Agent skill

Nowledge Mem

by nowledge-co in nowledge-co/community

Use Nowledge Mem from Kimi Code for startup context, memory search, durable saves, thread search, and Kimi Code transcript import.

No licenceAuto-check passedAgent Workflows

Install Nowledge Mem

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

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

GitHub CLI
$ gh skill install nowledge-co/community nowledge-mem --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-kimi-code-plugin/skills/nowledge-mem .claude/skills/nowledge-mem && 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
nowledge-mem
GitHub stars
186
Token cost
~1.4k tokens
SKILL.md length
661 words
Files
1
Skills in repo
53
Repo updated
First seen
Licence
None found

At a glance

Use Nowledge Mem from Kimi Code for startup context, memory search, durable saves, thread search, and Kimi Code transcript import.

  • Works in 3 steps: memory_search for an existing memory. → memory_update if the existing memory… → memory_add for a new durable memory.
  • Agent Workflows work in your project
  • SKILL.md covers Startup Context, Recall, Save Durable Knowledge and Save Or Import Kimi Code Threads, plus 3 more sections
  • Calls python3 and pipx

What it does

Nowledge Mem is an agent skill from nowledge-co/community. Use Nowledge Mem from Kimi Code for startup context, memory search, durable saves, thread search, and Kimi Code transcript import.

Its SKILL.md is about 1.4k 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 Agent Workflows. It works with Kimi and Model Context Protocol. The repository describes itself as: Community Repo for Nowledge Labs Products.

When your agent uses it

  • Agent Workflows work in your project

Example prompts

  • “/nowledge-mem”

Requirements

  • Python 3

Workflow steps

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

  1. memory_search for an existing memory.
  2. memory_update if the existing memory should evolve.
  3. memory_add for a new durable memory.

What it can do on your machine

Read from SKILL.md and the folder at commit 1f4d7eb. 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

    Shell commands in SKILL.md call:

    • python3
    • pipx

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

  • Network

    No URLs in SKILL.md. Its commands use pipx, which can reach the network depending on how they are called.

    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

Nowledge Mem loads about 1.4k tokens when it runs. Until then it costs about 36 tokens; SKILL.md has 661 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~36
When it runs · the whole SKILL.md, loaded when a task matches
~1.4k

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 661 words (~1,352 tokens).

“Nowledge Mem is the user's cross-tool memory. Use it to start with the right context, recall prior work, save durable decisions, and make Kimi Code sessions searchable from other AI tools.”

— opening of SKILL.md by nowledge-co
name
nowledge-mem

Read the full SKILL.md on GitHub

Files

Just SKILL.md in nowledge-mem-kimi-code-plugin/skills/nowledge-mem of nowledge-co/community.

Open the folder on GitHubat commit 1f4d7eb

Compare with similar skills

Nowledge Mem 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.

Nowledge Mem compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Nowledge Mem this skillnowledge-co/community186—~1.4kAutomated safety check: PassNone
Kimi DatasourceMoonshotAI/kimi-code7.8k—~1.8kAutomated safety check: PassMIT
Add CoordinatorFeiZhuLulu/Agent-Bridge109—~1.9kAutomated safety check: PassMIT
Perplexity Web MCP Bridgejacob-bd/perplexity-web-mcp197—~7.6kAutomated safety check: PassMIT
MCP Server Builderanthropics/skills180k63 repos~2.3kAutomated safety check: PassApache-2.0
MCP Server BuildershareAI-lab/learn-claude-code78k5 repos~1.2kAutomated safety check: PassMIT

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All 53 skills in this repo
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  • Check Integration

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

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  • Distill Memory

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  • Explore Graph

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  • Save Handoff

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

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  • Save Thread

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

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Categories

Questions about Nowledge Mem

What does Nowledge Mem do?

Use Nowledge Mem from Kimi Code for startup context, memory search, durable saves, thread search, and Kimi Code transcript import. Nowledge Mem is an agent skill from nowledge-co/community. Use Nowledge Mem from Kimi Code for startup context, memory search, durable saves, thread search, and Kimi Code transcript import.

When should I use Nowledge Mem?

Nowledge Mem fits situations like: agent Workflows work in your project.

How do I install Nowledge Mem in Claude Code?

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

How do I install Nowledge Mem in Codex?

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

Can I use Nowledge Mem 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 nowledge-mem -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/nowledge-mem, .gemini/skills/nowledge-mem, .github/skills/nowledge-mem and .opencode/skills/nowledge-mem in your project.

What does Nowledge Mem need to run?

Going by SKILL.md and its folder, Nowledge Mem needs the command-line tools its instructions call (python3 and pipx). Our summary lists: Python 3.

Does Nowledge Mem access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Nowledge Mem 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 Nowledge Mem use?

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

How many tokens does Nowledge Mem use?

About 1.4k tokens (SKILL.md is roughly 5.4k 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 Nowledge Mem?

Skills that share tags, products or a category with Nowledge Mem: Kimi Datasource (MoonshotAI/kimi-code, 7.8k stars), Add Coordinator (FeiZhuLulu/Agent-Bridge, 109 stars), Perplexity Web MCP Bridge (jacob-bd/perplexity-web-mcp, 197 stars) and MCP Server Builder (anthropics/skills, 180k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Nowledge Mem?

nowledge-co (a GitHub organization) maintains it in nowledge-co/community, which has 186 GitHub stars. The repository holds 53 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.