ultrathink_memory

Persistent memory system for UltraThink — search, save, and recall project context, decisions, and patterns across sessions using Postgres-backed fuzzy search with synonym expansion.

39 stars

Best use case

ultrathink_memory is best used when you need a repeatable AI agent workflow instead of a one-off prompt.

Persistent memory system for UltraThink — search, save, and recall project context, decisions, and patterns across sessions using Postgres-backed fuzzy search with synonym expansion.

Teams using ultrathink_memory should expect a more consistent output, faster repeated execution, less prompt rewriting.

When to use this skill

  • You want a reusable workflow that can be run more than once with consistent structure.

When not to use this skill

  • You only need a quick one-off answer and do not need a reusable workflow.
  • You cannot install or maintain the underlying files, dependencies, or repository context.

Installation

Claude Code / Cursor / Codex

$curl -o ~/.claude/skills/ultrathink-memory/SKILL.md --create-dirs "https://raw.githubusercontent.com/InugamiDev/ultrathink-oss/main/openclaw/skills/ultrathink-memory/SKILL.md"

Manual Installation

  1. Download SKILL.md from GitHub
  2. Place it in .claude/skills/ultrathink-memory/SKILL.md inside your project
  3. Restart your AI agent — it will auto-discover the skill

How ultrathink_memory Compares

Feature / Agentultrathink_memoryStandard Approach
Platform SupportNot specifiedLimited / Varies
Context Awareness High Baseline
Installation ComplexityUnknownN/A

Frequently Asked Questions

What does this skill do?

Persistent memory system for UltraThink — search, save, and recall project context, decisions, and patterns across sessions using Postgres-backed fuzzy search with synonym expansion.

Where can I find the source code?

You can find the source code on GitHub using the link provided at the top of the page.

SKILL.md Source

# UltraThink Memory

You have access to UltraThink's persistent memory system backed by Neon Postgres.

## Available Tools

Use the `ultrathink-memory` MCP server tools:

### memory-search
Search existing memories by keyword or semantic query.
- Input: `{ "query": "string", "scope": "project|global", "limit": 10 }`
- Returns: Matching memories with content, importance, confidence, and timestamps

### memory-save
Save a new memory for future sessions.
- Input: `{ "content": "string", "importance": 1-10, "confidence": 0-1, "scope": "project|global", "tags": ["string"] }`
- Use importance 7+ for critical decisions, 4-6 for useful context, 1-3 for minor notes

### memory-recall
Recall all memories for the current project scope.
- Input: `{ "scope": "project", "limit": 50 }`
- Returns: All active memories sorted by importance

## When to Use

1. **Start of conversation** — Search memory for relevant project context
2. **After key decisions** — Save architectural choices, trade-off rationale
3. **After debugging** — Save root cause and fix for future reference
4. **User corrections** — Save feedback as high-importance memories

## Rules

1. Read before write — always search before saving to avoid duplicates
2. Be selective — not every interaction needs a memory
3. Include rationale — "we chose X because Y" is more valuable than just "we used X"
4. Tag consistently — use project name, technology, and category tags

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