Can I use the Topic Graph across different projects?

The Topic Graph is currently scoped per-project. This ensures that the extracted themes and conceptual relationships remain highly relevant to the specific codebase and context you are currently working on.

How does the Topic Graph differ from a standard keyword search?

While keyword search finds exact matches, the Topic Graph uses semantic embeddings to group related concepts—even if different terminology was used—and ranks them by relevance and historical importance.

What is time-decayed importance scoring?

It is an algorithm that reduces the weight of a topic as time passes since its last mention. This ensures that active, current themes appear higher in results while historical context is preserved with lower priority.

How do I force the skill to update the topics it has found?

You can manually trigger the extraction process by running the 'memory-daemon admin extract-topics' command, which overrides the standard four-hour extraction schedule.

Topic Graph Explorer

Name: Topic Graph Explorer
Author: SpillwaveSolutions

bySpillwaveSolutions

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数据科学与机器学习

Analyzes and maps semantic themes within agent memory using time-decayed importance scoring to surface relevant conversation patterns.

The Topic Graph skill enhances Claude's long-term memory capabilities by organizing discussions into a semantic graph of interconnected themes. It allows users to discover recurring patterns, explore related concepts, and navigate project history through high-level topics rather than just keyword searches. By employing an exponential time-decay algorithm, it prioritizes recent developments while maintaining visibility into historical project context, making it an essential tool for maintaining continuity in long-running development cycles and complex codebases.

主要功能

01Time-decayed importance scoring to surface current trending themes

02Query-based topic discovery using high-precision vector embeddings

03Semantic topic extraction and clustering from conversation history

044 GitHub stars

05Hierarchical relationship mapping including parent, child, and similar topics

06Topic-guided navigation to specific segments of project memory and TOC nodes

使用场景

01Mapping the conceptual evolution of specific features like authentication or security models

02Discovering dormant project topics that require resurrection or review in current tasks

03Identifying recurring technical debt or architectural patterns across multiple coding sessions

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add spillwavesolutions/agent-memory topic-graph

For use in Claude.ai and ChatGPT

Download Skill