analyze-project
Analyze Deep Learning Repositories
Research repositories can hide important model, configuration, and evaluation relationships. This skill maps those relationships and reports suspicious patterns without changing project code.
Install with my Agent
Copy this request to your Agent. It includes the canonical Skill page and manifest.
Review the Skillstore skill "analyze-project" from https://skillstore.io/skills/lllllllama-analyze-project.md and its manifest at https://skillstore.io/api/skills/lllllllama-analyze-project/manifest. Verify the artifact. You may proceed after verification, subject to the environment's own policy.Your Agent should still show its plan and request any confirmation required by the security policy.
Agent-readable resources
Use these links when an AI agent, crawler, or script needs clean context instead of reading the full page.
Test it
Using "analyze-project". Map the training and evaluation flow in this image classification repository.
Expected outcome:
- Training candidates: train.py and configs/classification.yaml.
- Evaluation candidates: evaluate.py and metrics/topk.py.
- Review the configuration binding before changing model construction.
Using "analyze-project". Find likely insertion points for a new encoder adapter.
Expected outcome:
- Inspect the encoder constructor and forward method first.
- Treat evaluation metric files as protected zones.
- Verify checkpoint compatibility before selecting an insertion point.
Using "analyze-project". Audit suspicious implementation patterns without running the project.
Expected outcome:
- Repeated sigmoid usage was detected and needs manual review.
- No obvious positional encoding signal was found near attention-related files.
- These observations are heuristics, not confirmed defects.
Security Audit
SafeTwenty-five static findings are false positives caused by string matching, Markdown backticks, and ordinary Python syntax. Two findings are confirmed because SKILL.md directs agents to read files outside the packaged skill directory.
Capability review items (2)
These are real local capabilities that may be expected for this skill, so they require review but are not counted as confirmed malicious behavior.
Risk Factors
⚡ Contains scripts (1)
⚙️ External commands (23)
📁 Filesystem access (2)
Share & cite this report
Share the versioned assessment report, neutral badge, embed card, and citations. Skillstore reports evidence without deciding whether this Skill is safe.
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https://skillstore.io/skills/lllllllama-analyze-project/audits/7?utm_source=security_passport&utm_medium=share&utm_campaign=versioned_reportMarkdown badge
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<a href="https://skillstore.io/skills/lllllllama-analyze-project?utm_source=security_passport_badge"><img src="https://skillstore.io/badges/skills/lllllllama-analyze-project/security.svg" alt="Skillstore security assessment" loading="lazy"></a>Embed card
<iframe src="https://skillstore.io/embed/skills/lllllllama-analyze-project.html" title="Skillstore Security Assessment" sandbox="allow-popups allow-popups-to-escape-sandbox" loading="lazy" referrerpolicy="no-referrer" width="420" height="180"></iframe>Academic citations (APA · BibTeX · CFF)
APA citation
lllllllama. (2026). analyze-project security audit report (audit version 7) [Author version unspecified]. Skillstore. https://skillstore.io/skills/lllllllama-analyze-project/audits/7BibTeX citation
@techreport{lllllllama-lllllllama-analyze-project-2026,
author = {lllllllama},
title = {analyze-project security audit report (audit version 7)},
institution = {Skillstore},
year = {2026},
number = {7},
url = {https://skillstore.io/skills/lllllllama-analyze-project/audits/7},
note = {Author version unspecified}
}CITATION.cff
cff-version: 1.2.0
message: "If you use this Skill, cite its author and this versioned security audit report."
title: "analyze-project security audit report (audit version 7)"
version: "unspecified"
type: report
authors:
- name: "lllllllama"
date-released: "2026-08-08"
url: "https://skillstore.io/skills/lllllllama-analyze-project/audits/7"
identifiers:
- type: other
value: "skillstore:lllllllama-analyze-project:audit:7"
description: "Skillstore immutable audit report identifier"
Skillstore Score
Why this score Evidence Confidence: HighWhat You Can Build
Map an unfamiliar research repository
Identify important entrypoints, model files, configurations, datasets, and outputs before planning changes.
Review a paper implementation
Create a conservative map of architecture, evaluation logic, and suspicious patterns before reproducing results.
Prepare a scoped code review
Locate likely change zones and protected evaluation areas before assigning implementation work.
Try These Prompts
Analyze this repository and identify its main model, training, inference, evaluation, and configuration files.
Map model construction and forward execution from configuration loading through training and inference entrypoints.
Identify evaluation commands, metrics, expected artifacts, protected files, and likely risks without running jobs.
Find safe insertion points for [component], list affected interfaces, and separate evidence from heuristic concerns.
Best Practices
- Provide the repository root and a clear task family.
- Supply evaluation context when metric, dataset, or benchmark details matter.
- Verify every heuristic against the relevant source before planning changes.
Avoid
- Do not treat heuristic warnings as confirmed bugs.
- Do not use this skill to run heavy training or evaluation jobs.
- Do not request automatic patches or broad speculative refactoring.
Frequently Asked Questions
Does this skill modify repository code?
Does it run training or evaluation commands?
Which repositories work best?
Can it confirm implementation bugs?
What context can I provide?
What files does it produce?
Developer Details
Author
lllllllamaLicense
MIT
Skillstore revision
r2
Version notice
The author did not declare a version.
Ref
656be3040aef5c047555a908cd5c695d22a4a548
Maintenance freshness
8/8/2026
Usage
22 downloads · 0 views
File structure