Open SWE is an open-source software factory that gives coding tasks to an asynchronous agent, which investigates repositories, changes code, validates the results, and delivers pull requests. Engineering teams use it to automate code changes, reviews, CI follow-up, and related repository work from dashboards and connected tools.
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 langchain-ai/open-swe --skill web-appsgit clone --depth 1 https://github.com/langchain-ai/open-sweWrote 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/langchain-ai/open-swe/web-apps)<a href="https://agentmods.dev/skills/langchain-ai/open-swe/web-apps"><img src="https://agentmods.dev/badge/skills/langchain-ai/open-swe/web-apps/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/langchain-ai/open-swe/web-apps"><img src="https://agentmods.dev/badge/skills/langchain-ai/open-swe/web-apps.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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 | $0.00043 | $0.00811 |
| Opus 5.5 | $0.00017 | $0.00324 |
| Sonnet 5.5 | $0.00009 | $0.00162 |
| Haiku 4.5 | $0.00004 | $0.00081 |
Grade A, and why
web-apps 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 today.
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.
How it starts
The opening of the file, as written. The whole thing — 61 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Open SWE apps
An app is one self-contained HTML file. The web UI runs it full screen from the person's sidebar, in a sandboxed frame with no network: it reaches storage, GitHub, live rooms and an agent only through the host API, as the person using it, within the permissions in its manifest.
The manifest
Embed it in the HTML as a JSON script:
<script type="application/openswe-plugin+json">
{
"name": "standup-notes",
"displayName": "Standup notes",
"version": "0.1.0",
"description": "Notes for the daily standup",
"sidebar": { "label": "Standup", "icon": "notebook" },
"permissions": ["storage"]
}
</script>
name: lowercase letters, digits and dashes. Publishing under the same name makes a new version of the same app.sidebar.icon: one ofpuzzle-piece,notebook,file-text,book-open,kanban,chart-bar,chat-circle,calendar,lightbulb.permissions: ask for the fewest.storage(JSON documents, private or per repository),realtime(live rooms with presence),github:read,github:write(branches, commits, pull requests),agent(a chat dock with tools the app provides).
Start from the starter
plugins/starter in langchain-ai/open-swe is an app ready to change: React, the Macaw design system (Open SWE's own components, which follow the web UI's light and dark theme), Tailwind, the plugin SDK, and a Vite build that writes the one self-contained file with manifest.json inside it.
Macaw is published on npm; take the SDK and starter from the repository:
APPS=/workspace/.openswe-apps/open-swe
git clone --depth 1 --filter=blob:none --sparse https://github.com/langchain-ai/open-swe "$APPS"
git -C "$APPS" sparse-checkout set plugins/sdk plugins/starter
cp -r "$APPS/plugins/starter" "$APPS/plugins/<name>"
cd "$APPS/plugins/<name>" && npm install && npm run build
Clone it there, never over a checkout of the thread's own repository, and keep the app beside plugins/sdk, where its package.json finds the local SDK.
Edit manifest.json and src/App.tsx; npm run build writes bundle/index.html, the file to preview.
Build the UI from Macaw's components (@langchain/macaw-components/<Component>: Button, Card, Input, Select, Tabs, Dialog, Text and the rest) and its tokens (p-space-4, text-secondary, bg-surface-level-2) rather than your own styles, so the app looks like the web UI around it.
The SDK's README.md and src/client.ts document the host API.
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.
- today First seen · 61 lines · 43 tokens per session scan A ce404ba2c55d
web-apps is a skill published in the GitHub repository langchain-ai/open-swe (11,175 stars, last pushed yesterday), licensed MIT. It adds 43 tokens to every session and 811 once invoked, about $0.0002 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 2026-11-06.
web-apps compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| web-appslangchain-ai/open-swe | Skill | 11k | yesterday | MIT | A | 43 | Claude Code, Codex |
| langbot-devlangbot-app/LangBot | Skill | 19k | yesterday | Apache-2.0 | A | 136 | Claude Code, Codex |
| langbot-plugin-devlangbot-app/LangBot | Skill | 19k | yesterday | Apache-2.0 | A | 115 | Claude Code, Codex |
| langbot-skills-maintenancelangbot-app/LangBot | Skill | 19k | yesterday | Apache-2.0 | A | 49 | Claude Code, Codex |
| langbot-env-setuplangbot-app/LangBot | Skill | 19k | yesterday | Apache-2.0 | A | 67 | Claude Code, Codex |
| langbot-deploylangbot-app/LangBot | Skill | 19k | yesterday | Apache-2.0 | B | 104 | Claude Code, Codex |
| lynkrFast-Editor/Lynkr | Skill | 639 | yesterday | Apache-2.0 | A | 50 | Claude Code, Codex |