{"slug":"jfrog-jfrog-skills","name":"Jfrog Skills","description":"A collection of reusable AI agent skills for interacting with the JFrog Platform, enabling natural language queries for artifact search, CVE scanning, compliance, and build tracing.","long_description":"# JFrog Skills\n\n> **Beta Notice:** This software is in beta and licensed under the [Apache License 2.0](LICENSE). For clarity: This software is provided \"as-is\" without warranty of any kind. Behavior, APIs, conventions, and structure may change without notice between releases. JFrog makes no guarantees of backward compatibility during the 0.x release cycle. Use in production environments is at your own risk.\n\nThis repository ships AI agent skills for the JFrog Platform: \n\n- **`jfrog`** (required): The base skill covering CLI setup, artifact operations, security queries, AQL, and GraphQL. All other skills depend on it.\n- **`jfrog-package-safety-and-download`**: A workflow skill for package safety checks and curation-aware downloads. Requires `jfrog`.\n- **`jfrog-ai-catalog-skills`**: A workflow skill to discover, install, update, and publish agent skills in the JFrog AI Catalog. Requires `jfrog`.\n- **`jfrog-reference-architecture`**: A workflow skill for topology, sizing, deployment patterns, and use-case selection using the [JFrog Platform Reference Architecture](https://jfrog.com/reference-architecture/) (live `WebFetch`, primarily [llms-full.txt](https://jfrog.com/reference-architecture/llms-full.txt)). Requires `jfrog` for vocabulary only; no CLI needed for planning.\n- **`jfrog-setup-package-managers`**: A workflow skill that binds local package managers (npm, pip, maven, go, docker, …) to Artifactory via `jf setup` and records the workspace binding in `.jfrog/local/package-resolution.json`. Requires `jfrog`.\n\nInstall them in your AI coding agent and interact with JFrog through natural language. The `jfrog` skill must always be installed — workflow skills build on top of it.\n\n## Requirements\n\n- [`jf` CLI](https://jfrog.com/getcli/) **≥ 2.100.0** (required for `jf api`), `curl`, and `jq` on PATH\n- A configured JFrog instance (`jf config add`)\n\n## Installation\n\nFrom remote repository:\n\n```bash\nnpx skills add git@github.com:jfrog/jfrog-skills.git -g \\\n    --skill jfr","tagline":"AI agent skills for the JFrog Platform. Search and download artifacts, query CVEs and exposures, check curation and compliance, trace builds, and more. Install in your AI coding agent and interact with JFrog through natural language.","category":"security","tags":["jfrog","cve","artifacts","devops","compliance"],"author":"jfrog","verified":false,"attribution":{"status":"community_indexed","statusLabel":"Community indexed","shortLabel":"COMMUNITY INDEXED","sourceLabel":"OpenAgentSkill auto-indexer","sourceDetail":"jfrog/jfrog-skills","creatorName":"jfrog","creatorUrl":"https://github.com/jfrog","sourceUrl":"https://github.com/jfrog/jfrog-skills","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/jfrog-jfrog-skills#claim-this-skill","claimCta":"Claim this skill","trustNote":"This listing was indexed from public sources and is not marked official until a maintainer claim is approved.","publicNote":"Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals."},"stats":{"stars":18,"forks":6,"downloads":0,"rating":0,"review_count":0,"quality_score":41.45},"quality":{"score":68,"tier":"promising","label":"Promising","summary":"Useful candidate, but compare it with alternatives before adopting.","signals":[{"label":"GitHub stars","value":"18","tone":"neutral"},{"label":"Freshness","value":"12d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"Apache-2.0","tone":"neutral"}],"warnings":["Low GitHub adoption signal"]},"trust":{"version":"trust-score-v5","score":64,"base_score":72,"outcome_confidence":0,"tier":"review","label":"Sandbox only","summary":"Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.","recommendedAction":"Run only in a sandbox and compare close alternatives before using it for real work.","decision":{"install_policy":"human_review_before_install","auto_install_allowed":false,"human_review_required":true,"sandbox_first":true,"agent_action":"Compare alternatives before installing.","reasoning":["64/100 Trust Score v5","72/100 Trust Score v4 baseline","Needs more real agent outcomes before unattended install","Install path is available","Review before production"],"review_required_when":["The workspace contains production secrets, payments, private customer data, or irreversible actions.","The install command requests shell, network, credential, database, or broad filesystem access.","Outcome evidence is missing, recently failed, or required human review.","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"]},"dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":30,"weight":0.13,"status":"fail","detail":"18 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":32,"weight":0.08,"status":"fail","detail":"18 stars, 6 forks; 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issue activity unavailable in current metadata"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Compare alternatives before installing."},"outcome_loop":{"version":"openagentskill-agent-outcome-v3","required_after_install":true,"endpoint":"/api/agent/outcome","method":"POST","event_id_source":"feedback.event_id, install_receipt.resolve_event_id, or decision_packet.outcome_feedback.event_id","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"required_fields":["event_id","skill_slug","task"],"quality_fields":["task_success","output_quality","error_type","human_review_required","used_in_production","workspace","evidence_url","time_to_useful_ms"],"ranking_inputs_updated":["Trust Score v5 outcome confidence","Agent Proven Score","Resolve ranking task-fit evidence","Skill detail machine-readable metadata","Outcome leaderboard"]},"agent_contract":{"suited_tasks":["security","jfrog","cve","artifacts","devops","compliance"],"suited_agents":["Shell","Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"install_command":"npx skills add jfrog/jfrog-skills","trust_score":64,"trust_version":"trust-score-v5","risk_level":"medium","do_not_use_when":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"before_install":["Read the audit page and machine-readable metadata.","Confirm the install command, license, and permission surface fit the workspace.","Get explicit human approval or choose an alternative before installing."],"after_run":["Report the outcome to /api/agent/outcome using the resolve event id.","Include output_quality, workspace, human_review_required, and evidence_url when available.","Re-resolve before broad production rollout."]},"bestFor":["security","jfrog","cve","artifacts","devops","compliance"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"knownRisks":["Low GitHub adoption signal","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","GitHub adoption: 18 GitHub stars","Stars/forks activity: 18 stars, 6 forks; 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