1password
Set up and use 1Password CLI (op). Use when installing the CLI, enabling desktop app…
When the agent calls memory_search with a relationship-shaped query ("who did I talk to about X"), redirect to the knowledge_graph backend where it will actually find the answer.
$ npx -y skills add bitterbot-ai/bitterbot-desktop --skill route-by-query-shape --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/route-by-query-shapeContext preview
The summary Claude sees to decide when to auto-load this skill.
When the agent calls memory_search with a relationship-shaped query ("who did I talk to about X"), redirect to the knowledge_graph backend where it will actually find the answer.
name: route-by-query-shape
description: When the agent calls memory_search with a relationship-shaped query ("who did I talk to about X"), redirect to the knowledge_graph backend where it will actually find the answer.
tier: executable
bitterbot:
always: false
interceptors:
- id: route-by-query-shape:relationship
builtin: true
activates_on: memory_search with relationship-shaped query
intervention: modify (route to knowledge_graph backend)When you ask Bitterbot a relationship question — "who did I talk to about Q4?", "who worked with me on Foo?" — the vector-based `memory_search` often misses because the answer lives in entity relationships, not in chunk text. The graph backend gets these right.
This interceptor watches `memory_search` calls, detects relationship-shaped queries, extracts the salient entity, and re-routes the call to the graph backend before it executes.
For relationship questions, the agent will hit the knowledge graph rather than searching through unstructured text. Expect noticeably better hit rates on "who did X with Y" style questions.
Built-in interceptor `route-by-query-shape:relationship` lives in `src/agents/skills/builtin-interceptors/route-by-query-shape.ts`. Fires up to 12 times per session.
Bitterbot - a mesh of agents that turns shared experience into collective capability.
Repo: bitterbot-ai/bitterbot-desktop
Set up and use 1Password CLI (op). Use when installing the CLI, enabling desktop app…
Manage Apple Notes via the `memo` CLI on macOS (create, view, edit, delete, search, move, and…
Manage Apple Reminders via the `remindctl` CLI on macOS (list, add, edit, complete, delete).…
Monitor blogs and RSS/Atom feeds for updates using the blogwatcher CLI.