recall

Answers questions from stored knowledge bases with cited sources and explicit gap reporting.

3|1|Updated Jul 17, 2026
One-click install
npx skills add https://github.com/AlmogBaku/aos --skill recall-almogbaku
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: recall
Source: https://github.com/AlmogBaku/aos/tree/main/capabilities/kb/skills/recall
Command: npx skills add https://github.com/AlmogBaku/aos --skill recall-almogbaku

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? When you ask your agent what you already know about a topic, it often answers from training data instead of your own accumulated notes, or silently invents an answer when your bases have nothing. This Skill forces every answer to come from your knowledge bases, with a citation for every claim and an honest statement of what is missing. ## Core Features & Use Cases - Cited retrieval: Every claim in an answer cites the wiki page it came from via [[path]] references, so you can verify the source. - Dual search engines: Combines agentic navigation (index pages, wikilinks, grep) with deterministic commands like kb search (BM25), kb find (metadata filters), and kb links (backlinks) to cover both curated pages and unpromoted raw fragments. - Honest gap handling: States explicitly when the bases have no answer, honours contested and unverified pages, and offers — never forces — to capture the open question or file a synthesis back. - Use Case: Before starting research on a vendor, ask what your work base already knows; the Skill routes to the right base, reads the relevant pages, and returns a cited summary noting that funding data stops in March. ## Quick Start Ask your agent what you already know about a topic, for example: what do I know about Acme in my work base?

Frequently Asked Questions about recall

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I search my personal knowledge base with an AI agent?▼

Ask a natural-language question and the agent routes it to the right base using the registry, then combines wikilink navigation with BM25 search via kb search. Every claim in the answer cites the source page as a [[path]] reference.

How does the agent decide which knowledge base to query?▼

An explicit mention like 'in my work base' wins; otherwise the agent reads the registry at $AOS_REGISTRY or personal/kb-registry.yaml and matches the question against each base's stated purpose. It reads deeply only in the top-ranked base or two.

What happens when the knowledge base has no answer?▼

The miss is stated out loud rather than filled from training data, and the agent offers to capture the open question as a curation signal. It never auto-captures or silently files new content.

Can the agent write answers back into the knowledge base?▼

Only with your approval: a substantive synthesis can be offered as a new page, filed through the route skill with verified: false and an origin pointing at the session. On shared bases the write lands in the review queue like any other agent write.

How are contested or unverified pages handled in answers?▼

Pages marked Contested are presented with both sides, and pages with verified: false are never used as the sole support for a conclusion. This keeps shaky sources from silently anchoring an answer.