Explore memory graphs recursively with semantic search and neighbor traversal.
npx skills add https://github.com/genomewalker/cc-soul --skill explore-genomewalker
Please help me install this Agent Skill. Skill: explore Source: https://github.com/genomewalker/cc-soul/tree/main/skills/explore Command: npx skills add https://github.com/genomewalker/cc-soul --skill explore-genomewalker
This Skill provides an advanced method for retrieving information from a knowledge base by dynamically navigating its underlying graph structure, rather than relying on simple keyword searches.
/explore to trace the connections related to "daemon" and "sockets" to uncover how authentication is specifically handled in that context.Use the explore skill to dynamically navigate memory for the query "How does the daemon handle authentication?".
High-intent search queries and answers about installing and using this skill.
When standard top-k recall misses crucial context or yields too many results, memory graph traversal allows you to trace relationships iteratively, building a comprehensive understanding through recursive exploration of connected nodes.
You dynamically navigate memory by using graph traversal primitives like semantic search, peeking, expanding, and neighbor traversal to iteratively refine your search and uncover specific contextual relationships within the data.
Yes, you can iteratively refine knowledge retrieval by peeking into nodes and expanding links within the memory graph, which supports dynamic decision-making and helps uncover precise contextual relationships.
Recursive recall for memory exploration requires an existing graph structure to navigate and may be less efficient than standard search for simple queries where deep contextual understanding is not needed.
Yes, recursive memory exploration requires a pre-existing graph structure to dynamically navigate, as it relies on traversing connections and relationships between pieces of information rather than searching raw text.
jkfeeConsolidate papers, ideas, experiments, and claims into a navigable research wiki.
prateekAggregate diverse sources into citation-backed research reports with credibility scoring.
nmdraIndex and query Obsidian markdown vaults with ChromaDB for semantic retrieval and graph analysis.
ScottRBKTraverse Forgetful knowledge graphs to map memories, entities, and relationships.