What is research-optimizer?

A research-report editor that combines outputs from multiple research agents into one final report.

It is for scanning, combining, and polishing researcher outputs into a long report with Mermaid diagrams and tables.

It turns separate research notes into a structured document with integrated analysis, charts, and tables.

How jursber/VibeCodingLight configures Claude Code

Reuse

Borrowing it

Nothing to install: this file belongs to jursber/VibeCodingLight. 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/jursber/VibeCodingLight/master/.claude/agents/research-optimizer.md

Clone the repo

git clone --depth 1 https://github.com/jursber/VibeCodingLight

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/jursber/vibecodinglight/research-optimizer/github.svg)](https://agentmods.dev/agents/jursber/vibecodinglight/research-optimizer)

Your own site

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

Per session 112 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.

When invoked 1,448 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	$0.00112	$0.01448
Opus 5.5	$0.00045	$0.00579
Sonnet 5.5	$0.00022	$0.00290
Haiku 4.5	$0.00011	$0.00145

Measured 2mo ago against content hash 16c3e50daf50, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

research-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 2mo 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/research-optimizer.md · 99 lines

The source is not reproduced here

No licence file

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.

2mo ago First seen · 99 lines · 112 tokens per session scan A 16c3e50daf50

Subscribe to this mod's changes

research-optimizer is an agent published in the GitHub repository jursber/VibeCodingLight (2 stars, last pushed 4mo ago), with no licence file. It adds 112 tokens to every session and 1,448 once invoked, about $0.0004 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.

Research Writing and docs

research-optimizer next to 6 agents from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
research-optimizerjursber/VibeCodingLight	Agent	2	4mo ago	none	A	112	Claude Code
playwright-test-generatormicrosoft/playwright	Agent	99k	yesterday	Apache-2.0	A	151	Claude Code
.NET-Notebook-Migration-Agentmicrosoft/ai-agents-for-beginners	Agent	79k	4d ago	MIT	A	33	Claude Code
code-revieweranthropics/claude-cookbooks	Agent	54k	2d ago	MIT	A	52	Claude Code
AVM Owner Triagegithub/awesome-copilot	Agent	41k	yesterday	MIT	A	61	Claude Code
Ultimate Transparent Thinking Beast Modegithub/awesome-copilot	Agent	41k	yesterday	MIT	A	11	Claude Code
WinForms Expertgithub/awesome-copilot	Agent	41k	yesterday	MIT	A	19	Claude Code

VibeCodingLight: Agent for Claude Code