What is feedback-optimizer?

Project instructions for handling a user-feedback system. The system includes a feedback popup, stored feedback and attachments, an optimizer agent, email notifications, pull requests, and an administrator dashboard.

Use it when working on the feedback popup, feedback storage, optimizer-agent workflow, pull requests, emails, or the administrator feedback dashboard.

It gives coding agents the project-specific rules for changing feedback-related parts safely. The input does not explain the exact implementation details or supported operations.

How zeweihan/aiworkdeck configures Claude Code

Reuse

Borrowing it

Nothing to install: this file belongs to zeweihan/aiworkdeck. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file

curl -O https://raw.githubusercontent.com/zeweihan/aiworkdeck/master/.claude/agents/feedback-optimizer.md

Clone the repo

git clone --depth 1 https://github.com/zeweihan/aiworkdeck

Made for: Claude Code.

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.

README.md

[![agentmods](https://agentmods.dev/badge/agents/zeweihan/aiworkdeck/feedback-optimizer/github.svg)](https://agentmods.dev/agents/zeweihan/aiworkdeck/feedback-optimizer)

Your own site

<a href="https://agentmods.dev/agents/zeweihan/aiworkdeck/feedback-optimizer"><img src="https://agentmods.dev/badge/agents/zeweihan/aiworkdeck/feedback-optimizer/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.

Your own site · 80×15

<a href="https://agentmods.dev/agents/zeweihan/aiworkdeck/feedback-optimizer"><img src="https://agentmods.dev/badge/agents/zeweihan/aiworkdeck/feedback-optimizer.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 57 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.

When invoked 2,962 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.

Origin unknown 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.

Model	Per session	Once invoked
Fable 5.1	$0.00057	$0.02962
Opus 5.5	$0.00023	$0.01185
Sonnet 5.5	$0.00011	$0.00592
Haiku 4.5	$0.00006	$0.00296

Measured 1mo ago against content hash 16ce19d046eb, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

feedback-optimizer 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.

.claude/agents/feedback-optimizer.md · 130 lines

The source is not reproduced here

Licensed AGPL-3.0

The repository is licensed AGPL-3.0, which this catalogue does not treat as permission to reproduce the file. Read it at the source.

Read it on GitHub

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 Changed · +5 lines 16ce19d046eb
1mo ago Changed · +8 lines a2a50fad2c2a
2mo ago First seen · 117 lines · 57 tokens per session scan A 1faf52715271

Subscribe to this mod's changes

feedback-optimizer is an agent published in the GitHub repository zeweihan/aiworkdeck (151 stars, last pushed 28d ago), licensed AGPL-3.0. It adds 57 tokens to every session and 2,962 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 2026-08-30.

RAG and vectors ai-agents document-ai legal-ai legaltech mcp

feedback-optimizer next to 6 agents from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
feedback-optimizerzeweihan/aiworkdeck	Agent	151	28d ago	AGPL-3.0	A	57	Claude Code
git-summaryopensolon/solon-ai	Agent	470	3d ago	Apache-2.0	A	23	Claude Code
ingest-refs-extractorchrisgagne/grounded-forge	Agent	8	yesterday	MIT	A	83	Claude Code
i18nzhimaAi/chatwiki	Agent	2.1k	21d ago	none	A	7	Claude Code
rag-evaluatorLucasSantana-Dev/sharekit	Agent	2	4d ago	MIT	A	68	Claude Code
arbitration-orchestratorishwarjha/legalant	Agent	6	6mo ago	MIT	A	56	Claude Code
ai-engineerT4LEL/Claude-Arsenal	Agent	1	3mo ago	MIT	A	50	Claude Code

aiworkdeck: Agent for Claude Code