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 gaelic-ghost/socket --skill feedback-assistant-workflowgit clone --depth 1 https://github.com/gaelic-ghost/socketWrote 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/gaelic-ghost/socket/feedback-assistant-workflow)<a href="https://agentmods.dev/skills/gaelic-ghost/socket/feedback-assistant-workflow"><img src="https://agentmods.dev/badge/skills/gaelic-ghost/socket/feedback-assistant-workflow/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/gaelic-ghost/socket/feedback-assistant-workflow"><img src="https://agentmods.dev/badge/skills/gaelic-ghost/socket/feedback-assistant-workflow.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 | $0.00087 | $0.00891 |
| Opus 5.5 | $0.00035 | $0.00356 |
| Sonnet 5.5 | $0.00017 | $0.00178 |
| Haiku 4.5 | $0.00009 | $0.00089 |
Grade A, and why
feedback-assistant-workflow 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 — 53 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Feedback Assistant Workflow
Purpose
Prepare one actionable Apple report at a time. Own report quality, evidence selection, privacy review, and the Feedback Assistant handoff; do not replace the specialist workflow that diagnoses the underlying problem.
Required Evidence
- Classify the report as a bug, crash, regression, enhancement, documentation issue, or Foundation Models behavior issue. Route security and privacy vulnerabilities to Apple's security reporting program instead of ordinary Feedback Assistant.
- State one concise title, environment, minimal reproduction, expected result, actual result, frequency, and regression range when known. Keep unrelated issues in separate reports.
- Build an attachment manifest before opening the submit path. Include source, collection time, purpose, and privacy review for each log, sample project, System Information Report, recording, screenshot, or
.jsonfeedback attachment. - Hand off diagnosis to the owning workflow when needed:
ios-runtime-forensics-workflowfor runtime evidence,xcode-debugger-mcp-workflowfor a debugging session,xcode-device-hub-workflowfor connected-device evidence, andexplore-apple-swift-docsfor API routing.
Feedback Assistant App And Web Workflow
- Prefer the Feedback Assistant app on Mac, iPhone, or iPad when timely diagnostics matter. Use the website only when the evidence was captured manually or the app is unavailable.
- On this Mac, inspect
com.apple.appleseed.FeedbackAssistant. Its signed-in main window exposes Inbox, Drafts, Submitted, Requests, team mailboxes when available, search, and New Feedback. - Select the narrowest topic and product area. Verify the report describes one issue before drafting or staging it.
- Keep a staged report in Drafts until its prose and attachment manifest have been reviewed. Record the Feedback Assistant ID only after a report has been submitted.
- If Apple requests more information, preserve the original report's scope and attach only the requested, reviewed evidence.
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 · 53 lines · 87 tokens per session scan A 70d8e450a27c
feedback-assistant-workflow is a skill published in the GitHub repository gaelic-ghost/socket (7 stars, last pushed 1mo ago), licensed Apache-2.0. It adds 87 tokens to every session and 891 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 2026-08-31.
Other skills, from other repositories
craft
Use when a product idea is still vague and needs to become a clear definition of what to build — "let's craft an app like X", "help me define what I actually want", "clarify this idea before we plan it". Also use before planning or implementation when requirements, UX, domain behaviour, or technical preferences have…
pipeline
Use when the user asks to take a substantial feature from an initial idea through implementation in one mostly autonomous run.
turbo-pipeline
Use when the user wants a feature built end to end after answering one round of questions and then being left alone — "turbo", "ask me once, then just build it", "I'll answer up front, don't come back to me", "decide the rest yourself". Not for a run that wants a spec approval and no tests (superb:fast-pipeline), one…
pipeline-auto
Use when the user wants a substantial feature taken from idea through implementation in one run with as little interruption as possible ("just build it", "don't keep asking me"), or when controlling such a run and a worker question, quorum responses, the drift budget, a human decision, a review class or a completeness…
bug-fix
Use when a bug, regression, or unexpected behaviour is reported and the user wants it fixed end to end — "why is X broken", "this stopped working after Y", "fix this crash". Also use when a symptom is known but its cause is not. Not for building new behaviour, and not for a change whose cause is already proven.
fast-pipeline
Use when the user wants a feature built quickly with low token cost and few interruptions, approves a spec once, and says no automated tests should be written because they will test it manually — "fast pipeline", "go fast, no tests, I'll test it myself", "don't keep asking me". Not for a run that should write or keep…