main/LICENSE\"><img src=\"https://img.shields.io/badge/License-Apache%202.0-blue.svg?style=flat-square\" alt=\"License\"/></a>\n  <a href=\"https://www.python.org/\"><img src=\"https://img.shields.io/badge/Python-3.12%2B-3776AB.svg?style=flat-square&logo=python&logoColor=white\" alt=\"Python 3.12+\"/></a>\n  <a href=\"https://modelcontextprotocol.io/\"><img src=\"https://img.shields.io/badge/MCP-Model%20Context%20Protocol-4A90D9.svg?style=flat-square\" alt=\"MCP\"/></a>\n  <a href=\"https://grafana.com/oss/tempo/\"><img src=\"https://img.shields.io/badge/Grafana%20Tempo-Compatible-F46800.svg?style=flat-square&logo=grafana&logoColor=white\" alt=\"Grafana Tempo\"/></a>\n  <a href=\"https://discord.gg/tSN2Qn9uM8\"><img src=\"https://img.shields.io/badge/Discord-Join%20Us-5865F2.svg?style=flat-square&logo=discord&logoColor=white\" alt=\"Discord\"/></a>\n</p>\n\n<p align=\"center\">\n  <a href=\"#getting-started\">Quick Start</a> · <a href=\"https://github.com/talkops-ai/talkops-mcp\">Docs</a> · <a href=\"https://github.com/talkops-ai/talkops-mcp/issues/new?template=bug_report.md\">Report Bug</a> · <a href=\"https://github.com/talkops-ai/talkops-mcp/issues/new?template=feature_request.md\">Request Feature</a>\n</p>\n\n---\n\n## Why Tempo MCP Server?\n\n**The problem:** Grafana Tempo is a powerful distributed tracing backend, but effective trace analysis is complex. Constructing TraceQL queries requires knowledge of attribu…","publisher":null,"homepage":"https://github.com/talkops-ai/talkops-mcp/tree/main/src/tempo-mcp-server","repository":"https://github.com/talkops-ai/talkops-mcp/releases","version":"0.1.5","license":"Apache-2.0","protocols":["mcp"],"tags":["ai","distributed-tracing","grafana","mcp","model-context-protocol","observability","tempo","tracing"],"pricing":null,"endpoints":[{"url":"pypi:talkops-tempo-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.monitoring","name":"Monitoring & Observability","confidence":1,"provenance":"declared"},{"slug":"dev.version-control","name":"Version Control","confidence":0.779,"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":"talkops-tempo-mcp-server","registry":"pypi","observedAt":"2026-10-28T23:22:24.619Z","publishedAt":"2026-06-23T04:19:22.202127Z","latestVersion":"0.1.5"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"talkops-tempo-mcp-server","url":"https://pypi.org/project/talkops-tempo-mcp-server/","firstSeenAt":"2026-09-10T13:20:47.286Z","fetchedAt":"2026-10-28T23:21:48.277Z","normalizedAt":"2026-10-28T23:21:48.277Z"}]},"firstSeenAt":"2026-09-10T13:20:47.286Z","updatedAt":"2026-10-28T23:22:24.619Z"}