Agent skill

Search Memory

by nowledge-co in nowledge-co/community

Search your personal knowledge base when past insights would improve 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-devin-plugin/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
~531 tokens
SKILL.md length
265 words
Files
1
Skills in repo
52
Repo updated
First seen
Licence
None found

At a glance

Search your personal knowledge base when past insights would improve response.

  • Works in 4 steps: Start with nmem --json m search for… → Use nmem --json t search when the user… → If a result includes source_thread,… → …
  • Tasks that involve Second brain
  • SKILL.md covers When to Use, Retrieval Routing and Native Connector
  • 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 personal knowledge base when past insights would improve response. Recognize when stored breakthroughs, decisions, or solutions are relevant. Search proactively based on context, not just explicit requests.

Its SKILL.md is about 530 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 Second brain. The repository describes itself as: Community Repo for Nowledge Labs Products.

When your agent uses it

  • Tasks that involve Second brain

Example prompts

  • “/search-memory”

Workflow steps

4 steps, taken from the first numbered list in SKILL.md.

  1. Start with nmem --json m search for durable knowledge.
  2. Use nmem --json t search when the user is really asking about a prior conversation or exact session history.
  3. If a result includes source_thread, inspect it progressively with nmem --json t show --limit 8 --offset 0 --content-limit 1200.
  4. Prefer the smallest retrieval surface that answers the question.

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.

    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 531 tokens when it runs. Until then it costs about 58 tokens; SKILL.md has 265 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~58
When it runs · the whole SKILL.md, loaded when a task matches
~531

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 265 words (~531 tokens).

name
search-memory

Read the full SKILL.md on GitHub

Files

Just SKILL.md in nowledge-mem-devin-plugin/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—~531Automated safety check: PassNone
Second BrainNicholasSpisak/second-brain7361 repos~1.5kAutomated safety check: NotesNone
3D Brainnateherkai/AIS-OS1.6k—~2.1kAutomated safety check: PassCustom licence
Obsidian Canvas BoardsAgriciDaniel/claude-obsidian15k—~1.4kAutomated safety check: PassMIT
Icm ArchitectRinDig/icm-architect1.8k—~3.2kAutomated safety check: PassMIT
Obsidian CLI Read TransportAgriciDaniel/claude-obsidian15k1 repos~762Automated safety check: PassMIT

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Questions about Search Memory

What does Search Memory do?

Search your personal knowledge base when past insights would improve response. Search Memory is an agent skill from nowledge-co/community. Search your personal knowledge base when past insights would improve response.

When should I use Search Memory?

Search Memory fits situations like: tasks that involve Second brain.

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-devin-plugin/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-devin-plugin/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 531 tokens (SKILL.md is roughly 2.1k 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: Second Brain (NicholasSpisak/second-brain, 736 stars), 3D Brain (nateherkai/AIS-OS, 1.6k stars), Obsidian Canvas Boards (AgriciDaniel/claude-obsidian, 15k stars) and Icm Architect (RinDig/icm-architect, 1.8k 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.