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 existential-birds/beagle --skill remix-v2-data-flowgit clone --depth 1 https://github.com/existential-birds/beagleWrote 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/existential-birds/beagle/remix-v2-data-flow)<a href="https://agentmods.dev/skills/existential-birds/beagle/remix-v2-data-flow"><img src="https://agentmods.dev/badge/skills/existential-birds/beagle/remix-v2-data-flow/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/existential-birds/beagle/remix-v2-data-flow"><img src="https://agentmods.dev/badge/skills/existential-birds/beagle/remix-v2-data-flow.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 | $0.00075 | $0.02665 |
| Opus 5.5 | $0.00030 | $0.01066 |
| Sonnet 5.5 | $0.00015 | $0.00533 |
| Haiku 4.5 | $0.00007 | $0.00266 |
Grade A, and why
remix-v2-data-flow 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.
How it starts
The opening of the file, as written. The whole thing — 158 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Remix v2 Data Flow
Quick Reference
Loader + typed read:
import { json, type LoaderFunctionArgs } from "@remix-run/node";
import { useLoaderData } from "@remix-run/react";
export async function loader({ request }: LoaderFunctionArgs) {
const invoices = await db.invoice.findMany();
return json({ invoices });
}
export default function Invoices() {
// typeof loader is a type ANNOTATION (not assertion) — drives SerializeFrom<T>.
const { invoices } = useLoaderData<typeof loader>();
return <InvoiceList invoices={invoices} />;
}
Action + redirect-after-success (PRG):
import { json, redirect, type ActionFunctionArgs } from "@remix-run/node";
import { useActionData, Form } from "@remix-run/react";
export async function action({ request }: ActionFunctionArgs) {
const form = await request.formData();
const parsed = NewProject.safeParse(Object.fromEntries(form));
if (!parsed.success) return json({ errors: parsed.error.flatten().fieldErrors }, { status: 400 });
const project = await db.project.create({ data: parsed.data });
return redirect(`/projects/${project.id}`);
}
Canonical APIs
Route modules export loader / action; components read results via useLoaderData<typeof loader>() and useActionData<typeof action>(). After every action, Remix automatically revalidates the loaders of all matching routes on the page, so the UI stays consistent with the server without manual cache invalidation.
Signatures:
loader: ({ request, params, context }: LoaderFunctionArgs) => Response | Promise<Response>— server-only read, runs on SSR and on client navigations via fetch.action: ({ request, params, context }: ActionFunctionArgs) => Response | Promise<Response>— server-only handler for non-GET requests (POST/PUT/PATCH/DELETE).json(data, init?: number | ResponseInit): TypedResponse<typeof data>— ergonomic JSONResponsewrapper with status/headers.redirect(url, init?: number | ResponseInit): TypedResponse<never>— 30x response; default 302.
What ships with it
4 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.
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 · 158 lines · 75 tokens per session scan A dedfa99be8f0
remix-v2-data-flow is a skill published in the GitHub repository existential-birds/beagle (82 stars, last pushed 1mo ago), licensed Apache-2.0. It adds 75 tokens to every session and 2,665 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 2026-09-16.
Other skills, from other repositories
local-ai-agents
Build local-first AI agents that run entirely on a developer workstation with Microsoft Foundry Local and Qwen function-calling models. Covers Small Language Models (SLMs), the OpenAI-compatible local endpoint, sandboxed local tools, local RAG with Chroma, local MCP servers, hybrid cloud/local routing, and the…
systematic-debugging
Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes.
next-cache-components-adoption
Turn on Cache Components in a Next.js app and resolve the blocking routes it surfaces. Use when the user wants to enable, adopt, or migrate to Cache Components, flip the cacheComponents flag, work through a flood of blocking-prerender / instant validation errors, run the cache-components-instant-false codemod, or…
chat-pet-sprite-creation
Use when creating or changing VS Code chat pet sprite art, sprite sheets, state animations, eye treatments, Stable/Insiders variants, or pet transitions under src/vs/workbench/contrib/chat/browser/widget/media/chatPet.
cpu-profile-analysis
Analyze V8/Chrome CPU profiles (.cpuprofile) and DevTools trace files (Trace-.json). Use when: profiling performance, investigating slow functions, comparing code paths, finding bottlenecks, analyzing timeToRequest, understanding call trees from sampling profiler data, analyzing layout/paint/rendering, investigating…
insight-error-page
Write or audit an insight-kind error page for the Next.js dev overlay. Use when creating a new errors/ .mdx page, auditing an existing one, or checking that a page matches the framework fix cards. Covers page structure, title alignment, FixCard cards with Copy prompt button, code snippets, terminology verification…