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 browserwing-executorgit 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/browserwing-executor)<a href="https://agentmods.dev/skills/memtensor/memos/browserwing-executor"><img src="https://agentmods.dev/badge/skills/memtensor/memos/browserwing-executor/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/browserwing-executor"><img src="https://agentmods.dev/badge/skills/memtensor/memos/browserwing-executor.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 1 finding, 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 Data Exfiltration · line 32 Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
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 | $0.00042 | $0.04064 |
| Opus 5.5 | $0.00017 | $0.01626 |
| Sonnet 5.5 | $0.00008 | $0.00813 |
| Haiku 4.5 | $0.00004 | $0.00406 |
Grade A, and why
browserwing-executor scanned grade A with 1 finding 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.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
curl -X GET 'http://localhost:8080/api/v1/executor/help' Copies of this mod
1 near-identical copy found in the catalogue:
- browserwing — 86% identical, 1,059 lines differ
How it starts
The opening of the file, as written. The whole thing — 511 lines — stays where its author put it; the contents beside it link to each section on GitHub.
BrowserWing Executor API
Overview
BrowserWing Executor provides comprehensive browser automation capabilities through HTTP APIs. You can control browser navigation, interact with page elements, extract data, and analyze page structure.
API Base URL: http://localhost:8080/api/v1/executor
Authentication: Use X-BrowserWing-Key: <api-key> header or Authorization: Bearer <token>
Core Capabilities
- Page Navigation: Navigate to URLs, go back/forward, reload
- Element Interaction: Click, type, select, hover on page elements
- Data Extraction: Extract text, attributes, values from elements
- Accessibility Analysis: Get accessibility snapshot to understand page structure
- Advanced Operations: Screenshot, JavaScript execution, keyboard input
- Batch Processing: Execute multiple operations in sequence
API Endpoints
1. Discover Available Commands
IMPORTANT: Always call this endpoint first to see all available commands and their parameters.
curl -X GET 'http://localhost:8080/api/v1/executor/help'
Response: Returns complete list of all commands with parameters, examples, and usage guidelines.
Query specific command:
curl -X GET 'http://localhost:8080/api/v1/executor/help?command=extract'
2. Get Accessibility Snapshot
CRITICAL: Always call this after navigation to understand page structure and get element RefIDs.
curl -X GET 'http://localhost:8080/api/v1/executor/snapshot'
Response Example:
{
"success": true,
"snapshot_text": "Clickable Elements:\n @e1 Login (role: button)\n @e2 Sign Up (role: link)\n\nInput Elements:\n @e3 Email (role: textbox) [placeholder: [email protected]]\n @e4 Password (role: textbox)"
}
Use Cases:
- Understand what interactive elements are on the page
- Get element RefIDs (@e1, @e2, etc.) for precise identification
- See element labels, roles, and attributes
- The accessibility tree is cleaner than raw DOM and better for LLMs
- RefIDs are stable references that work reliably across page changes
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 · 511 lines · 42 tokens per session scan A f799c4435840
browserwing-executor is a skill published in the GitHub repository MemTensor/MemOS (11,880 stars, last pushed 6d ago), licensed Apache-2.0. It adds 42 tokens to every session and 4,064 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
Other skills, from other repositories
mem0-status
Diagnoses mem0 connectivity, API key validity, and memory read/write functionality. Use when memory operations fail, searches return empty, addmemory errors occur, or to verify the plugin is working correctly.
status
Show whether Mem0 memory is working in this repository, covering configuration, capture state, pending flushes, and whether the Mem0 API key is valid. Use when the user asks whether memory is on, why a memory is missing, or anything looks broken.
mem0-oss-to-platform
Plan, then execute, a migration of a project from the mem0 open-source / self-hosted SDK (local Memory class) to the mem0 Platform / hosted SDK (MemoryClient). TRIGGER when: the developer wants to move, switch, or migrate mem0 off OSS/self-hosted to the hosted API, e.g. "migrate my mem0 setup to the platform", "switch…
ui-craft
Design, build, redesign, or modify browser-visible web interfaces with product-quality composition, visual systems, interaction states, responsive behavior, accessibility, and browser visual QA. Use for HTML, CSS, JavaScript, React, Vue, or Svelte pages and components, landing pages, dashboards, admin tools, settings…
svg-chart
Render data into a standalone SVG chart file — bar, line, or pie. Use when the user provides numbers (inline, JSON, or CSV) and asks for a chart, graph, plot, trend, comparison, breakdown, or any visual summary of the data. Produces a self-contained .svg viewable in any browser; no external libraries required.
memory-triage
Persistent long-term memory protocol powered by mem0. Evaluate conversations for durable facts worth storing via memoryadd. Handles identity, preferences, decisions, configurations, rules, projects, and relationships. Loaded by the openclaw-mem0 plugin when skills mode is active.