fused-render-jobs

fused-render-jobs is a skill for Claude Code, Codex from fusedio/fused-render. It costs 32 tokens per session (712 once invoked), scanned A, original, MIT.

A guide for running work that takes longer than the 60-second limit of a fused.runPython call, a function that runs Python code for a fused application.

In plain words
What is it for?
Use it to cache results, split work into pages, move heavy jobs to separate processes, reduce import costs, and debounce frequent interface updates.
Why use it?
It helps avoid failed calls and stalled progress when calculations, imports, or data processing take too long.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Part of the fused-render plugin — 16 skills shipped together

Good fit Use it to cache results, split work into pages, move heavy jobs to separate processes, reduce import costs, and debounce frequent interface updates.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/fusedio/fused-render/fused-render-jobs
Install

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.

Any agent
npx skills add fusedio/fused-render --skill fused-render-jobs
Clone the repo
git clone --depth 1 https://github.com/fusedio/fused-render

Made for: Claude Code, Codex.

Or install fused-render, the plugin that ships this one along with the rest of its 16 skills.

Wrote 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.

agentmods badge for fused-render-jobs

README.md
[![agentmods](https://agentmods.dev/badge/skills/fusedio/fused-render/fused-render-jobs/github.svg)](https://agentmods.dev/skills/fusedio/fused-render/fused-render-jobs)
Your own site
<a href="https://agentmods.dev/skills/fusedio/fused-render/fused-render-jobs"><img src="https://agentmods.dev/badge/skills/fusedio/fused-render/fused-render-jobs/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.

agentmods 80×15 button for fused-render-jobs

Your own site · 80×15
<a href="https://agentmods.dev/skills/fusedio/fused-render/fused-render-jobs"><img src="https://agentmods.dev/badge/skills/fusedio/fused-render/fused-render-jobs.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 32 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 712 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00032 $0.00712
Opus 5 $0.00016 $0.00356
Sonnet 5 $0.00006 $0.00142
Haiku 4.5 $0.00003 $0.00071

Measured 5d ago against content hash dbc5728e96d9, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-08, from the pricing page.

Security

Grade A, and why

fused-render-jobs 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 5d 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.

skills/fused-render-jobs/SKILL.md · 41 lines

How it starts

The opening of the file, as written. The whole thing — 41 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Long work and the 60 s timeout

runPython kills main() at 60 s (DEFAULT_TIMEOUT, fused_render/executor.py); no per-call override. Strategies: cache to .fused/cache/ (fused-render-authoring); chunk behind offset param; move long build into detached process writing output file; import lazy + debounce sliders (~150 ms). Warm state between calls → [tool.fused-render.app] main =, page calls it via fused.daemon.run(params) (reaped after 15 min idle) or daemon =fused-render-background-apps.

fused.trackJob

Shell replaces page frame on navigation — in-page progress bars die. Report long work to download manager:

const job = fused.trackJob({ title, kind: "download"|"task", unit: "bytes"?, cancellable: true?, id? });
job.update({ done, total, detail });   // per tick
job.finish("msg") / job.fail(err) / job.cancelled();
if (job.cancelRequested) stopTheWork();

Rules:

  • Fire-and-forget, never rejects, can't break page. No-op on exported pages (doesn't block export).
  • Cancel = request YOU honor — ✕ sets flag; loop notices, stops, reports cancelled(). Can't stop? omit cancellable.
  • Omit total while unknown (indeterminate bar); 0 treated same.
  • Terminal call on every exit path — else row goes "stalled" after 30 s.
  • Single await >30 s trips stall window even when fine — heartbeat setInterval(() => job.update({}), 10_000), clear in finally.
  • One row per user-meaningful operation, current filename in detail. Stable id → reloaded page re-attaches, no second row.

fused.watchJob(id).watch(cb) = read side (follow model download, recording's elapsed seconds). Watched row state: "waiting" = parked on user question (e.g. build consent), not stuck.

Report from the WORKER too

Page-only reporting freezes row when user navigates. Detached worker outlives page — and runs own venv, no import fused_render, so it speaks plain JSON over HTTP: POST {FUSED_RENDER_ORIGIN}/api/jobs, headers Content-Type: application/json + X-Fused: 1, body {id, title, kind, state, done, total, detail}. Reply carries cancel_requested — worker is only thing able to honor ✕ once page gone. Best-effort: swallow all errors, short timeout (~3 s), rate-limit ~1/s. Same job id both sides (derive from something both know) = one row, not two. Keep page reporting too — only reporter alive during first-run env build.

Read the full file on GitHub · 41 lines

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.

  1. 5d ago Changed · -78 lines · -30 tokens per session dbc5728e96d9
  2. 9d ago First seen · 119 lines · 62 tokens per session scan A afe5b5740de9

Subscribe to this mod's changes

fused-render-jobs is a skill published in the GitHub repository fusedio/fused-render (11 stars, last pushed today), licensed MIT. It adds 32 tokens to every session and 712 once invoked, about $0.0002 per session on Opus 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.

Related

Other skills, from other repositories

mem0-oss-to-platform

Plan and then execute a migration of a project from the mem0 open-source / self-hosted SDK (the local Memory class) to the mem0 Platform / hosted / managed SDK (the MemoryClient class). Use this whenever a developer wants to move, switch, or migrate their mem0 usage off OSS/self-hosted to the hosted API — e.g.…

mem0ai/mem0 · 273 tokens

agui-dotnet-protobuf

Use the protobuf wire transport (instead of the default Server-Sent Events) for an AG-UI connection with the AG-UI .NET SDK — a compact binary event stream negotiated via the Accept header. USE FOR: making an AGUIChatClient prefer protobuf by wiring an AGUIEventStreamHandler with ProtobufEventStreamFormatter (then…

ag-ui-protocol/ag-ui · 162 tokens

azure-mgmt-botservice-dotnet

Azure Resource Manager SDK for Bot Service in .NET. Management plane operations for creating and managing Azure Bot resources, channels (Teams, DirectLine, Slack), and connection settings. Triggers: "Bot Service", "BotResource", "Azure Bot", "DirectLine channel", "Teams channel", "bot management .NET", "create bot".

microsoft/skills · 78 tokens

fastapi-router-py

Create FastAPI routers with CRUD operations, authentication dependencies, and proper response models. Use when building REST API endpoints, creating new routes, implementing CRUD operations, or adding authenticated endpoints in FastAPI applications.

microsoft/skills · 46 tokens

migrate-segw-to-rap

Reverse-engineer a SEGW-built OData V2 service (MPC/DPC/MPCEXT/DPCEXT) into a modern RAP V4 service — tables, CDS views (interface + projection), behavior definitions, draft entities, service definition + binding. Use when asked to "migrate this SEGW service to RAP", "convert OData V2 to V4 RAP", "modernize this…

arc-mcp/arc-1 · 106 tokens

telnyx-messaging-hosted-curl

Set up hosted SMS numbers, toll-free verification, and RCS messaging. Use when migrating numbers or enabling rich messaging features. This skill provides REST API (curl) examples.

team-telnyx/ai · 45 tokens