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Skill

Semantic Knowledge Retrieval

by Abilityai

AI Summary

You are tasked with retrieving relevant knowledge from the Obsidian vault using multi-layer semantic search. 1. First Layer - Initial Search: 2. Second Layer - Direct Associations:

Install

Copy this and paste it into Claude Code, Cursor, or any AI assistant:

I want to install the "Semantic Knowledge Retrieval" skill in my project.

Please run this command in my terminal:
# Install skill into your project (9 files)
mkdir -p .claude/skills/commands && curl --retry 3 --retry-delay 2 --retry-all-errors -o .claude/skills/commands/SKILL.md "https://raw.githubusercontent.com/Abilityai/cornelius/main/.claude/commands/recall.md" && curl --retry 3 --retry-delay 2 --retry-all-errors -o .claude/skills/commands/analyze-kb.md "https://raw.githubusercontent.com/Abilityai/cornelius/main/.claude/commands/analyze-kb.md" && curl --retry 3 --retry-delay 2 --retry-all-errors -o .claude/skills/commands/deep-research.md "https://raw.githubusercontent.com/Abilityai/cornelius/main/.claude/commands/deep-research.md" && curl --retry 3 --retry-delay 2 --retry-all-errors -o .claude/skills/commands/find-connections.md "https://raw.githubusercontent.com/Abilityai/cornelius/main/.claude/commands/find-connections.md" && curl --retry 3 --retry-delay 2 --retry-all-errors -o .claude/skills/commands/get-perspective-on.md "https://raw.githubusercontent.com/Abilityai/cornelius/main/.claude/commands/get-perspective-on.md" && curl --retry 3 --retry-delay 2 --retry-all-errors -o .claude/skills/commands/search-vault.md "https://raw.githubusercontent.com/Abilityai/cornelius/main/.claude/commands/search-vault.md" && curl --retry 3 --retry-delay 2 --retry-all-errors -o .claude/skills/commands/synthesize-insights.md "https://raw.githubusercontent.com/Abilityai/cornelius/main/.claude/commands/synthesize-insights.md" && curl --retry 3 --retry-delay 2 --retry-all-errors -o .claude/skills/commands/talk.md "https://raw.githubusercontent.com/Abilityai/cornelius/main/.claude/commands/talk.md" && curl --retry 3 --retry-delay 2 --retry-all-errors -o .claude/skills/commands/update-changelog.md "https://raw.githubusercontent.com/Abilityai/cornelius/main/.claude/commands/update-changelog.md"

Then restart Claude Code (or reload the window in Cursor) so the skill is picked up.

Description

Retrieve relevant knowledge from Obsidian vault using 3-layer semantic search based on conversation context

Semantic Knowledge Retrieval

You are tasked with retrieving relevant knowledge from the Obsidian vault using multi-layer semantic search.

Instructions

• First Layer - Initial Search: • Use mcp__smart-connections__search_notes with the query above • Retrieve top 5 most relevant notes (threshold: 0.5) • Use Read tool to read the full content of the top 2 results • Second Layer - Direct Associations: • For the top result from layer 1, use mcp__smart-connections__get_similar_notes • Retrieve 5 semantically similar notes (threshold: 0.6) • Use Read tool to read the full content of the top 2 similar notes • Third Layer - Extended Network: • Build a connection graph using mcp__smart-connections__get_connection_graph • Parameters: depth=3, max_per_level=5, threshold=0.65 • This reveals deeper conceptual connections

Output Format

Present the findings in this structured format: `markdown

Layer 1: Direct Matches

[List notes found with similarity scores and key excerpts]

Discussion

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Health Signals

MaintenanceCommitted 8d ago
Active
AdoptionUnder 100 stars
78 ★ · Niche
DocsREADME + description
Well-documented

GitHub Signals

Stars78
Forks19
Issues4
Updated8d ago
View on GitHub
MIT License

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Works With

Claude Code