Atlas / Skills / xiangyue-zhang / Conf Search

Conf SearchSAFE

skills/xiangyue-zhang/conf-search

🔥 An autonomous AI agent that runs your deep learning experiments 24/7 while you sleep. Zero-cost monitoring, Leader-Worker architecture, constant-size memory.

Verdict
SAFE
Grade
B
Trust score
89 /100
Version
—
Hosts
2 documented
License
Apache-2.0
Stars
1,296
01

Overview

🔥 An autonomous AI agent that runs your deep learning experiments 24/7 while you sleep. Zero-cost monitoring, Leader-Worker architecture, constant-size memory.

Read from source at commit d8030f4516acOBSERVED · 2026-10-12
02

Host compatibility

What the documentation claims. We have not run a compatibility test.

HostStatusNotes
claude-codementioned
codexmentioned
03

What it tells the agent

The instruction file, verbatim from the audited commit — this is the text the model reads, and the surface the audit's instruction layer examines. Quoted here so you can judge it without cloning anything.

---
name: conf-search
description: "Search papers from top AI/ML conferences"
---

# conf-search

Search for papers from top venues.

## Usage

```
Claude Code: /conf-search --venue CVPR2025 --query "gesture generation"
Claude Code: /conf-search --venue NeurIPS2025 --query "diffusion models"
Codex: $conf-search
```

## Supported Venues

CVPR, ICCV, ECCV, NeurIPS, ICML, ICLR, AAAI, IJCAI, ACL, EMNLP, NAACL, SIGGRAPH, and more.

## Behavior

1. Parse venue and query from user input
2. Search via Semantic Scholar API with venue filter
3. Sort by relevance and citation count
4. Present results with title, authors, abstract snippet, citation count
5. Offer to do deep analysis on any paper of interest
04

Trust audit

SAFEgrade B · trust 89/100 Nothing in the source contradicts what it says it does. Grade A is reserved for packages that have also passed the behavioural sandbox.

LayerWhat it checksResult
L0Provenance & inventoryPASS
L1Static analysis of the codeNA
L2Instruction surface (what it tells the agent)PASS
L3Class-specific surfacePASS
L4Behavioural (sandbox)SKIPPED

What the source does

Filesystem
none-observed
Network
none-observed
Shell
none-observed
Dependencies
pinned
Secrets in source
none-found

Findings (0)

No findings outside the package's declared scope.

Gates applied: no_behavioural_pass.

Audited 2026-10-12 · audit v0.4.1 · source sha d8030f4516acfull audit observations/trust-audit/skill/xiangyue-zhang__conf-search.json · Report an issue / request a re-scan
05

Audit history

Every audit this skill has had.

DateSourceVerdictGradeScoreChange
2026-10-12d8030f4516acSAFEB89first audit
06

Questions

What does the Conf Search skill do?

🔥 An autonomous AI agent that runs your deep learning experiments 24/7 while you sleep. Zero-cost monitoring, Leader-Worker architecture, constant-size memory.

Is Conf Search safe to install?

The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean skill reads B.

What can Conf Search access on my machine?

The audit observed no filesystem, network or shell use at all in its source.

Which assistants does Conf Search work with?

Its documentation mentions claude-code and codex. That is what the text claims, not a compatibility test we ran.

How current is this page?

The grade is for one exact copy of the source (d8030f4516ac), read on 2026-10-12. The repository is watched, and a new audit runs when it changes — this is the first audit.

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