Slack bot with multi-source search and AI-powered response synthesis. MCP architecture with JSON-RPC 2.0, 4 parallel sources with individual timeouts, graceful degradation.
Context Bridge is a Slack bot that answers developer questions by searching 4 sources in parallel : Stack Overflow, npm, GitHub Issues, and Slack history : and synthesizing results with Groq (Llama 3.1 8B) using a 200-line system prompt with explicit prohibitions against generic responses.
Developers spend too much time context-switching between Stack Overflow, npm, GitHub, and Slack to find technical answers. Each source requires its own search, and stitching information from multiple sources is a manual process that fragments attention. There was no way to ask from Slack and get a synthesized answer from all sources at once.
Three key technical decisions define Context Bridge's architecture: the MCP pattern, the resilience model, and the anti-slop prompt engineering.