Query a personal knowledge base graph for prior notes and decisions.
npx skills add https://github.com/josix/agent-flow --skill personal-kb-usage
Please help me install this Agent Skill. Skill: personal-kb-usage Source: https://github.com/josix/agent-flow/tree/main/skills/personal-kb-usage Command: npx skills add https://github.com/josix/agent-flow --skill personal-kb-usage
It helps the agent retrieve and correctly use the user’s personal knowledge graph for cross-project recall, ensuring decisions and patterns from past work are reused without exceeding context limits.
Use the personal-kb-usage skill to answer a cross-project question like: “What decisions or patterns did I document previously for implementing authentication verification gates?”
High-intent search queries and answers about installing and using this skill.
Query your personal knowledge base for cross-project decisions by using MCP personal-kb tools like graph_stats and query_graph. This retrieves prior notes and patterns, converting results into label and source_location summaries to inform your current planning.
Cross-project recall retrieves prior decisions and patterns from your personal knowledge graph to inform architecture, testing strategy, and anti-pattern avoidance. You need it during planning and review tasks across multiple repositories and sessions.
Yes, you can use personal-kb tools to find documented anti-patterns from previous sessions. Query the knowledge graph during review tasks to surface prior learnings, respecting trust and confidence tags while converting results into safe label summaries.
Manage token budgets when querying a knowledge graph by enforcing top_k and top_n limits. Token-budget discipline requires converting query results into absolute source_location citations and avoiding pasting raw graph JSON into downstream prompts.
Limitations of knowledge graph querying for decision mining include the need to respect trust and confidence tags on retrieved nodes. You must avoid passing raw graph JSON downstream and strictly enforce token budgets to prevent exceeding context limits.
qualixarStore user content locally in SuperLocalMemory with automatic indexing and a knowledge graph.
vm-wylburRequire explicit user approval before modifying files or installing packages.
ScottRBKTraverse Forgetful knowledge graphs to map memories, entities, and relationships.
wewetv1987-cellPreserve AI agent context and decisions across sessions with file-based memory.
