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@@ -475,6 +475,7 @@ Code execution servers. Allow LLMs to execute code in a secure environment, e.g.
 - [hileamlakB/PRIMS](https://github.com/hileamlakB/PRIMS) 🐍 🏠 – A Python Runtime Interpreter MCP Server that executes user-submitted code in an isolated environment.
 - [ksterx/srunx](https://github.com/ksterx/srunx) [![ksterx/srunx MCP server](https://glama.ai/mcp/servers/ksterx/srunx/badges/score.svg)](https://glama.ai/mcp/servers/ksterx/srunx) 🐍 🏠 🐧 🍎 - MCP server for the SLURM workload manager. Submit jobs, run YAML workflows, monitor GPU resources, manage SSH profiles, and sync files to remote HPC clusters from natural language. 14 tools spanning local SLURM and SSH-remote clusters; companion CLI and FastAPI Web UI ship in the same package.
 - [mavdol/capsule/mcp-server](https://github.com/mavdol/capsule/tree/main/integrations/mcp-server) [![capsule-mcp-server MCP server](https://glama.ai/mcp/servers/mavdol/capsule-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/mavdol/capsule-mcp-server) 🦀 🏠 🍎 🪟 🐧 - Run untrusted Python/JavaScript code in WebAssembly sandboxes.
+- [musharna/jobd](https://github.com/musharna/jobd) [![musharna/jobd MCP server](https://glama.ai/mcp/servers/musharna/jobd/badges/score.svg)](https://glama.ai/mcp/servers/musharna/jobd) 🐍 🏠 🍎 🪟 🐧 - Self-hostable GPU-aware job broker for your own machines. The MCP server exposes the queue as nine tools (submit, status, logs, list, cancel, preempt, workers, job-get, worker-delete) so an agent can dispatch long-running or GPU jobs that outlive the session, route them by VRAM tier, and babysit them across sessions. `pip install "jobd[mcp]"`.
 - [HanSur94/matlab-mcp-server-python](https://github.com/HanSur94/matlab-mcp-server-python) [![HanSur94/matlab-mcp-server-python MCP server](https://glama.ai/mcp/servers/HanSur94/matlab-mcp-server-python/badges/score.svg)](https://glama.ai/mcp/servers/HanSur94/matlab-mcp-server-python) 🐍 🏠 🍎 🪟 🐧 - Connect AI agents to MATLAB — execute code, run async jobs with progress reporting, get interactive Plotly plots, expose custom .m functions as tools, and monitor via live dashboard.
 - [ouvreboite/openapi-to-mcp](https://github.com/ouvreboite/openapi-to-mcp) #️⃣ ☁️ - Lightweight MCP server to access any API using their OpenAPI specification. Supports OAuth2 and full JSON schema parameters and request body.
 - [pydantic/pydantic-ai/mcp-run-python](https://github.com/pydantic/pydantic-ai/tree/main/mcp-run-python) 🐍 🏠 - Run Python code in a secure sandbox via MCP tool calls