MemOS is a memory operating system that stores, retrieves, and manages long-term memory for large language models and AI agents. It supports context-aware interactions by organizing text, images, tool traces, personas, and knowledge bases for reuse across tasks.
Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add MemTensor/MemOS --skill dev-browsergit clone --depth 1 https://github.com/MemTensor/MemOSWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/memtensor/memos/dev-browser)<a href="https://agentmods.dev/skills/memtensor/memos/dev-browser"><img src="https://agentmods.dev/badge/skills/memtensor/memos/dev-browser/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/memtensor/memos/dev-browser"><img src="https://agentmods.dev/badge/skills/memtensor/memos/dev-browser.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 2 findings, up to medium
These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →
- medium MCP Rug Pull · line 60 npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.Fix: Pin the version: npx @scope/[email protected]
- medium MCP Rug Pull · line 196 npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.Fix: Pin the version: npx @scope/[email protected]
What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00084 | $0.01616 |
| Opus 5.5 | $0.00034 | $0.00646 |
| Sonnet 5.5 | $0.00017 | $0.00323 |
| Haiku 4.5 | $0.00008 | $0.00162 |
Grade A, and why
dev-browser scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
Copies of this mod
2 near-identical copies found in the catalogue:
- dev-browser — 98% identical, 10 lines differ
- dev-browser — 94% identical, 13 lines differ
How it starts
The opening of the file, as written. The whole thing — 212 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Dev Browser Skill
Browser automation that maintains page state across script executions. Write small, focused scripts to accomplish tasks incrementally. Once you've proven out part of a workflow and there is repeated work to be done, you can write a script to do the repeated work in a single execution.
Choosing Your Approach
- Local/source-available sites: Read the source code first to write selectors directly
- Unknown page layouts: Use
getAISnapshot()to discover elements andselectSnapshotRef()to interact with them - Visual feedback: Take screenshots to see what the user sees
Setup
Two modes available. Ask the user if unclear which to use.
Standalone Mode (Default)
Launches a new Chromium browser for fresh automation sessions.
./skills/dev-browser/server.sh &
Add --headless flag if user requests it. Wait for the Ready message before running scripts.
Extension Mode
Connects to user's existing Chrome browser. Use this when:
- The user is already logged into sites and wants you to do things behind an authed experience that isn't local dev.
- The user asks you to use the extension
Important: The core flow is still the same. You create named pages inside of their browser.
Start the relay server:
cd skills/dev-browser && npm i && npm run start-extension &
Wait for Waiting for extension to connect... followed by Extension connected in the console. To know that a client has connected and the browser is ready to be controlled.
Workflow:
- Scripts call
client.page("name")just like the normal mode to create new pages / connect to existing ones. - Automation runs on the user's actual browser session
If the extension hasn't connected yet, tell the user to launch and activate it. Download link: https://github.com/SawyerHood/dev-browser/releases
Writing Scripts
Run all scripts from
skills/dev-browser/directory. The@/import alias requires this directory's config.
What ships with it
16 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
- .gitignore 52 B
- package.json 744 B
- references/scraping.md 5.2 KB
- scripts/start-relay.ts 763 B runs code
- scripts/start-server.ts 6.0 KB runs code
- server.sh 645 B runs code
- src/client.ts 16 KB runs code
- src/index.ts 9.8 KB runs code
- src/relay.ts 21 KB runs code
- src/snapshot/__tests__/snapshot.test.ts 5.6 KB runs code
- src/snapshot/browser-script.ts 37 KB runs code
- src/snapshot/index.ts 562 B runs code
- src/snapshot/inject.ts 578 B runs code
- src/types.ts 838 B runs code
- tsconfig.json 726 B
- vitest.config.ts 283 B runs code
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 1mo ago First seen · 212 lines · 84 tokens per session scan A 3f04e81004ba
dev-browser is a skill published in the GitHub repository MemTensor/MemOS (11,880 stars, last pushed 6d ago), licensed Apache-2.0. It adds 84 tokens to every session and 1,616 once invoked, about $0.0003 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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