A comprehensive development toolkit that actually tries to teach AI agents about your codebase structure. It bundles 27 tools across the full cycle: product specs, UI design syncing, Git commits, code reviews, test generation, and bug workflows that default to Toyota's TBP 8-step root cause analysis before patching. The code graph bridge talks to GitNexus for impact analysis during feature starts and bugfixes. Memory tools run on Qdrant with Ollama or OpenAI-compatible embeddings to store reusable patterns across repos. It also reads local Cursor conversation history directly from the SQLite database. You'd reach for this if you want orchestrated workflows instead of single-shot commands, or if you're tired of AI forgetting project context between sessions.
claude mcp add --transport stdio mybolide-mcp-probe-kit uvx mcp-probe-kit