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Skills/thedotmack/claude-mem/knowledge-agent
knowledge-agent logo

knowledge-agent

thedotmack/claude-mem
2K installs82K stars
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Installation

npx skills add https://github.com/thedotmack/claude-mem --skill knowledge-agent

Summary

Build and query AI-powered knowledge bases from claude-mem observations. Use when users want to create focused "brains" from their observation history, ask questions about past work patterns, or compile expertise on specific topics.

SKILL.md

Knowledge Agent

Build and query AI-powered knowledge bases from claude-mem observations.

What Are Knowledge Agents?

Knowledge agents are filtered corpora of observations compiled into a conversational AI session. Build a corpus from your observation history, prime it (loads the knowledge into an AI session), then ask it questions conversationally.

Think of them as custom "brains": "everything about hooks", "all decisions from the last month", "all bugfixes for the worker service".

Workflow

Step 1: Build a corpus

build_corpus name="hooks-expertise" description="Everything about the hooks lifecycle" project="claude-mem" concepts="hooks" limit=500

Filter options:

  • project — filter by project name
  • types — comma-separated: decision, bugfix, feature, refactor, discovery, change
  • concepts — comma-separated concept tags
  • files — comma-separated file paths (prefix match)
  • query — semantic search query
  • dateStart / dateEnd — ISO date range
  • limit — max observations (default 500)

Step 2: Prime the corpus

prime_corpus name="hooks-expertise"

This creates an AI session loaded with all the corpus knowledge. Takes a moment for large corpora.

Step 3: Query

query_corpus name="hooks-expertise" question="What are the 5 lifecycle hooks and when does each fire?"

The knowledge agent answers from its corpus. Follow-up questions maintain context.

Step 4: List corpora

list_corpora

Shows all corpora with stats and priming status.

Tips

  • Focused corpora work best — "hooks architecture" beats "everything ever"
  • Prime once, query many times — the session persists across queries
  • Reprime for fresh context — if the conversation drifts, reprime to reset
  • Rebuild to update — when new observations are added, rebuild then reprime

Maintenance

Rebuild a corpus (refresh with new observations)

rebuild_corpus name="hooks-expertise"

After rebuilding, reprime to load the updated knowledge:

Reprime (fresh session)

reprime_corpus name="hooks-expertise"

Clears prior Q&A context and reloads the corpus into a new session.

Score

0–100
65/ 100

Grade

C

Popularity17/30

2,468 installs — growing adoption. Source repo has 82,325 GitHub stars.

Completeness27/30

Documented: full SKILL.md body, description, one-line install. Missing: category/license metadata.

Trust15/25

Community skill with a public GitHub source repository you can review.

Freshness6/15

No update timestamp is tracked for this skill in our catalog.

Scored automatically from popularity, completeness, trust, and freshness — computed only from data in our catalog, never fabricated.

Proud of your score? Add this badge to your README.

Paste a snippet into your GitHub README. The badge updates automatically and links back to this page.

Knowledge Agent skill score badge previewScore badge

Markdown

[![Knowledge Agent skill](https://www.remoteopenclaw.com/skills/thedotmack/claude-mem/knowledge-agent/badges/score.svg)](https://www.remoteopenclaw.com/skills/thedotmack/claude-mem/knowledge-agent)

HTML

<a href="https://www.remoteopenclaw.com/skills/thedotmack/claude-mem/knowledge-agent"><img src="https://www.remoteopenclaw.com/skills/thedotmack/claude-mem/knowledge-agent/badges/score.svg" alt="Knowledge Agent skill"/></a>

Knowledge Agent FAQ

How do I install the Knowledge Agent skill?

Run “npx skills add https://github.com/thedotmack/claude-mem --skill knowledge-agent” in your terminal. The skill is added to your agent's skills directory and picked up automatically on the next run — no restart or extra configuration needed.

What does the Knowledge Agent skill do?

Build and query AI-powered knowledge bases from claude-mem observations. Use when users want to create focused "brains" from their observation history, ask questions about past work patterns, or compile expertise on specific topics. The full SKILL.md on this page shows the exact instructions the skill gives your agent.

Is the Knowledge Agent skill free?

Yes. Knowledge Agent is a free, open-source skill published from thedotmack/claude-mem. As with any third-party skill, review the source repository before installing it into an agent with sensitive access.

Does Knowledge Agent work with Claude Code and OpenClaw?

Yes. Skills use the portable SKILL.md format, so Knowledge Agent works with Claude Code, OpenClaw, Codex, Hermes, and any other agent that reads SKILL.md skills.

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