{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_m3eurmyakbsx","handle":"tm-mcp","url":"https://wellknown.network/agents/tm-mcp","links":{"self":"https://wellknown.network/agents/tm-mcp/record.json","html":"https://wellknown.network/agents/tm-mcp","markdown":"https://wellknown.network/agents/tm-mcp/record.md","api":"https://wellknown.network/api/v1/agents/tm-mcp","status":"https://wellknown.network/api/v1/agents/tm-mcp/status","claim":"https://wellknown.network/agents/tm-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/tm-mcp/claim.json","badge":"https://wellknown.network/agents/tm-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/tm-mcp/history","tools":"https://wellknown.network/api/v1/agents/tm-mcp/tools"},"ard":{"identifier":"urn:air::server:tm-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"tm-mcp","summary":"TrafficMorph MCP server — drive load tests and triage regressions from Claude / Cursor / Continue.dev.","description":"# TrafficMorph MCP Server\n\n```\n████████╗██████╗  █████╗ ███████╗███████╗██╗ ██████╗\n╚══██╔══╝██╔══██╗██╔══██╗██╔════╝██╔════╝██║██╔════╝\n   ██║   ██████╔╝███████║█████╗  █████╗  ██║██║\n   ██║   ██╔══██╗██╔══██║██╔══╝  ██╔══╝  ██║██║\n   ██║   ██║  ██║██║  ██║██║     ██║     ██║╚██████╗\n   ╚═╝   ╚═╝  ╚═╝╚═╝  ╚═╝╚═╝     ╚═╝     ╚═╝ ╚═════╝\n        ███╗   ███╗ ██████╗ ██████╗ ██████╗ ██╗  ██╗\n        ████╗ ████║██╔═══██╗██╔══██╗██╔══██╗██║  ██║\n        ██╔████╔██║██║   ██║██████╔╝██████╔╝███████║\n        ██║╚██╔╝██║██║   ██║██╔══██╗██╔═══╝ ██╔══██║\n        ██║ ╚═╝ ██║╚██████╔╝██║  ██║██║     ██║  ██║\n        ╚═╝     ╚═╝ ╚═════╝ ╚═╝  ╚═╝╚═╝     ╚═╝  ╚═╝\n```\n\n[![PyPI](https://img.shields.io/pypi/v/tm-mcp)](https://pypi.org/project/tm-mcp/)\n[![Python versions](https://img.shields.io/pypi/pyversions/tm-mcp)](https://pypi.org/project/tm-mcp/)\n[![License](https://img.shields.io/pypi/l/tm-mcp)](LICENSE)\n\nDrive TrafficMorph from Claude Code, Claude Desktop, Codex, Cursor, or\nany other host that speaks the [Model Context Protocol](https://modelcontextprotocol.io/).\n\nThe flagship use case is **CI-failure triage**:\n\n> *\"My TrafficMorph CI step just failed on run 1234 — what\n> regressed vs the baseline?\"*\n\n→ Claude calls the right tools, fetches the relevant runs, computes\nthe per-metric delta, and produces a human-readable triage report\nin seconds.\n\n**Catalog**: **37 tools + 4 prompts + 5 resources** (46 entries). See [CHANGELOG.md](CHANGELOG.md) for\nthe per-release history and [STABILITY.md](STABILITY.md) for what\n1.x commits to keeping stable. See [MCP-USAGE.md](MCP-USAGE.md) for\nworked example conversations.\n\n## Quick start\n\nFour steps from zero to *\"Claude is driving my TrafficMorph\naccount\"*:\n\n### 1. Get an API key\n\nOpen the TrafficMorph app → **Settings → API Keys** → click\n**Generate**. Copy the `tm_…` value.\n\n### 2. Install (or skip — `uvx` runs without install)\n\n```bash\n# Permanent install:\npip install tm-mcp\n\n# OR — no install at all. The MCP host config below uses `uvx…","publisher":null,"homepage":"https://github.com/trafficmorph-gif/tm-mcp#readme","repository":"https://github.com/trafficmorph-gif/tm-mcp#readme","version":"1.4.0","license":null,"protocols":["mcp"],"tags":["claude","load-testing","mcp","model-context-protocol","trafficmorph"],"pricing":null,"endpoints":[{"url":"pypi:tm-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":"code.testing","name":"Testing","confidence":0.656,"provenance":"derived"}],"categories":["code"],"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":"tm-mcp","registry":"pypi","observedAt":"2026-10-29T00:27:06.526Z","publishedAt":"2026-09-29T15:04:42.516783Z","latestVersion":"1.4.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"tm-mcp","url":"https://pypi.org/project/tm-mcp/","firstSeenAt":"2026-09-10T14:22:42.493Z","fetchedAt":"2026-10-29T00:25:41.419Z","normalizedAt":"2026-10-29T00:25:41.419Z"}]},"firstSeenAt":"2026-09-10T14:22:42.493Z","updatedAt":"2026-10-29T00:27:06.526Z"}