Stack
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 connectors
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.
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.
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.
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.
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.
Recipes that run on this stack
Give Claude memory and real documentation
Persistent memory across chats, live library docs, and structured reasoning — so answers stop drifting.
Automate team comms: Slack, email, and notifications
Let Claude read the right channels, draft replies, and turn noise into one clear digest.
Connect your SaaS and cloud accounts to Claude
Stripe, Cloudflare, Vercel, databases and more — manage real accounts through chat, with the API key staying yours.
Analysts exploring data with Supabase + PostgreSQL MCP
Skip the SQL client. Ask product questions in plain English; get charts, insights, and ad-hoc reports.
Automated PR review queue with Claude + GitHub MCP
Clear a backlog of open pull requests in one pass — Claude reviews each one to your standards and tells you which ones are safe to merge.
Give Claude your files, repo, and notes
Local filesystem, Git history, and your Obsidian vault — so Claude works from what you actually have, not guesses.
Organize your work: issues, docs, and projects
Let Claude turn scattered notes into tracked issues and keep Notion, Linear, and Jira in sync.
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.
Query any database with Claude (no SQL reflex needed)
Point Claude at Postgres, MongoDB, Redis, SQLite or a managed cloud DB and ask questions in plain language.
Let Claude search and browse the live web
Real-time search, page scraping, and full browser automation — Claude works with what's on the web right now.
Wire up your dev stack: code, CI, containers, errors
GitHub, Git, Docker, Kubernetes and Sentry in one chat — review, ship, and debug without tab-switching.