AI & Agents·v0.1.1

Mem0 Integrate Agent Skill

Integrate Mem0 into an existing repository using a goal-driven, TDD pipeline that writes failing tests before any implementation.

Context cost
11.8k tokensestimated from the bundle, loaded when it triggers
Bundle
5 files · 47.3 kBtext throughout, nothing executable
Licence
Apache-2.0the author’s own terms
Last change
—v0.1.1
Servers it uses
Noneruns standalone

What it does

Integrate Mem0 into an existing repository using a goal-driven, TDD pipeline. Detects the repo's language automatically and asks the user to pick between Mem0 Platform (managed) and Mem0 Open Source (self-hosted). Writes failing tests before any implementation. Produces a local feature branch plus `.mem0-integration/` artifacts consumed by the paired verification skill. TRIGGER when: user says "integrate mem0", "add mem0 to this repo", "wire mem0 into <repo>", or asks how to add memory to an existing project.

What this skill changes about the agent has not been set out here as a list. Its SKILL.md, shown below, says it in the author’s own words.

agentsintegrationmemorytdd
Filed under

AI & Agents

The skill itself

A skill is instructions the model reads, so you can see what you are getting: below is the start of its SKILL.md. The front matter loads with every session, the body loads when the skill triggers, and the whole file comes with the install.

SKILL.md13.1 kB · preview
--- name: mem0-integrate license: Apache-2.0 metadata: author: mem0ai version: "0.1.1" category: ai-memory tags: "memory, integration, tdd, platform, oss" mem0_tested_versions: "mem0ai (PyPI) >=2.0.0,<3.0.0; mem0ai (npm) >=3.0.0,<4.0.0" ---
24# mem0-integrate
25
26Wire Mem0 into an existing repo with a goal-driven, test-first pipeline.
27Pairs with mem0-test-integration for verification.
28
29## Canonical sources (fetch before deciding anything)
30
31The skill MUST WebFetch these URLs before step 3 and cite them in
32plan.md. They are the ground truth — do not rely on ambient knowledge
33of the Mem0 API.
34
35### Agent-ready docs
36- Scope-tagged docs index: https://docs.mem0.ai/llms.txt
37- Full docs (single file, deep dives): https://docs.mem0.ai/llms-full.txt
38- OpenAPI spec (Platform REST, machine-readable): https://docs.mem0.ai/openapi.json
39- Hosted MCP server: https://mcp.mem0.ai/mcp (requires Platform API key)
40- Integrations index: https://docs.mem0.ai/integrations
41
42### Published Mem0 skills — delegate; do not reimplement
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md1,853 words
Files5
LicenceApache-2.0
Why you can read it

Nothing in a skill executes. The client loads the text and the model follows it, so a skill can be audited the way a runbook is — by reading it.

What it costs in context

Skills are not billed by the call. They are paid for in context: every token the instructions occupy is a token your code, your diff and your conversation cannot use. Here is what this one takes and when it takes it.

≈260
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
11,565
on trigger
The instruction body and 4 supporting files, read only when the skill fires.
5.9%
of a 200k window
Ten skills this size would take about 59% of the window before you open a file.
050k100k150k200k context window

11.8k tokens, estimated from the bundle at four bytes to the token, held for the rest of the session once it triggers. Heavy. Teams tend to install this one per project rather than globally, and load it only when the job comes up.

Servers bill, skills cost

A server charges by the month. A skill charges once per session, in context, and then keeps charging it for as long as the session lives.

Before and after

The same question, put to the same model twice: once as it comes, and once with these instructions loaded.

No worked example has been published for this skill yet.

The procedure it runs

The procedure has not been set out here step by step. It is in the body of its SKILL.md: the start of it is shown above, and the whole file comes with the install.

Prose, not code

These steps are written for a model to follow, not executed by a runtime. It can still be told to skip one, and it will say so when it does.

Servers it uses

None. This skill calls no MCP servers at all.

Everything it needs is in the instructions, so it works in a project with nothing connected — the model reads the file and changes how it works with what it can already reach.

Its SKILL.md does not declare which tools it asks the agent for, so what it touches is whatever the instructions themselves ask for — read them before you install it.

What it asks for
Writes filesnot declared
Network accessnot declared

This SKILL.md carries no allowed-tools line, so neither is declared. A skill grants no permissions of its own — it can only ask for tools your client already has.

What it will not do

Every skill is narrow, and the useful ones say where they stop. These are the jobs this one is the wrong tool for.

What this skill is not for has not been published here. Nothing is implied by that: it is a section the author has not filled in.

What is in the bundle

5 files, 47.3 kB on disk. A bundle is text throughout: the instructions the model reads, plus the templates it fills in.

  • SKILL.md13.1 kB
  • LICENSE10.7 kB
  • README.md3.6 kB
  • references/pipeline.md16.8 kB
  • references/subagent-prompts.md3.1 kB
What is not in it

No dependencies and nothing executable: a skill is text the agent reads, so the bundle is 5 files you can review in full before installing. The Apache-2.0 licence covers the templates and examples as well as the instructions.

Install

Installing copies the bundle into your project. Nothing runs at install time — the files sit on disk until the model reads them.

# Mem0 Integrate · 11.8k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/mem0-integrate/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/mem0-integrate" ] && { [ ! -e .claude/skills/mem0-integrate ] || { mv .claude/skills/mem0-integrate "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/mem0-integrate" .claude/skills/ && echo "Installed .claude/skills/mem0-integrate"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add mem0ai/mem0-integrate

Windows PowerShell says 'running scripts is disabled on this system'? Run Set-ExecutionPolicy -Scope CurrentUser RemoteSigned once, or type npx.cmd instead of npx (codex.cmd, gemini.cmd, grok.cmd likewise). PowerShell 7 needs neither. Writes to .claude/skills/mem0-integrate/ in the current project. For every project instead, run mkdir -p ~/.claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/mem0-integrate/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/mem0-integrate" ] && { [ ! -e ~/.claude/skills/mem0-integrate ] || { mv ~/.claude/skills/mem0-integrate "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/mem0-integrate" ~/.claude/skills/ && echo "Installed ~/.claude/skills/mem0-integrate" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/mem0-integrate/ only after the download succeeds, so files left there by another skill of the same name, or by an older release, do not mix in. A copy already there is moved aside, not deleted, and the line prints where.

Which clients pick it up on their own

A skill is a folder of text. Most of these read a skills folder and pick it up without being told; the rest take the same folder another way — an upload in the app, a parameter on an API call — and then choose it by its description just the same.

Claude Code.claude/skills/
Claude DesktopCustomize › Skills
ChatGPTSkills › Create › Upload
Cursor.cursor/skills/
VS Code.github/skills/
Codex CLI.agents/skills/
Gemini CLI.gemini/skills/
Grok Build.grok/skills/
Microsoft CopilotSkills › Upload a skill
PerplexityComputer › Skills › Upload a skill
DeepSeek Harness.dsh/skills/
Zed.agents/skills/
Devin Desktop.devin/skills/
Windsurf (legacy).windsurf/skills/
OpenAI Agents SDKInstructions or sandbox Skills
HTTP / APIa request parameter
This release
Version0.1.1
Publishedno release date on file
PriceFree
Referencemem0ai/mem0-integrate

Versions

v0.1.1 is what is on the shelf; no release here carries a date. Instructions change more often than APIs do — a skill can be rewritten entirely without anything it depends on moving.

v0.1.1
  • No earlier releases have been published to the marketplace.
Pinning

The install command always fetches the release that is current the day you run it — v0.1.1 today — and cannot ask for an earlier one. The copy on your disk does not change until you run it again.

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