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Agent skill

Import

by ThinkfleetAI in ThinkfleetAI/memmesh

Import memories into MemMesh from an exported file, a native MEMORY.md / CLAUDE.md, an ADR/decision log, or a mem0 export.

Apache-2.0Auto-check passedDevelopment

Install Import

skills CLI
$ npx skills add ThinkfleetAI/memmesh --skill import -a claude-code

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

GitHub CLI
$ gh skill install ThinkfleetAI/memmesh import --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/ThinkfleetAI/memmesh.git skills-src && mkdir -p .claude/skills && cp -r skills-src/integrations/memmesh-plugin/skills/import .claude/skills/import && 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
import
GitHub stars
419
Token cost
~342 tokens
SKILL.md length
140 words
Files
1
Skills in repo
24
Repo updated
First seen
Licence
Apache-2.0

At a glance

Import memories into MemMesh from an exported file, a native MEMORY.md / CLAUDE.md, an ADR/decision log, or a mem0 export.

  • Works in 4 steps: Read the source → Feed it in — prefer observe → Scope it → …
  • Migrating from another project
  • SKILL.md covers 1. Read the source, 2. Feed it in — prefer observe, 3. Scope it and 4. Idempotency & verify
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Import is an agent skill from ThinkfleetAI/memmesh. Import memories into MemMesh from an exported file, a native MEMORY.md / CLAUDE.md, an ADR/decision log, or a mem0 export. Use when migrating from another project, restoring a backup, or seeding a new project with existing knowledge.

Its SKILL.md is about 340 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 Development, covering Architecture decision records and Agent instruction files. It works with Mem0. The repository describes itself as: Persistent, self-improving memory for AI agents. Local-first Rust memory engine with MCP support. The licence is Apache-2.0.

When your agent uses it

  • Migrating from another project
  • Restoring a backup
  • Seeding a new project with existing knowledge

Example prompts

  • “/import”

Workflow steps

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

  1. Read the source
  2. Feed it in — prefer observe
  3. Scope it
  4. Idempotency & verify

What it can do on your machine

Read from SKILL.md and the folder at commit bba48f8. 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 jsonc).

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

  • Network

    No URLs in SKILL.md.

    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

Import loads about 342 tokens when it runs. Until then it costs about 60 tokens; SKILL.md has 140 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~60
When it runs · the whole SKILL.md, loaded when a task matches
~342

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

The full file from ThinkfleetAI/memmesh at commit bba48f8, republished under its Apache-2.0 licence (© ThinkfleetAI). 140 words, ~342 tokens.

Download SKILL.mdSave it as .claude/skills/import/SKILL.md (or your agent's skills folder).
name
import
description
Import memories into MemMesh from an exported file, a native MEMORY.md / CLAUDE.md, an ADR/decision log, or a mem0 export. Use when migrating from another project, restoring a backup, or seeding a new project with existing knowledge.

import

Load durable knowledge into MemMesh.

1. Read the source

Accept: a MemMesh export (Markdown or JSONL), a native MEMORY.md / CLAUDE.md, an ADR folder, or a mem0 export dump.

2. Feed it in — prefer observe

For prose / notes / decisions, memory_observe each item so the engine re-extracts and builds the knowledge graph:

jsonc
{ "name": "memory_observe", "arguments": { "text": "<one fact/decision>", "projectId": "<repo>" } }

For a MemMesh JSONL backup where you must preserve exact ids/timestamps, use memory_save per row instead.

3. Scope it

Project rules/decisions → scope: "project" with projectId. Personal preferences → scope: "user" with userId. Batch by scope so it's consistent.

4. Idempotency & verify

memory_observe dedupes re-observed text, so a re-run is safe. After import, run stats to confirm the count, and peek a couple of known facts to confirm they're retrievable.

Importing a full mem0/Zep setup (not just a file)? Use memmesh-migrate — it audits call sites, maps the API, and reconciles counts.

© ThinkfleetAI, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in integrations/memmesh-plugin/skills/import of ThinkfleetAI/memmesh.

Open the folder on GitHubat commit bba48f8

Compare with similar skills

Import 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.

Import compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Import this skillThinkfleetAI/memmesh419—~342Automated safety check: PassApache-2.0
Rememberantonio-orionus/Arroxy389—~571Automated safety check: PassMIT
Ad DriftCorridorTech/PoseCap220—~1.8kAutomated safety check: NotesApache-2.0
Documentationextra-org/extra113—~848Automated safety check: PassMIT
Expectationscitypaul/.dotfiles739—~1.2kAutomated safety check: PassCustom licence
Ad ReviewCorridorTech/PoseCap220—~2.4kAutomated safety check: NotesApache-2.0

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More from ThinkfleetAI/memmesh

All 24 skills in this repo

  • Behaviors

    ThinkfleetAI/memmesh

    Surface emergent behavior patterns MemMesh has mined from a subject's history — recurring habits nobody predefined, each with prevalence, stability, and the evidence behind it.

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  • Benchmark

    ThinkfleetAI/memmesh

    Run MemMesh's competitive benchmark harness (LOCOMO / BEAM) to compare retrieval quality, tokens, latency, and cost against Mem0, Zep, full-context, and naive-RAG baselines.

    419 GitHub stars~460 tokensUpdated 1 mo ago
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  • Context Loader

    ThinkfleetAI/memmesh

    Load relevant MemMesh context before starting work — searches memory and, for a specific subject, assembles a token-budgeted bundle (profile + behavior patterns + forward predictions + top memories)…

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  • Graph

    ThinkfleetAI/memmesh

    Query MemMesh's bi-temporal knowledge graph — multi-hop reasoning across entities, point-in-time "what did we believe on date X", and anticipatory retrieval via spreading activation.

    419 GitHub stars~611 tokensUpdated 1 mo ago
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  • Memmesh CLI

    ThinkfleetAI/memmesh

    MemMesh CLI + local MCP server — the zero-infra, no-API-key path to the same engine as the hosted SDK.

    419 GitHub stars~855 tokensUpdated 1 mo ago
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  • Memmesh SDK

    ThinkfleetAI/memmesh

    MemMesh TypeScript SDK reference (@thinkfleet/memory-sdk) for the hosted platform at app.memmesh.ai.

    419 GitHub stars~1.6k tokensUpdated 1 mo ago
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Works with

Categories

Questions about Import

What does Import do?

Import memories into MemMesh from an exported file, a native MEMORY.md / CLAUDE.md, an ADR/decision log, or a mem0 export. Import is an agent skill from ThinkfleetAI/memmesh.md, an ADR/decision log, or a mem0 export.

When should I use Import?

Import fits situations like: migrating from another project; restoring a backup; seeding a new project with existing knowledge.

How do I install Import in Claude Code?

Run `npx skills add ThinkfleetAI/memmesh --skill import -a claude-code`. Or copy the skill folder (integrations/memmesh-plugin/skills/import in ThinkfleetAI/memmesh) into .claude/skills/import in your project. Claude Code loads it when a task matches its description.

How do I install Import in Codex?

Run `npx skills add ThinkfleetAI/memmesh --skill import -a codex`. Or copy the skill folder (integrations/memmesh-plugin/skills/import in ThinkfleetAI/memmesh) into .agents/skills/import in your project. Codex loads it when a task matches its description.

Can I use Import 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 ThinkfleetAI/memmesh --skill import -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/import, .gemini/skills/import, .github/skills/import and .opencode/skills/import in your project.

What does Import need to run?

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

Does Import 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 Import 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 Import use?

Import is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Import use?

About 342 tokens (SKILL.md is roughly 1.4k 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 Import?

Skills that share tags, products or a category with Import: Remember (antonio-orionus/Arroxy, 389 stars), Ad Drift (CorridorTech/PoseCap, 220 stars), Documentation (extra-org/extra, 113 stars) and Expectations (citypaul/.dotfiles, 739 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Import?

ThinkfleetAI (a GitHub organization) maintains it in ThinkfleetAI/memmesh, which has 419 GitHub stars. The repository holds 24 skills in this directory. The repository was last updated on August 25, 2026.

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