jfrog-devops

jfrog-devops is a skill for Claude Code from squadcodercom/squadcoder. It costs 168 tokens per session (4,610 once invoked), scanned B, original, MIT.

A guide to managing JFrog tools: Artifactory repositories, Docker registries, build records, machine-learning model storage, and Xray security scanning. JFrog Artifactory stores and distributes software packages and container images, while Xray checks them for known vulnerabilities.

In plain words
What is it for?
Use it to upload or download packages, manage Docker images, publish build information, scan for CVEs, export software inventories, and manage ML models.
Why use it?
It helps teams control where build artifacts and dependencies are stored, published, promoted, scanned, and cleaned up.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter.

Good fit Use it to upload or download packages, manage Docker images, publish build information, scan for CVEs, export software inventories, and manage ML models.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/squadcodercom/squadcoder/jfrog-devops
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add squadcodercom/squadcoder --skill jfrog-devops
Clone the repo
git clone --depth 1 https://github.com/squadcodercom/squadcoder

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.

agentmods badge for jfrog-devops

README.md
[![agentmods](https://agentmods.dev/badge/skills/squadcodercom/squadcoder/jfrog-devops/github.svg)](https://agentmods.dev/skills/squadcodercom/squadcoder/jfrog-devops)
Your own site
<a href="https://agentmods.dev/skills/squadcodercom/squadcoder/jfrog-devops"><img src="https://agentmods.dev/badge/skills/squadcodercom/squadcoder/jfrog-devops/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.

agentmods 80×15 button for jfrog-devops

Your own site · 80×15
<a href="https://agentmods.dev/skills/squadcodercom/squadcoder/jfrog-devops"><img src="https://agentmods.dev/badge/skills/squadcodercom/squadcoder/jfrog-devops.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 168 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 4,610 The whole file, excluding the scripts and references it only reads on demand.
Security scan B 2 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original 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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00168 $0.04610
Opus 5 $0.00084 $0.02305
Sonnet 5 $0.00034 $0.00922
Haiku 4.5 $0.00017 $0.00461

Measured 5d ago against content hash d906848644f9, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-08, from the pricing page.

Security

Grade B, and why

jfrog-devops scanned grade B with 2 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 5d ago.

The scan reads SKILL.md. This mod also ships 2 executable files (scripts/artifactory_client.py, scripts/xray_client.py), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

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.

Harvests environment variablesmediumData exfiltration

Enumerating or grepping the environment for keys collects credentials unrelated to what the mod says it does.

# Collect environment variables

Downgraded: this mod is about security review, or the phrase is quoted, so it is likely naming the pattern rather than instructing it.

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

allowed-tools: Bash(curl:*) Bash(jf:*) Bash(docker:*) Bash(python:*)
.squadcoder/skills/jfrog-devops/SKILL.md · 348 lines

How it starts

The opening of the file, as written. The whole thing — 348 lines — stays where its author put it; the contents beside it link to each section on GitHub.

JFrog DevOps

Instructions

Step 1: Identify the DevOps Operation

Operation JFrog Tool API/CLI Auth Required
Upload/deploy artifact Artifactory PUT /{repo}/{path} or jf rt upload Yes
Download artifact Artifactory GET /{repo}/{path} or jf rt download Yes (unless anonymous)
Search artifacts Artifactory AQL or jf rt search Yes
Docker push/pull Artifactory Docker API or jf docker Yes
Publish build info Artifactory PUT /api/build or jf rt build-publish Yes
Promote build Artifactory POST /api/build/promote Yes (admin)
Scan for CVEs Xray POST /api/v1/scanArtifact or jf xr scan Yes
Create watch/policy Xray POST /api/v2/watches Yes (admin)
Generate report Xray POST /api/v1/reports/vulnerabilities Yes
Export SBOM (SPDX or CycloneDX) Xray POST /api/v1/sbom or jf scan --format=cyclonedx Yes
Vet OSS packages before download Curation Configured per remote repo Yes (admin)
Manage ML model (Hugging Face, MLflow, NIM) Artifactory ML repo jf rt upload or FrogML SDK Yes
Cleanup old artifacts Artifactory AQL + delete or retention policies Yes (admin)

Step 2: Configure Authentication

Option A: JFrog CLI (recommended):

# Configure JFrog CLI with access token (recommended)
jf config add my-server \
  --url="https://mycompany.jfrog.io" \
  --access-token="YOUR_ACCESS_TOKEN" \
  --interactive=false

# Verify connection
jf rt ping

Option B: REST API with curl:

# Using access token (recommended)
curl -H "Authorization: Bearer YOUR_ACCESS_TOKEN" \
  "https://mycompany.jfrog.io/artifactory/api/system/ping"

# Using identity token (reference token, also works as Bearer)
curl -H "Authorization: Bearer YOUR_REFERENCE_TOKEN" \
  "https://mycompany.jfrog.io/artifactory/api/system/ping"

Legacy API keys (X-JFrog-Art-Api header) reached end of life in Q4 2024 and are disabled by default in Artifactory 7.98+. Use access tokens or reference tokens (both sent as Authorization: Bearer).

Read the full file on GitHub · 348 lines

Files

What ships with it

6 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

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.

  1. 5d ago First seen · 348 lines · 168 tokens per session scan B d906848644f9

Subscribe to this mod's changes

jfrog-devops is a skill published in the GitHub repository squadcodercom/squadcoder (11 stars, last pushed 2mo ago), licensed MIT. It adds 168 tokens to every session and 4,610 once invoked, about $0.0008 per session on Opus 5. A static security scan graded it B with 2 findings (harvests environment variables, makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.

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