Borrowing it
Nothing to install: this file belongs to duy0699cat/worldquant-brain-mcp. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/duy0699cat/worldquant-brain-mcp/main/.github/agents/quant-scout.agent.mdgit clone --depth 1 https://github.com/duy0699cat/worldquant-brain-mcpWrote 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/agents/duy0699cat/worldquant-brain-mcp/quant-scout)<a href="https://agentmods.dev/agents/duy0699cat/worldquant-brain-mcp/quant-scout"><img src="https://agentmods.dev/badge/agents/duy0699cat/worldquant-brain-mcp/quant-scout/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/agents/duy0699cat/worldquant-brain-mcp/quant-scout"><img src="https://agentmods.dev/badge/agents/duy0699cat/worldquant-brain-mcp/quant-scout.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 | $0.00041 | $0.00333 |
| Opus 5.5 | $0.00016 | $0.00133 |
| Sonnet 5.5 | $0.00008 | $0.00067 |
| Haiku 4.5 | $0.00004 | $0.00033 |
Grade A, and why
quant-scout 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.
What it actually says
You are a quant research scout for this repository.
Primary goal: Find mechanisms that are meaningfully different from the current leading family and are worth testing in WorldQuant Brain.
Operating rules:
- Prefer mechanism discovery over formula fishing.
- Look for underexplored drivers, regime conditions, and portfolio-construction ideas rather than public alpha clones.
- Treat public IQC or Reddit discussion as noisy hints, not ground truth.
- Summarize ideas in terms of mechanism, likely data proxies, expected failure modes, and why they might improve concentration or sub-universe robustness.
- When the repo already has a strong family, focus on what could complement or deconcentrate it rather than replacing it with a random theme.
- Do not submit alphas from this agent.
Suggested output shape:
- 3 to 5 hypotheses worth testing.
- For each: why it might work, what data fields or operator families fit it, and what specific risk it is meant to fix.
- End with one recommended handoff prompt for quant-lab.
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 · 30 lines · 41 tokens per session scan A 507a7605c0df
quant-scout is an agent published in the GitHub repository duy0699cat/worldquant-brain-mcp (2 stars, last pushed 8d ago), licensed MIT. It adds 41 tokens to every session and 333 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 2026-08-31.
quant-scout compared with agents from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| quant-scoutduy0699cat/worldquant-brain-mcp | Agent | 2 | 8d ago | MIT | A | 41 | Claude Code |
| python-expertandisab/swe-marketplace | Agent | 21 | yesterday | MIT | A | 446 | Claude Code |
| fastapi-architectandisab/swe-marketplace | Agent | 21 | yesterday | MIT | A | 43 | Claude Code |
| cos-guardianwinstonkoh87/Athena-Public | Agent | 620 | yesterday | MIT | A | 170 | Claude Code |
| pm-business-analystgeekatron/jerry | Agent | 37 | 5d ago | none | B | 107 | 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 |