cyberneticlibrary

Search your Claude session history

session-searchskillsetup L281
techwolf-ai/ai-first-toolkit
What it does

Search session archive by id, title, or message text with LLM-aided ranking

Best for

When you need to quickly find a past session by partial memory (a phrase, a date range, a person name).

Inputs
  • · session query (id / title fragment / message text), date range, limit
Outputs
  • · matching sessions with metadata (date, title, participants, summary), ranked by relevance
Requires
  • · session database
  • · LLM embeddings/search
Preconditions

Session archive indexed; search index built; database accessible

Failure modes
  • · Full-text search across multi-GB archive times out
  • · LLM ranking hallucinates relevance (low precision)
  • · Session metadata incomplete (missing title, date, participants)
Trust signals
  • · Scoped search (date range, text limit) prevents timeout
  • · LLM ranking with relevance scoring
  • · Session metadata includes participants and summary