ML Engineer
Build, evaluate, and ship model-powered features — sandboxed code, fresh docs, real data.
For engineers shipping features that depend on LLMs and ML systems. E2B gives you a real sandbox to run untrusted code, Context7 keeps API docs fresh against fast-moving SDKs, Postgres or Supabase grounds you in real data, and sequential thinking enforces the structured reasoning that evaluation work demands.
// The bundle (5 servers)
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Run model-generated Python or Node in a real cloud sandbox for evals and quick experiments.
E2B sandboxed code execution — let AI run Python, JavaScript, and other code safely in isolated cloud environments.
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Pull current SDK and library docs into context — critical when Anthropic, OpenAI, or LangChain ships breaking changes.
Context7 documentation server — inject up-to-date library documentation directly into AI context for accurate, version-specific code.
- PostgreSQL MCP Official
Query training data, eval results, and feature stores from prompt.
Official PostgreSQL MCP server — query and inspect Postgres databases with read-only access for safe AI-powered data analysis.
- GitHub MCP Official
Open PRs against the model-serving codebase and read recent changes to inference paths.
Official GitHub MCP server — manage repos, issues, PRs, and code search directly from your AI assistant.
- Sequential Thinking MCP Official
Force structured reasoning when designing evals, ablations, or root-causing a regression.
Official structured thinking server — enable AI to use step-by-step reasoning for complex problem solving and analysis.
// Swap ideas
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Supabase MCP replaces PostgreSQL MCP
Adds vector search via pgvector and storage for model artifacts.
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OpenAI MCP replaces Anthropic Claude API MCP
Use when your serving stack runs through OpenAI rather than Anthropic.
// Workflows that run on this stack
Analysts exploring data with Supabase + PostgreSQL MCP
Skip the SQL client. Ask product questions in plain English; get charts, insights, and ad-hoc reports.
PR review with Claude + GitHub MCP
Stop context-switching between your editor and GitHub. Claude reads diffs, spots bugs, and suggests fixes in the same chat.