{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_2y2z2m5gpbse","handle":"lutflow-mcp","url":"https://wellknown.network/agents/lutflow-mcp","links":{"self":"https://wellknown.network/agents/lutflow-mcp/record.json","html":"https://wellknown.network/agents/lutflow-mcp","markdown":"https://wellknown.network/agents/lutflow-mcp/record.md","api":"https://wellknown.network/api/v1/agents/lutflow-mcp","status":"https://wellknown.network/api/v1/agents/lutflow-mcp/status","claim":"https://wellknown.network/agents/lutflow-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/lutflow-mcp/claim.json","badge":"https://wellknown.network/agents/lutflow-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/lutflow-mcp/history","tools":"https://wellknown.network/api/v1/agents/lutflow-mcp/tools"},"ard":{"identifier":"urn:air::server:lutflow-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"lutflow-mcp","summary":"MCP Server for Lutflow — AI FinOps tools for IDEs","description":"# Lutflow MCP Server\n\n**The first AI FinOps tool with native MCP support.**\n\nWorks inside Cursor, Claude Code, VS Code, and any MCP-compatible client.\n\n## Installation\n\n```bash\npip install lutflow-mcp\n```\n\nOr install from source:\n\n```bash\ncd mcp-server\npip install -e .\n```\n\n## Configuration\n\n### For Cursor\n\nAdd to your `~/.cursor/mcp.json`:\n\n```json\n{\n  \"mcpServers\": {\n    \"lutflow\": {\n      \"command\": \"lutflow-mcp\",\n      \"env\": {\n        \"LUTFLOW_API_KEY\": \"lut_xxx\",\n        \"LUTFLOW_TENANT_ID\": \"your-tenant\"\n      }\n    }\n  }\n}\n```\n\n### For Claude Desktop\n\nAdd to your Claude Desktop config:\n\n```json\n{\n  \"mcpServers\": {\n    \"lutflow\": {\n      \"command\": \"lutflow-mcp\",\n      \"env\": {\n        \"LUTFLOW_API_KEY\": \"lut_xxx\"\n      }\n    }\n  }\n}\n```\n\n## Available Tools\n\n### 1. `check_budget`\n\nCheck current budget status for a tenant.\n\n```\ncheck_budget(tenant_id=\"acme\")\n```\n\nReturns: budget limit, spent amount, remaining budget, utilization percentage.\n\n### 2. `list_deployments`\n\nList all active AI model deployments.\n\n```\nlist_deployments(tenant_id=\"acme\")\n```\n\nReturns: deployment IDs, models, costs, status, kill path state.\n\n### 3. `get_costs`\n\nGet detailed cost breakdown by model and deployment.\n\n```\nget_costs(period=\"today\")\nget_costs(deployment_id=\"abc-123\", period=\"week\")\n```\n\nReturns: total spend, per-model costs, billing event count.\n\n### 4. `kill_deployment`\n\nManually terminate an AI model deployment.\n\n```\nkill_deployment(deployment_id=\"abc-123\", reason=\"overspend\")\n```\n\nTriggers the Lutflow kill path (eBPF → Tetragon → kubectl fallback).\n\n### 5. `recommend_model`\n\nGet AI model recommendation for a task within budget.\n\n```\nrecommend_model(task=\"text-classification\", budget_usd_per_hour=0.50)\nrecommend_model(task=\"code-generation\", gpu_type=\"nvidia-a100-80gb\")\n```\n\nUses live HuggingFace benchmark data and real-time GPU pricing.\n\n## Environment Variables\n\n| Variable | Description | Default |\n|----------|-------------|---------|\n| `LUTFLOW_API_KEY` | API key for Lut…","publisher":null,"homepage":null,"repository":null,"version":"0.1.0","license":null,"protocols":["mcp"],"tags":["ai","claude","cursor","finops","lutflow","mcp"],"pricing":null,"endpoints":[{"url":"pypi:lutflow-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","summary":"pypi","version":"pypi","description":"pypi"}},"derived":{"capabilities":[{"slug":"ai.model-access","name":"Model Access","confidence":0.905,"provenance":"derived"},{"slug":"dev.ci-cd","name":"CI/CD & Deploy","confidence":0.779,"provenance":"derived"}],"categories":["ai","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":"lutflow-mcp","registry":"pypi","observedAt":"2026-11-03T11:24:47.208Z","publishedAt":"2026-05-15T21:44:31.326799Z","latestVersion":"0.1.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"lutflow-mcp","url":"https://pypi.org/project/lutflow-mcp/","firstSeenAt":"2026-09-09T23:26:19.910Z","fetchedAt":"2026-11-03T11:23:31.321Z","normalizedAt":"2026-11-03T11:23:31.321Z"}]},"firstSeenAt":"2026-09-09T23:26:19.910Z","updatedAt":"2026-11-03T11:24:47.208Z"}