Star0

Hop

STRONG · 86
Community indexed

Hop Orchestration Platform

Downloads0
Stars1.4K
Version1.0.0
Quality100/100 · Excellent
Trust86/100 · Review then install
Audit94/100 · Safe to try

Supply asset profile

Data, BI, and analytics

CSV, SQL, notebooks, dashboards, data pipelines, BI, ETL, and spreadsheet analysis.

Browse track

Scenario

Workflow automation

I need my agent to automate a repeated workflow across tools and files.

Agent fit

Claude Code + CLI + Codex

Codex, Claude Code, Cursor, CLI, or custom agents.

Install

Ready

npx skills add apache/hop

Maintenance

fresh

14d since push

Risk

Safe to try

Documentation summary is thin

GitHub quality

1.4K

100/100 quality · 89/100 trust

Coverage tags

DataWorkflow automationdata-analysisetldata-pipeline

Review notes

Documentation summary is thin

Agent adoption scorecard

Trust, audit, and install readiness at a glance

These scores combine public repository metadata, OpenAgentSkill review signals, maintenance freshness, and install readiness. They are a shortlist signal, not a replacement for human review.

Quality

Excellent
100

High-confidence pick with strong adoption and healthy maintenance signals.

Trust

Review then install
86

Good shortlist signal, but the agent should review audit notes, install policy, and outcome evidence before running it.

Audit

Safe to try
94

Install readiness, security metadata, maintenance, and adoption risk.

Trust Score v5

Agent install candidate

Use as the primary candidate after human or sandbox review.

JavaETLCodexClaude CodeCursor

Stars

1.4K GitHub stars

Repo activity

1.4K stars, 460 forks

Maintenance

14d since push

License

Apache-2.0

Install

npx skills add apache/hop

Install safety

standard package or runtime install path

Permission surface

filesystem or document access

Agent outcomes

No agent outcome data yet

Docs

Usable metadata, review docs

Risk summary

Low metadata risk

  • Documentation summary is thin

Install readiness

Install path available

  • Install path is available
  • Repository evidence is available
  • License is declared
  • No Agent Proven outcome evidence yet

Agent-readable metadata

Machine-readable decision data for this skill.

Use this block or the embedded JSON to decide whether an agent should install this skill, choose an alternative, or ask for human review first.

Open JSON

Suited tasks

  • Workflow automation workflows
  • Claude Code teams
  • teams that value GitHub adoption signals
  • Move data between tools

Suited agents

JavaETLCodexClaude CodeCursorOpenAgentSkill CLICLI

Install decision

Command
npx skills add apache/hop
Policy
review
Human review
yes

Trust and risk

Trust
86/100
Audit
94/100
Risk level
Safe to try

Outcome loop

Endpoint
/api/agent/outcome
Event ID
resolve
Outcomes
5

Install command

npx skills add apache/hop
Public auditEval reportResolve APIInstall handoff

Do not use when

  • teams that need a vendor-supported SLA
  • high-compliance environments without internal security review
  • No major risk signals from current metadata
  • Documentation summary is thin
  • Production credentials, payments, or irreversible account changes without explicit human review

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Agent safety v2

78/100 · Review before install

Reviewedreview

Good audit and safety signals with no high-risk permission hints in public metadata.

Review the audit page, then allow agent install in a sandboxed workflow.

Resolve via API

medium

Network access

Skill likely fetches remote pages, APIs, repositories, or external services.

medium

Filesystem access

Skill may read or write project files, documents, generated artifacts, or local workspace state.

  • Documentation summary is thin

Install targets

Install this skill in your agent workflow

Copy the registry command or an agent-specific install prompt for Codex, Claude Code, and Cursor.

skill install

OpenAgentSkill CLI

Use the registry command when your workflow supports the OpenAgentSkill installer.

$ npx skills add apache/hop

Agent resolve plan

Let an agent verify fit before installing.

The Resolve API returns the selected skill, alternatives, safety policy, audit notes, install target, and copy-paste prompt an agent can follow without scraping this page.

Open text plan

Resolve JSON

/api/agent/resolve?task=Use%20Hop%20for%20an%20agent%20workflow&agent=codex&max_risk=medium

Resolve text

/api/agent/resolve?task=Use%20Hop%20for%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text

Install handoff

/api/skills/apache-hop/install

Agent should check

  • Task fit and alternatives from Resolve API.
  • Audit score, trust score, and safety policy warnings.
  • Install target compatibility for Codex, Claude Code, Cursor, or CLI.

Copy prompt

Task: Use Hop in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20Hop%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/apache-hop/install
Install command: npx skills add apache/hop
Before running it, summarize audit warnings, required permissions, and the fallback skill if install is risky.

Agent handoff

Give an agent the install path, not another directory page.

Use the public install endpoint to fetch the command, safety checklist, target prompts, and canonical links for this skill.

Open install API

Install handoff

/api/skills/apache-hop/install

LLM text format

/api/skills/apache-hop/install?format=text

Find alternatives

/api/skills/search?q=Hop&limit=3

Agent prompt

Use Hop for this task. Review https://www.openagentskill.com/api/skills/apache-hop/install, then install with: npx skills add apache/hop

Registry metadata

Agent-readable profile for automatic skill selection.

This page exposes the same decision, trust, audit, use-case, and install signals through the Registry API, so agents can rank this skill without scraping the UI.

Open manifest

Manifest

/api/registry/manifest/apache-hop

LLM text

/api/registry/manifest/apache-hop?format=text

Install alias

/api/registry/install/apache-hop

Recommend

/api/registry/recommend?task=Use%20Hop%20in%20an%20agent%20workflow&limit=3

Agent fit

100/100

Workflow automation

Use-case tags

Workflow automationCoding agentsRAG and knowledge

Platforms

Java, ETL, Claude Code

Audit report

Safe to try · 94/100

Review install readiness, maintenance, trust, quality, and metadata warnings before adding this skill to an agent workflow.

View audit reportView eval report

Agent decision cockpit

Primary pick for Workflow automation

Use this as a leading candidate, then validate the README and install path in your own agent stack.

100
Readiness
Adopt
Stage

Role in stack

Primary pick

Primary fit

Workflow automation

Trust label

Production-ready

Install path

Command ready

Use when

  • Workflow automation workflows
  • Claude Code teams
  • teams that value GitHub adoption signals

Evidence

  • 1,404 GitHub stars
  • recent repository activity
  • install command or GitHub repo available
  • 100/100 quality profile
  • 13 OpenAgentSkill engagement events

Review first

  • No major risk signals from current metadata

Implementation path

  1. 1Install it in a sandbox agent and run one Workflow automation task end to end.
  2. 2Compare output quality, latency, and failure behavior against at least one alternative.
  3. 3Promote it into production only after reviewing repository permissions, license, and maintenance signals.

Trust profile

Review then install

Good shortlist signal, but the agent should review audit notes, install policy, and outcome evidence before running it.

86
Trust score

GitHub adoption

PASS

1.4K GitHub stars

Stars/forks activity

PASS

1.4K stars, 460 forks; issue activity unavailable in current metadata

Recent maintenance

PASS

14d since push

License clarity

PASS

Apache-2.0

Good signals

  • Manually verified listing
  • AI review approved
  • Install path is available
  • Repository evidence is available
  • Recently maintained repository
  • Meaningful GitHub adoption signal
  • Install command has no obvious high-risk pattern
  • Outcome loop is ready but needs first real agent run

Review before install

  • Documentation summary is thin
  • No real agent outcome reports yet
  • Human review required before unattended installation

Recommended action

Use as the primary candidate after human or sandbox review.

Quality profile

Excellent candidate for agent workflows

High-confidence pick with strong adoption and healthy maintenance signals.

100
GitHub stars
1.4K
Freshness
14d ago
Install ready
Yes
License
Apache-2.0

Workflow fit

Use this skill in these scenarios

Automate repeated work

Workflow automation

I need my agent to automate a repeated workflow across tools and files.

Build and ship code

Coding agents

I need a coding agent that can understand a repository, edit code, and review pull requests.

Search private knowledge

RAG and knowledge

I need my agent to build a RAG workflow over documents and retrieve reliable context.

Stack fit

Add it to a complete workflow

Turn skills into distribution

Content growth agent

A stack for turning newly indexed skills into SEO briefs, social drafts, comparison pages, and reusable publishing workflows.

Inspect, patch, and verify code

Coding review agent

A stack for software agents that inspect repositories, review pull requests, generate tests, and turn findings into shippable patches.

Ingest, retrieve, and cite

RAG knowledge base

A stack for document-heavy agents that ingest files, create searchable knowledge, retrieve relevant context, and answer with grounded sources.

Alternative shortlist

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Overview

Hop Orchestration Platform

Imported by the skill-only GitHub discovery pipeline because it matches agent skill, automation, domain workflow, RAG, document-processing, data, finance, security, or developer-tool signals. Protocol-server projects are excluded from automated imports.

Platform Compatibility

javaFULL
etlFULL

Technical Details

Version
1.0.0
License
Apache-2.0
Last Updated
6/21/2026
Published
6/21/2026

Frameworks & Tools

JavaETL

Decision snapshot

Primary pick

100
Ready
Adopt
Stage

1,404 GitHub stars

Audit snapshot

Install review

Install and adoption review

94
Safe to try
Security
88/100
Maintenance
100/100
Install
92/100
Open full auditOpen eval report

Agent-proven evidence

Agent Proven evidence

Outcome reports after resolve, review, install, and one narrow run.

0
Proven
Needs first agent runAuto-install: review firstLast: Unknown
Success rate
—
Recent failure
—
Outcomes
0
Output quality
—
Failed
0
Not relevant
0
Installs
0
Risk blocked
0
Setup needed
0
Production
0

No agent outcome data yet. The first agent run can report success, setup needs, risk blocks, failure, or not-relevant through /api/agent/outcome.

Agent-Proven rankingOutcome contract

Install

Add to agent workflow

Free and open source. Review the audit before production use.

Compare AlternativesAuto-resolve PlanView on GitHubDocumentation

Growth loop

Share kit

X

Scenario-led draft for Hop, ready for a manual X post.

Curator note
The useful research skills are not search wrappers. They help agents keep sources attached.

Hop helps agents turn docs, data, or knowledge bases into grounded work.

1.4K stars

https://www.openagentskill.com/skills/apache-hop?ref=x
#AIAgents
Open X draft
Optional reply with install command
Listing + install path for Hop:
https://www.openagentskill.com/skills/apache-hop?ref=x

Install: npx skills add apache/hop
Open reply draft

Listing source

Community indexed

Claimable

This listing was indexed from public sources and is not marked official until a maintainer claim is approved.

Creator
apache
Indexed by
OpenAgentSkill community index

Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals.

Claim this skill

Owner claim

Claim this skill listing

This community indexed listing is attributed to apache but is not marked official yet. Claim it to add a verified owner signal and make future launch, install, and audit updates easier to trust.

README badge

Add this badge to your GitHub README to show the listing, trust score, and install handoff.

[![OpenAgentSkill](https://www.openagentskill.com/api/badge/apache-hop)](https://www.openagentskill.com/skills/apache-hop)
Preview badgeAudit badge

Author

A

apache✓

@apache

Tags

etldata-pipelinedataapachedata-integrationhopjavaorchestrationpipelinestreaming

Platform Fit

Claude Code

Health Signals

GitHub stars
1.4K
Quality score
64/100
Last GitHub push
Jun 19, 2026
Framework hints
2
OpenAgentSkill views
3
Install copies
0
Outbound clicks
0

Community Signal

Share whether this skill looks useful for your agent workflow. Aggregated feedback improves rankings over time.

Trust & Safety

Review then install

86
  • GitHub adoption1.4K GitHub starsPASS
  • Stars/forks activity1.4K stars, 460 forks; issue activity unavailable in current metadataPASS
  • Recent maintenance14d since pushPASS
  • License clarityApache-2.0PASS
  • README/SKILL.md completenessPublic metadata needs stronger README/SKILL.md contextINFO
  • Dependency/runtime riskno major dependency risk hints in public metadataPASS

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