Agent skill

Search Memory

by nowledge-co in nowledge-co/community

Search your knowledge base when past decisions, preferences, or procedures would improve the response.

No licenceAuto-check passedKnowledge Management

Install Search Memory

skills CLI
$ npx skills add nowledge-co/community --skill search-memory -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install nowledge-co/community search-memory --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/nowledge-co/community.git skills-src && mkdir -p .claude/skills && cp -r skills-src/nowledge-mem-step-code/skills/search-memory .claude/skills/search-memory && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
search-memory
GitHub stars
185
Token cost
~767 tokens
SKILL.md length
291 words
Files
1
Skills in repo
52
Repo updated
First seen
Licence
None found

At a glance

Search your knowledge base when past decisions, preferences, or procedures would improve the response.

  • Works in 3 steps: Search memories (distilled knowledge) → Search threads (past conversations) → Progressive thread inspection
  • Tasks that involve Knowledge bases
  • SKILL.md covers When to Search, Retrieval Routing, Key Flags and Examples, plus 3 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Search Memory is an agent skill from nowledge-co/community. Search your knowledge base when past decisions, preferences, or procedures would improve the response. Covers memories from every AI tool you use.

Its SKILL.md is about 770 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Knowledge Management, covering Knowledge bases. The repository describes itself as: Community Repo for Nowledge Labs Products.

When your agent uses it

  • Tasks that involve Knowledge bases

Example prompts

  • “/search-memory”

Workflow steps

3 steps, taken from the step headings in SKILL.md.

  1. Search memories (distilled knowledge)
  2. Search threads (past conversations)
  3. Progressive thread inspection

What it can do on your machine

Read from SKILL.md and the folder at commit 0567734. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md (its code samples are bash).

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Links to these hosts (documentation or services it may open):

    • mem.nowledge.co

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Search Memory loads about 767 tokens when it runs. Until then it costs about 40 tokens; SKILL.md has 291 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~40
When it runs · the whole SKILL.md, loaded when a task matches
~767

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 291 words (~767 tokens).

name
search-memory

Read the full SKILL.md on GitHub

Files

Just SKILL.md in nowledge-mem-step-code/skills/search-memory of nowledge-co/community.

Open the folder on GitHubat commit 0567734

Compare with similar skills

Search Memory next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Search Memory compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Search Memory this skillnowledge-co/community185—~767Automated safety check: PassNone
Capture Conversationoutline/outline41k—~474Automated safety check: PassCustom licence
Project CairniBlinkQ/project-cairn2352 repos~861Automated safety check: PassMIT
LLM Wiki Knowledge GraphEgonex-AI/Understand-Anything86k1 repos~1.5kAutomated safety check: PassMIT
Find And Citeoutline/outline41k—~537Automated safety check: PassCustom licence
Xhs Virtual Productchenjin-cmd/xhs-virtual-product727—~862Automated safety check: PassMIT

Similar skills

  • Capture Conversation

    outline/outline

    Save the current conversation, a decision, or a set of notes as a document in an Outline collection; use when the user wants to keep what was discussed in their knowledge base.

    41k GitHub stars~474 tokensUpdated today
    Knowledge ManagementAuto-check passed
  • Project Cairn

    iBlinkQ/project-cairn

    Standardize how an AI-collaboration project turns work into reusable knowledge.

    235 GitHub starsUsed in 2 repos~861 tokens
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  • LLM Wiki Knowledge Graph

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    Detects a Karpathy-pattern LLM wiki and builds an interactive knowledge graph with entities, implicit relationships and topic clusters.

    86k GitHub starsUsed in 1 repo~1.5k tokens
    Knowledge ManagementAuto-check passed
  • Find And Cite

    outline/outline

    Answer questions from the Outline knowledge base with quotes and links to the source documents; use when the user asks what the team knows, documented, or decided about a topic.

    41k GitHub stars~537 tokensUpdated today
    Knowledge ManagementAuto-check passed
  • Xhs Virtual Product

    chenjin-cmd/xhs-virtual-product

    This skill helps plan, select, produce, and market Xiaohongshu (RED) virtual/digital products — templates, knowledge bases, test tools, study materials.

    727 GitHub stars~862 tokensUpdated 8 days ago
    Knowledge ManagementAuto-check passed
  • Openkb

    VectifyAI/OpenKB

    A skill your agent uses when the user asks about content in their OpenKB knowledge base — research topics, concepts compiled from their documents, cross-document synthesis — or mentions openkb, an…

    4.7k GitHub starsUsed in 1 repo~2k tokens
    Knowledge ManagementAuto-check: warnings

More from nowledge-co/community

All 52 skills in this repo
  • Save Thread

    nowledge-co/community

    Save the current Codex session so the user can find it later or resume from another tool.

    185 GitHub stars~485 tokensUpdated today
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  • Check Integration

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    Check Nowledge Mem setup, detect your agent, and guide native connector setup.

    185 GitHub stars~3.2k tokensUpdated today
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  • Distill Memory

    nowledge-co/community

    Save key decisions, procedures, or learnings so the user never has to rediscover them.

    185 GitHub stars~644 tokensUpdated today
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  • Explore Graph

    nowledge-co/community

    Render a focused interactive graph for memories retrieved from Nowledge Mem, automatically after successful Memory retrieval or when the user explicitly asks to view, show, inspect, or explore their…

    185 GitHub stars~1.5k tokensUpdated today
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  • Save Handoff

    nowledge-co/community

    Save a concise handoff summary between OpenHands worker agents or when the user explicitly requests a task checkpoint.

    185 GitHub stars~514 tokensUpdated today
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  • Save Thread

    nowledge-co/community

    Save the real Claude Code or Grok Build session messages only when the user explicitly requests it.

    185 GitHub stars~561 tokensUpdated today
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Questions about Search Memory

What does Search Memory do?

Search your knowledge base when past decisions, preferences, or procedures would improve the response. Search Memory is an agent skill from nowledge-co/community. Search your knowledge base when past decisions, preferences, or procedures would improve the response.

When should I use Search Memory?

Search Memory fits situations like: tasks that involve Knowledge bases.

How do I install Search Memory in Claude Code?

Run `npx skills add nowledge-co/community --skill search-memory -a claude-code`. Or copy the skill folder (nowledge-mem-step-code/skills/search-memory in nowledge-co/community) into .claude/skills/search-memory in your project. Claude Code loads it when a task matches its description.

How do I install Search Memory in Codex?

Run `npx skills add nowledge-co/community --skill search-memory -a codex`. Or copy the skill folder (nowledge-mem-step-code/skills/search-memory in nowledge-co/community) into .agents/skills/search-memory in your project. Codex loads it when a task matches its description.

Can I use Search Memory in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add nowledge-co/community --skill search-memory -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/search-memory, .gemini/skills/search-memory, .github/skills/search-memory and .opencode/skills/search-memory in your project.

What does Search Memory need to run?

SKILL.md names no scripts, command-line tools or credentials: Search Memory is instructions for the agent only.

Does Search Memory access the network?

SKILL.md names 1 domain. As links in the text: mem.nowledge.co. This is read from the text; nothing was executed.

Is Search Memory safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Search Memory use?

No licence was found for Search Memory or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Search Memory use?

About 767 tokens (SKILL.md is roughly 3.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Search Memory?

Skills that share tags, products or a category with Search Memory: Capture Conversation (outline/outline, 41k stars), Project Cairn (iBlinkQ/project-cairn, 235 stars), LLM Wiki Knowledge Graph (Egonex-AI/Understand-Anything, 86k stars) and Find And Cite (outline/outline, 41k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Search Memory?

nowledge-co (a GitHub organization) maintains it in nowledge-co/community, which has 185 GitHub stars. The repository holds 52 skills in this directory. The repository was last updated on October 8, 2026.

Source: nowledge-co/community on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.