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#1918 Overall#437 in MediaVerified SKILL.md

Vector Memory Hack

Fast semantic search for AI agent memory files using TF-IDF and SQLite. Enables instant context retrieval from MEMORY.md or any markdown documentation. Use when the agent needs to (1) Find relevant context before starting a task, (2) Search through large memory files efficiently, (3) Retrieve specific rules or decisions without reading entire files, (4) Enable semantic similarity search instead of keyword matching. Lightweight alternative to heavy embedding models - zero external dependencies, <10ms search time.

OpenClawSKILL.md
3,983Total downloads
132Active installs
9Community stars
Momentum rank

Overview

What It Does

Vector Memory Hack packages a focused media & files workflow for an AI agent. Fast semantic search for AI agent memory files using TF-IDF and SQLite. Enables instant context retrieval from MEMORY.md or any markdown documentation. Use when the agent needs to (1) Find relevant context before starting a task, (2) Search through large memory files efficiently, (3) Retrieve specific rules or decisions without reading entire files, (4) Enable semantic similarity search instead of keyword matching. Lightweight alternative to heavy embedding models - zero external dependencies, <10ms search time. It is best suited to users who can review the resulting actions and provide only the accounts, files, or command access needed for the task. It is not a substitute for human approval on destructive, financial, security-sensitive, or public-facing actions.

Task ideas

Popular Use Cases

  • Create or edit a common file format
  • Extract information from uploaded files
  • Convert content into a polished deliverable
  • Automate repetitive media operations

Installation

Install this Agent Skill

OpenClaw

clawhub install @mig6671/vector-memory-hack

Commands derived from the public ClawHub API record. Checked 2026-09-02. Review the source before running them.

Before you start

Requirements

OpenClaw or ClawHubRequired / review
Review the source instructions before installationRequired / review
Paid serviceCheck source
Supported systemCheck source

Popularity context

Why It’s Popular

Vector Memory Hack addresses a recognizable media files workflow and is included from current public ClawHub adoption.

Alternatives

Similar Skills