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Agent skill

Memmesh Test Integration

by ThinkfleetAI in ThinkfleetAI/memmesh

Verify a MemMesh integration produced by memmesh-integrate. An agent skill from ThinkfleetAI/memmesh.

Apache-2.0Auto-check passedTesting & QA

Install Memmesh Test Integration

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

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

GitHub CLI
$ gh skill install ThinkfleetAI/memmesh memmesh-test-integration --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/skills/memmesh-test-integration .claude/skills/memmesh-test-integration && 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
memmesh-test-integration
GitHub stars
420
Token cost
~621 tokens
SKILL.md length
208 words
Files
1
Skills in repo
24
Repo updated
First seen
Licence
Apache-2.0

At a glance

Verify a MemMesh integration produced by memmesh-integrate. An agent skill from ThinkfleetAI/memmesh.

  • Works in 4 steps: Static gate. Typecheck / lint / build.… → Native suite. Run the repo's own tests… → Real E2E smoke against the live engine… → …
  • : the user has just run memmesh-integrate and says verify
  • SKILL.md covers Preconditions, Steps and Definition of done
  • Needs MEMMESH_API_KEY

What it does

Memmesh Test Integration is an agent skill from ThinkfleetAI/memmesh. Verify a MemMesh integration produced by memmesh-integrate. Runs in the same workspace: executes the repo's native test suite, then exercises a real end-to-end smoke flow (observe → search → optionally predict) against the user's live key or local engine, and produces a pass/fail scorecard. TRIGGER when: the user has just run memmesh-integrate and says "verify", "test the integration", or when a .memmesh-integration/ directory exists and tests have not been run yet. DO NOT TRIGGER for: first-time wiring (use…

Its SKILL.md is about 620 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 Testing & QA, covering Test generation and End-to-end testing. 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

  • : the user has just run memmesh-integrate and says verify
  • Test the integration
  • A .memmesh-integration/ directory exists and tests have not been run yet
  • : first-time wiring (use memmesh-integrate)

Example prompts

  • “verify”
  • “test the integration”
  • “/memmesh-test-integration”

Requirements

  • A credential in MEMMESH_API_KEY

Workflow steps

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

  1. Static gate. Typecheck / lint / build. Any failure ⇒ stop, report.
  2. Native suite. Run the repo's own tests twice — once with
  3. Real E2E smoke against the live engine (not a mock)
  4. Scorecard. Write .memmesh-integration/scorecard.md

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.

    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 these keys or tokens, usually read from environment variables:

    • MEMMESH_API_KEY

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

Context cost

Memmesh Test Integration loads about 621 tokens when it runs. Until then it costs about 151 tokens; SKILL.md has 208 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~151
When it runs · the whole SKILL.md, loaded when a task matches
~621

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). 208 words, ~621 tokens.

Download SKILL.mdSave it as .claude/skills/memmesh-test-integration/SKILL.md (or your agent's skills folder).
name
memmesh-test-integration
description
Verify a MemMesh integration produced by memmesh-integrate. Runs in the same workspace: executes the repo's native test suite, then exercises a real end-to-end smoke flow (observe → search → optionally predict) against the user's live key or local engine, and produces a pass/fail scorecard. TRIGGER when: the user has just run memmesh-integrate and says "verify", "test the integration", or when a `.memmesh-integration/` directory exists and tests have not been run yet. DO NOT TRIGGER for: first-time wiring (use memmesh-integrate) or vendor migration (use memmesh-migrate).
license
Apache-2.0
metadata.author
thinkfleet
metadata.category
ai-memory
metadata.tags
memory, integration, testing, verification

memmesh-test-integration

Prove the integration actually works — not just that it typechecks.

Preconditions

  • A .memmesh-integration/ directory exists (else tell the user to run memmesh-integrate first).
  • Credentials: Hosted ⇒ MEMMESH_API_KEY set; Local ⇒ memmesh doctor passes.

Steps

  1. Static gate. Typecheck / lint / build. Any failure ⇒ stop, report.

  2. Native suite. Run the repo's own tests twice — once with MEMMESH_ENABLED unset (must be byte-for-byte the original behavior) and once set. Both must pass.

  3. Real E2E smoke against the live engine (not a mock):

    • observe a known fact for a throwaway userId (e.g. smoke-<runid>).
    • search for it; assert the fact comes back.
    • buildContext for the subject; assert the fact appears in the bundle.
    • If prediction was wired: call predict / predictTarget and assert you get either a calibrated probability or an honest abstention — both are a pass; a crash or an uncalibrated 1.0/0.0 with no evidence is a fail.
    • Clean up: memory_delete (or compliance.hardDeleteSubject) the throwaway subject so the smoke run leaves no residue.

  4. Scorecard. Write .memmesh-integration/scorecard.md:

    CheckResult
    Typecheck / build✅ / ❌
    Native tests (flag off)✅ / ❌
    Native tests (flag on)✅ / ❌
    E2E observe→search✅ / ❌
    E2E buildContext✅ / ❌
    E2E predict (calibrated OR abstained)✅ / ❌ / n/a
    Smoke cleanup✅ / ❌

Definition of done

Every applicable row green, throwaway data removed, and a one-paragraph verdict: ship / needs-work, with the failing checks called out.

© 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 skills/memmesh-test-integration of ThinkfleetAI/memmesh.

Open the folder on GitHubat commit bba48f8

Compare with similar skills

Memmesh Test Integration 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.

Memmesh Test Integration compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Memmesh Test Integration this skillThinkfleetAI/memmesh420—~621Automated safety check: PassApache-2.0
Add E2E Test Suitecrowdin/crowdin-cli320—~2.4kAutomated safety check: PassMIT
E2E Test ThinkerUniClipboard/UniClipboard1.9k—~1.7kAutomated safety check: PassAGPL-3.0
Migrate E2E To Integrationopenshift/oc-mirror124—~1.5kAutomated safety check: PassApache-2.0
Verifying ChangesMr-Quin/danmaku-anywhere547—~1.1kAutomated safety check: PassCustom licence
Test Scenariosphuryn/pm-skills27k—~866Automated safety check: PassMIT

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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.

    420 GitHub stars~519 tokensUpdated 1 mo ago
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  • Benchmark

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    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.

    420 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.

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  • Memmesh SDK

    ThinkfleetAI/memmesh

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

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Categories

Questions about Memmesh Test Integration

What does Memmesh Test Integration do?

Verify a MemMesh integration produced by memmesh-integrate. An agent skill from ThinkfleetAI/memmesh. Memmesh Test Integration is an agent skill from ThinkfleetAI/memmesh. Verify a MemMesh integration produced by memmesh-integrate.

When should I use Memmesh Test Integration?

Memmesh Test Integration fits situations like: : the user has just run memmesh-integrate and says verify; test the integration; A .memmesh-integration/ directory exists and tests have not been run yet; : first-time wiring (use memmesh-integrate).

How do I install Memmesh Test Integration in Claude Code?

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

How do I install Memmesh Test Integration in Codex?

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

Can I use Memmesh Test Integration 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 memmesh-test-integration -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/memmesh-test-integration, .gemini/skills/memmesh-test-integration, .github/skills/memmesh-test-integration and .opencode/skills/memmesh-test-integration in your project.

What does Memmesh Test Integration need to run?

Going by SKILL.md and its folder, Memmesh Test Integration needs credentials named MEMMESH_API_KEY. Our summary lists: A credential in MEMMESH_API_KEY.

Does Memmesh Test Integration 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 Memmesh Test Integration 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 Memmesh Test Integration use?

Memmesh Test Integration is published under the Apache-2.0 licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Memmesh Test Integration use?

About 621 tokens (SKILL.md is roughly 2.5k 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 Memmesh Test Integration?

Skills that share tags, products or a category with Memmesh Test Integration: Add E2E Test Suite (crowdin/crowdin-cli, 320 stars), E2E Test Thinker (UniClipboard/UniClipboard, 1.9k stars), Migrate E2E To Integration (openshift/oc-mirror, 124 stars) and Verifying Changes (Mr-Quin/danmaku-anywhere, 547 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Memmesh Test Integration?

ThinkfleetAI (a GitHub organization) maintains it in ThinkfleetAI/memmesh, which has 420 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.