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Developer Tools

Keeping scan results as build artifacts: five CI systems compared

How GitHub Actions, GitLab CI, Jenkins, CircleCI and Azure DevOps keep scan output, the keyword each uses, retention defaults and the failed run trap.

Oct 18, 20263 min read
Developer Tools

Keeping API keys out of git in MCP config files

MCP config files get committed and shared. Use environment variable references and input prompts, never pasted tokens. Examples for three clients.

Oct 18, 20263 min read
Developer Tools

Keep Git hooks fast: stages, manual hooks and what to move out

Slow hooks get bypassed. Use pre-commit stages to run cheap checks on commit, heavier ones on push, and the rest on demand, with a practical time budget.

Oct 18, 20263 min read
Developer Tools

How to keep a code search index fresh with incremental reindexing

Hash each file, re-embed only what changed, delete what vanished, and record the model version. A simple recipe for an index that never goes stale.

Oct 18, 20263 min read
Developer Tools

Prompting an AI to keep a security fix small and reviewable

AI assistants tend to over-engineer fixes. How to prompt for a minimal diff on a security patch, so reviewers can see exactly what changed and why.

Oct 18, 20263 min read
Developer Tools

Kafka SSL principal mapping rules: readable names for ACLs

How ssl.principal.mapping.rules turns long certificate distinguished names into short Kafka principals you can actually write ACLs against.

Oct 18, 20263 min read
Developer Tools

JWT HMAC secrets and compression: two RFC 8725 rules developers skip

RFC 8725 warns against human-memorable passwords as HMAC keys and against compressing before encrypting. What each rule means for JWT code and key choice.

Oct 18, 20264 min read
Developer Tools

JetBrains IDE trusted projects and Safe Mode explained

When IntelliJ based IDEs ask whether to trust a project, Safe Mode limits builds and scripts. See what it blocks and how Trusted Locations work.

Oct 18, 20263 min read
Developer Tools

JetBrains plugin signing: what it guarantees and what it does not

JetBrains plugins are signed twice, by the author and by Marketplace. Here is what the IDE checks, the warning you may see, and what signing leaves open.

Oct 18, 20263 min read

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