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Developer Tools

Force valid JSON from a local model with llama.cpp grammars

llama.cpp grammars limit which tokens a model may produce, so output always matches a format. How GBNF and JSON schema constraints work, and their limits.

Oct 18, 20263 min read
Developer Tools

Connect VS Code and GitHub Copilot to the Safeguard MCP server

VS Code connects to remote MCP servers natively. Add a servers entry with type http and the Safeguard URL, then sign in once in the browser.

Oct 18, 20263 min read
Developer Tools

Connect the repository or run the CLI in the pipeline?

Safeguard offers two routes into CI: connect the repository so the platform scans it, or run the CLI in the job. When each fits, and when to use both.

Oct 18, 20263 min read
Developer Tools

Connect Gemini CLI to Safeguard MCP: use httpUrl, not url

Gemini CLI needs the httpUrl field for Streamable HTTP servers like Safeguard's. One command adds it, and mcp auth starts the sign in by hand.

Oct 18, 20263 min read
Developer Tools

Connect Cursor to the Safeguard MCP server with mcp.json

Add one url entry to mcp.json, sign in with OAuth, and Cursor can query Safeguard. Covers the global versus project file and the old cursor URL.

Oct 18, 20263 min read
Developer Tools

Connecting any MCP client to Safeguard: the Streamable HTTP recipe

For clients without a dedicated guide, add a remote Streamable HTTP server at the Safeguard URL, use OAuth if offered, or a key header if not.

Oct 18, 20263 min read
Developer Tools

Should you commit the lockfile? Apps, libraries and each ecosystem

Commit lockfiles for applications. For libraries the answer differs by ecosystem. Here is what the npm, NuGet, uv, Cargo and Gradle docs say.

Oct 18, 20263 min read
Developer Tools

Coding agent sign-in: use your subscription or an API key?

Terminal coding agents let you sign in with an existing Claude or ChatGPT account or use API credentials. What the docs say, and how to decide.

Oct 18, 20263 min read
Developer Tools

Codex subagents: inherited approvals, custom agents and cost

Codex subagents run in parallel but inherit the parent's sandbox and approvals. How custom agent TOML files work, the config limits and why token use rises.

Oct 18, 20263 min read

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