Antislope does more than run local AI review on every save. It builds a local structure index of your codebase, keeps project context fresh, and exposes both through MCP to Cursor, Copilot, and Claude Code. That means your coding assistant gets a compact architecture and issue summary instead of making you paste files, rules, and project background into every session. The result is earlier drift detection and fewer repeated context tokens, all running locally on Ollama.
Roundtable Braintrust lets multiple AI expert personas debate any question in structured rounds. They search the web for live evidence, use your private knowledge base, and show an evidence trail with source URLs. It works with OpenAI-compatible models and runs fully in the browser with no account required.