{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_qxg25euqsnr7","handle":"scalene-mcp","url":"https://wellknown.network/agents/scalene-mcp","links":{"self":"https://wellknown.network/agents/scalene-mcp/record.json","html":"https://wellknown.network/agents/scalene-mcp","markdown":"https://wellknown.network/agents/scalene-mcp/record.md","api":"https://wellknown.network/api/v1/agents/scalene-mcp","status":"https://wellknown.network/api/v1/agents/scalene-mcp/status","claim":"https://wellknown.network/agents/scalene-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/scalene-mcp/claim.json","badge":"https://wellknown.network/agents/scalene-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/scalene-mcp/history","tools":"https://wellknown.network/api/v1/agents/scalene-mcp/tools"},"ard":{"identifier":"urn:air::server:scalene-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"scalene-mcp","summary":"FastMCP server providing LLM-optimized access to Scalene profiler","description":"# Scalene-MCP\n\nA FastMCP v2 server providing LLMs with structured access to [Scalene](https://github.com/plasma-umass/scalene)'s comprehensive CPU, GPU, and memory profiling capabilities.\n\n## Installation\n\n### Prerequisites\n\n- Python 3.10+\n- uv (recommended) or pip\n\n### From Source\n\n```bash\ngit clone https://github.com/plasma-umass/scalene-mcp.git\ncd scalene-mcp\nuv venv\nuv sync\n```\n\n### As a Package\n\n```bash\npip install scalene-mcp\n```\n\n## Quick Start: Running the Server\n\n### Development Mode\n\n```bash\n# Using uv\nuv run scalene_mcp.server\n\n# Using pip\npython -m scalene_mcp.server\n```\n\n### Production Mode\n\n```bash\npython -m scalene_mcp.server\n```\n\n## 🎯 Native Integration with VSCode LLM Editors\n\n**Works seamlessly with:**\n- ✅ **[GitHub Copilot](SETUP_GITHUB_COPILOT.md)** - Direct integration\n- ✅ **[Claude Code](SETUP_CLAUDE.md)** - VSCode extension\n- ✅ **[Cursor](SETUP_CURSOR.md)** - All-in-one IDE\n- ✅ **Any MCP-compatible LLM client**\n\n### Zero-Friction Setup (3 Steps)\n\n1. **Install**\n   ```bash\n   pip install scalene-mcp\n   ```\n\n2. **Configure** - Choose one method:\n   \n   **Automated (Recommended):**\n   ```bash\n   python scripts/setup_vscode.py\n   ```\n   Interactive setup script auto-finds your editor and configures it.\n   \n   **Manual - GitHub Copilot:**\n   ```json\n   // .vscode/settings.json\n   {\n     \"github.copilot.chat.mcp.servers\": {\n       \"scalene\": {\n         \"command\": \"uv\",\n         \"args\": [\"run\", \"-m\", \"scalene_mcp.server\"]\n       }\n     }\n   }\n   ```\n   \n   **Manual - Claude Code / Cursor:** See editor-specific setup guides\n\n3. **Restart VSCode/Cursor** and start profiling!\n\n### Start Profiling Immediately\n\nOpen any Python project and ask your LLM:\n\n```\n\"Profile main.py and show me the bottlenecks\"\n```\n\nThe LLM automatically:\n- 🔍 Detects your project structure\n- 📄 Finds and profiles your code\n- 📊 Analyzes CPU, memory, GPU usage\n- 💡 Suggests optimizations\n\n**No path thinking. No manual configuration. Zero friction.**\n\n📚 **Editor-Specific Setup:*…","publisher":null,"homepage":null,"repository":null,"version":"0.1.0","license":null,"protocols":["mcp"],"tags":["llm","mcp","performance","profiler","scalene"],"pricing":null,"endpoints":[{"url":"pypi:scalene-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":"dev.version-control","name":"Version Control","confidence":0.745,"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":"scalene-mcp","registry":"pypi","observedAt":"2026-11-04T00:27:18.074Z","publishedAt":"2026-01-17T06:48:25.442912Z","latestVersion":"0.1.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"scalene-mcp","url":"https://pypi.org/project/scalene-mcp/","firstSeenAt":"2026-09-10T11:27:59.603Z","fetchedAt":"2026-11-04T00:25:25.377Z","normalizedAt":"2026-11-04T00:25:25.377Z"}]},"firstSeenAt":"2026-09-10T11:27:59.603Z","updatedAt":"2026-11-04T00:27:18.074Z"}