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AI EngineeringPython

Search Memory

by nowledge-co

Search Memory is an AI Engineering skill for Claude Code, published by nowledge-co in community.

166 stars35 forkson nowledge-co/communityAdded 2026/09/08+2% in starsRepository updated 2026/09/08
agent-memoryalmaclaude-codecursor-plugingemini-cli-extensionmemorynowledge-labsnowledge-memopenclawopenclaw-memory
Install in seconds
Install Search Memory
Copy Search Memory into your Claude Code skills folder. Run the command in your terminal, or review the source on GitHub before installing.
terminal
npx degit https://github.com/nowledge-co/community/tree/main/nowledge-mem-claude-code-plugin/skills/search-memory ~/.claude/skills/search-memory

Requires Node.js. Downloads this skill only — not the rest of the repository — into your Claude Code skills folder.

Without Node.js

git clone https://github.com/nowledge-co/community.git

Clones the whole repository, then copy the skill’s own directory into your skills folder yourself.

In this catalog

Source file
nowledge-mem-claude-code-plugin/skills/search-memory/SKILL.md in nowledge-co/community
Installs to
~/.claude/skills/search-memory
Collection
One of 25 skills cataloged from this repository
Category
AI Engineering3670 skills

What Search Memory does

Search Memory searches stored memories when past decisions, solutions, or breakthroughs may help answer the current request. It is used for continuity, recurring problems, and context that suggests prior work matters.

Search Memory is cataloged under AI Engineering on DirSkills. Search Memory comes from a repository tagged agent-memory, alma, claude-code, cursor-plugin and gemini-cli-extension.

Documentation

README

Search Memory

When to Search (Autonomous Recognition)

Strong signals:

  • Continuity: Current topic connects to prior work
  • Pattern match: Problem resembles past solved issue
  • Decision context: "Why/how we chose X" implies documented rationale
  • Recurring theme: Topic discussed in past sessions
  • Implicit recall: "that approach", "like before"

Contextual signals:

  • Complex debugging (may match past root causes)
  • Architecture discussion (choices may be documented)
  • Domain-specific question (conventions likely stored)

Skip when:

  • Fundamentally new topic
  • Generic syntax questions
  • Fresh perspective explicitly requested

Tool Usage

Use nmem CLI with --json flag for programmatic search:

This is the opening of the README. Read the full README on GitHub.

Commands Search Memory provides

Slash commands named in this skill’s SKILL.md, listed in the order they first appear.

  • /status

Frequently asked about Search Memory

  • What else does nowledge-co publish alongside Search Memory?

    Search Memory is one of 25 skills that DirSkills catalogs from nowledge-co/community, the repository it ships in. Its siblings there include Browse Now, Check Connector and Distill Memory. Each one is a separate skill with its own page in this directory, installs the same way Search Memory does, and is maintained by nowledge-co in that same repository. The rest of the collection is listed on the nowledge-co/community page.

  • How does Search Memory compare to other AI Engineering skills?

    Search Memory ranks #3351 by stars among the 3670 AI Engineering skills in this catalog. The most-starred ones next to it are Architecture Decision Records, AI-First Engineering and Agentic OS. DirSkills ranks by the star count of the repository each skill ships in, so that order reflects how popular those repositories are rather than any review of Search Memory against them. Open each page to compare what they document and how they install.

More from nowledge-co/community

Search Memory is one of 25 skills cataloged on DirSkills from nowledge-co/community.

See all 25 skills
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Browse Now

Browse Now controls the user's real browser for authenticated pages, dynamic UI interaction, form filling, screenshots, and content extraction. Use it when web search or plain fetches cannot access the live page state.
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Check Connector

Check Connector verifies whether Nowledge Mem is running, detects the current agent, and guides the best connector setup. Use it when setup, configuration, or memory access is failing.
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Distill Memory

Distill Memory saves durable facts, decisions, preferences, and procedures from a conversation into searchable memories. Use it when a session produces insight that should be reused later.
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1h ago

Distill Memory

Distill Memory captures durable facts, decisions, preferences, and lessons from a conversation when they are likely to save time later. It suggests saving insights after breakthroughs, resolutions, or other high-value moments.
AI Engineering
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🧠
1h ago

Distill Memory

Distill Memory saves key decisions, procedures, learnings, preferences, and plans as durable memories. Use it when something non-obvious is discovered or a significant choice is made so future sessions can find it again.
AI Engineering
16635
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1h ago

Distill Memory

Distill Memory recognizes durable decisions, lessons, and breakthrough insights during conversations and suggests saving them at the right moment. Use it when a resolution, preference, or procedure is worth preserving for future reference.
AI Engineering
16635