enhanced-memory

Search & Research
v1.0.0
Benign

Enhanced memory search with hybrid vector+keyword scoring, temporal routing, filepath scoring, adaptive weighting.

683 downloads683 installsby @jameseball

Setup & Installation

Install command

clawhub install jameseball/enhanced-memory

If the CLI is not installed:

Install command

npx clawhub@latest install jameseball/enhanced-memory

Or install with OpenClaw CLI:

Install command

openclaw skills install jameseball/enhanced-memory

or paste the repo link into your assistant's chat

Install command

https://github.com/openclaw/skills/tree/main/skills/jameseball/enhanced-memory

What This Skill Does

A drop-in replacement for OpenClaw's default memory search. Uses a 4-signal fusion pipeline combining vector similarity, keyword matching, header matching, and filepath scoring to retrieve memory chunks. Also includes salience scoring and a knowledge graph cross-reference builder.

Achieves 0.782 MRR versus approximately 0.45 for baseline vector-only search by fusing four signals and applying adaptive weighting when keyword overlap is low.

When to Use It

  • Finding relevant past context when vector-only search returns weak results
  • Surfacing stale memory files during agent heartbeat cycles
  • Building cross-reference links between related memory chunks
  • Querying memories with date references like 'last Monday' or 'Feb 8'
  • Indexing updated memory files after significant workspace changes

Example Workflow

Here's how your AI assistant might use this skill in practice.

INPUT

User asks: Finding relevant past context when vector-only search returns weak results

AGENT
  1. 1Finding relevant past context when vector-only search returns weak results
  2. 2Surfacing stale memory files during agent heartbeat cycles
  3. 3Building cross-reference links between related memory chunks
  4. 4Querying memories with date references like 'last Monday' or 'Feb 8'
  5. 5Indexing updated memory files after significant workspace changes
OUTPUT
Enhanced memory search with hybrid vector+keyword scoring, temporal routing, filepath scoring, adaptive weighting.

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Last updatedFeb 28, 2026