The chatbot already had an agentic tool loop (get_server_stats,
get_top_channels, get_recent_activity, get_top_flagged), but processMessage
still baked a serverInsights snapshot into the system prompt and told the
model to "answer from that data". That defeats the tools: the model answered
from a stale snapshot instead of living numbers, and the guild/channel scope
the frontend sends was never forwarded to the tools.
Changes (services/backend/src/modules/chatbot):
- Remove getServerInsights() + ServerInsights (dead after this change).
- buildSystemPrompt(): drop the hardcoded stats block; instruct the model it
has NO memorized server numbers and MUST call a tool for any server-data
question, answering only from tool results.
- processMessage(): stop fetching insights; pass the request guildId/channelId
scope through to callLLM.
- callLLM(): accept scope; auto-fill empty guildId/channelId on tool calls from
the request scope so the model never has to guess IDs and tools always query
the right server.
Behavior: answers now come from live DB data via tools, scoped to the server
the user is chatting in. tsc + biome + 36 backend tests green.
Co-Authored-By: Claude Opus 5 (Nous Research)
