@Gen-Verse
Creator · Gen-Verse
Last updated · Sep 1, 2026
Open AgentRL
REVIEW · 72Community indexed
[ICML 2026] RLAnything & DemyAgent: General and scalable agentic RL algorithms across terminal, GUI, SWE, and tool-call settings
Creator · Gen-Verse
Last updated · Sep 1, 2026
[ICML 2026] RLAnything & DemyAgent: General and scalable agentic RL algorithms across terminal, GUI, SWE, and tool-call settings
Creator · Gen-Verse
Last updated · Sep 1, 2026
[ICML 2026] RLAnything & DemyAgent: General and scalable agentic RL algorithms across terminal, GUI, SWE, and tool-call settings
Creator · Gen-Verse
Last updated · Sep 1, 2026
[ICML 2026] RLAnything & DemyAgent: General and scalable agentic RL algorithms across terminal, GUI, SWE, and tool-call settings
Creator · Gen-Verse
Last updated · Sep 1, 2026
[ICML 2026] RLAnything & DemyAgent: General and scalable agentic RL algorithms across terminal, GUI, SWE, and tool-call settings
Sandbox only
Install targets
Codex install prompt
Install the "Open AgentRL" agent skill from https://github.com/Gen-Verse/Open-AgentRL. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: [ICML 2026] RLAnything & DemyAgent: General and scalable agentic RL algorithms across terminal, GUI, SWE, and tool-call settings After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {"event_id":"install_<unique-id>","skill_slug":"gen-verse-open-agentrl","task":"Install Open AgentRL","agent":"codex","outcome":"success","install_used":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.Supply asset profile
Code review, repo analysis, testing, CI, GitHub, DevOps, and developer workflow skills.
Scenario
Coding agents
I need a coding agent that can understand a repository, edit code, and review pull requests.
Agent fit
Claude Code + CLI + Codex
Codex, Claude Code, Cursor, CLI, or custom agents.
Install
Ready
npx skills add Gen-Verse/Open-AgentRL
Maintenance
active
3mo since push
Risk
Safe to try
Quality score needs review
GitHub quality
585
79/100 Quality · 80/100 Trust
Coverage tags
Review notes
Quality score needs review
Agent adoption scorecard
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
StrongSolid option that is likely worth shortlisting for production workflows.
Trust
Sandbox onlyUseful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.
Audit
Safe to tryA machine-readable review of install readiness, security metadata, maintenance, and adoption risk.
OpenAgentSkill Trust Score v5
Run only in a sandbox and compare close alternatives before using it for real work.
Stars
585 GitHub stars
Repo activity
585 stars, 59 forks
Maintenance
3mo since push
License
Apache-2.0
Install
npx skills add Gen-Verse/Open-AgentRL
Agent-readable metadata
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.
Suited tasks
Suited agents
Install decision
Trust and risk
Outcome loop
Install command
npx skills add Gen-Verse/Open-AgentRLDo not use when
Agent safety v2
Usable candidate, but the agent should surface permission and audit notes before installation.
Require human approval before installing into a real workspace.
high
Skill metadata references terminal, CLI, shell, subprocess, or command execution workflows.
medium
Skill likely fetches remote pages, APIs, repositories, or external services.
Agent resolve plan
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 JSON
/api/agent/resolve?task=Use%20Open%20AgentRL%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Resolve text
/api/agent/resolve?task=Use%20Open%20AgentRL%20for%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text
Install handoff
/api/skills/gen-verse-open-agentrl/install
Agent should check
Copy prompt
Task: Use Open AgentRL in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20Open%20AgentRL%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/gen-verse-open-agentrl/install
Install command: npx skills add Gen-Verse/Open-AgentRL
Before running it, summarize audit warnings, required permissions, and the fallback skill if install is risky.Agent handoff
Use the public install endpoint to fetch the command, safety checklist, target prompts, and canonical links for this skill.
Install handoff
/api/skills/gen-verse-open-agentrl/install
LLM text format
/api/skills/gen-verse-open-agentrl/install?format=text
Find alternatives
/api/skills/search?q=Open%20AgentRL&limit=3
Agent prompt
Use Open AgentRL for this task. Review https://www.openagentskill.com/api/skills/gen-verse-open-agentrl/install, then install with: npx skills add Gen-Verse/Open-AgentRLRegistry metadata
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.
Manifest
/api/registry/manifest/gen-verse-open-agentrl
LLM text
/api/registry/manifest/gen-verse-open-agentrl?format=text
Install alias
/api/registry/install/gen-verse-open-agentrl
Recommend
/api/registry/recommend?task=Use%20Open%20AgentRL%20in%20an%20agent%20workflow&limit=3
Agent fit
Coding agents
Use-case tags
Platforms
Python, LLM, Claude Code
Audit report
A machine-readable review of install readiness, security metadata, maintenance, and adoption risk.
Agent decision cockpit
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Role in stack
Primary pick
Primary fit
Coding agents
Trust label
Production-ready
Install path
Command ready
Use when
Evidence
review first
Implementation path
Trust profile
Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.
GitHub adoption
INFO585 GitHub stars
Stars/forks activity
INFO585 stars, 59 forks; issue activity unavailable in current metadata
Recent maintenance
PASS3mo since push
License clarity
PASSApache-2.0
Good signals
Review before install
Recommended action
Run only in a sandbox and compare close alternatives before using it for real work.
Quality profile
Solid option that is likely worth shortlisting for production workflows.
Workflow fit
Build and ship code
I need a coding agent that can understand a repository, edit code, and review pull requests.
Operate local tools
I need my agent to operate local files and desktop apps in a repeatable workflow.
Operate web apps
I need my agent to control a browser, fill forms, and verify web app workflows.
Workflow fit
Inspect, patch, and verify code
A workflow for software agents that inspect repositories, review pull requests, generate tests, and turn findings into shippable patches.
Operate and verify web apps
A workflow for agents that navigate products, fill forms, take screenshots, and verify real user flows across web applications.
Turn skills into distribution
A workflow for turning newly indexed skills into SEO briefs, social drafts, comparison pages, and reusable publishing workflows.
Alternative shortlist
Similar skills that may fit this task.
The API to search, scrape, and interact with the web at scale. 🔥
Daytona is a Secure and Elastic Infrastructure for Running AI-Generated Code
AI generates a real, editable PowerPoint from any document — native shapes & animations, speaker notes voiced as audio narration, and the option to follow your own .pptx template, not slide images · by Hugo He
DeepTutor: Agent-native, Open-sourced Personalized Tutoring. https://deeptutor.info/.
[ICML 2026] RLAnything & DemyAgent: General and scalable agentic RL algorithms across terminal, GUI, SWE, and tool-call settings
Imported by the skill-only GitHub discovery pipeline because it matches agent skill, automation, RAG, or developer-tool signals. Protocol-server projects are excluded from automated imports.
Frameworks & tools
Decision snapshot
585 GitHub stars
Audit
Install and adoption review
Agent-proven evidence
Outcome reports after resolve, review, install, and one narrow run.
No agent outcome data yet. The first agent run can report success, setup needs, risk blocks, failure, or not-relevant through /api/agent/outcome.
Install
Free and open source. Review the report before installing into production agents.
Growth loop
Scenario-led draft for Open AgentRL, ready for a manual X post.
Open AgentRL: [ICML 2026] RLAnything & DemyAgent: General and scalable agentic RL algorithms across termina... 585 stars https://www.openagentskill.com/skills/gen-verse-open-agentrl?ref=x
Listing + install path for Open AgentRL: https://www.openagentskill.com/skills/gen-verse-open-agentrl?ref=x Install: npx skills add Gen-Verse/Open-AgentRL
Listing source
This listing was indexed from public sources and is not marked official until a maintainer claim is approved.
Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals.
Claim this skillOwner claim
This Community indexed listing is attributed to Gen-Verse 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.
Creator backlink kit
Show the canonical listing, current trust and audit signals, and real Agent-Proven evidence where developers evaluate the repository.
[](https://www.openagentskill.com/skills/gen-verse-open-agentrl?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/gen-verse-open-agentrl?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/gen-verse-open-agentrl/audit)
[](https://www.openagentskill.com/skills/gen-verse-open-agentrl?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)Gen-Verse
@gen-verse
Share whether this skill looks useful for your agent workflow. Aggregated feedback improves rankings over time.
Sandbox only
Firecrawl
The API to search, scrape, and interact with the web at scale. 🔥
139.3K StarsDaytona
Daytona is a Secure and Elastic Infrastructure for Running AI-Generated Code
72.3K StarsPpt Master
AI generates a real, editable PowerPoint from any document — native shapes & animations, speaker notes voiced as audio narration, and the option to follow your own .pptx template, not slide images · by Hugo He
37.2K StarsDeepTutor
DeepTutor: Agent-native, Open-sourced Personalized Tutoring. https://deeptutor.info/.
24.8K StarsSandbox only
Install targets
Codex install prompt
Install the "Open AgentRL" agent skill from https://github.com/Gen-Verse/Open-AgentRL. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: [ICML 2026] RLAnything & DemyAgent: General and scalable agentic RL algorithms across terminal, GUI, SWE, and tool-call settings After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {"event_id":"install_<unique-id>","skill_slug":"gen-verse-open-agentrl","task":"Install Open AgentRL","agent":"codex","outcome":"success","install_used":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.Supply asset profile
Code review, repo analysis, testing, CI, GitHub, DevOps, and developer workflow skills.
Scenario
Coding agents
I need a coding agent that can understand a repository, edit code, and review pull requests.
Agent fit
Claude Code + CLI + Codex
Codex, Claude Code, Cursor, CLI, or custom agents.
Install
Ready
npx skills add Gen-Verse/Open-AgentRL
Maintenance
active
3mo since push
Risk
Safe to try
Quality score needs review
GitHub quality
585
79/100 Quality · 80/100 Trust
Coverage tags
Review notes
Quality score needs review
Agent adoption scorecard
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
StrongSolid option that is likely worth shortlisting for production workflows.
Trust
Sandbox onlyUseful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.
Audit
Safe to tryA machine-readable review of install readiness, security metadata, maintenance, and adoption risk.
OpenAgentSkill Trust Score v5
Run only in a sandbox and compare close alternatives before using it for real work.
Stars
585 GitHub stars
Repo activity
585 stars, 59 forks
Maintenance
3mo since push
License
Apache-2.0
Install
npx skills add Gen-Verse/Open-AgentRL
Agent-readable metadata
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.
Suited tasks
Suited agents
Install decision
Trust and risk
Outcome loop
Install command
npx skills add Gen-Verse/Open-AgentRLDo not use when
Agent safety v2
Usable candidate, but the agent should surface permission and audit notes before installation.
Require human approval before installing into a real workspace.
high
Skill metadata references terminal, CLI, shell, subprocess, or command execution workflows.
medium
Skill likely fetches remote pages, APIs, repositories, or external services.
Agent resolve plan
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 JSON
/api/agent/resolve?task=Use%20Open%20AgentRL%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Resolve text
/api/agent/resolve?task=Use%20Open%20AgentRL%20for%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text
Install handoff
/api/skills/gen-verse-open-agentrl/install
Agent should check
Copy prompt
Task: Use Open AgentRL in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20Open%20AgentRL%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/gen-verse-open-agentrl/install
Install command: npx skills add Gen-Verse/Open-AgentRL
Before running it, summarize audit warnings, required permissions, and the fallback skill if install is risky.Agent handoff
Use the public install endpoint to fetch the command, safety checklist, target prompts, and canonical links for this skill.
Install handoff
/api/skills/gen-verse-open-agentrl/install
LLM text format
/api/skills/gen-verse-open-agentrl/install?format=text
Find alternatives
/api/skills/search?q=Open%20AgentRL&limit=3
Agent prompt
Use Open AgentRL for this task. Review https://www.openagentskill.com/api/skills/gen-verse-open-agentrl/install, then install with: npx skills add Gen-Verse/Open-AgentRLRegistry metadata
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.
Manifest
/api/registry/manifest/gen-verse-open-agentrl
LLM text
/api/registry/manifest/gen-verse-open-agentrl?format=text
Install alias
/api/registry/install/gen-verse-open-agentrl
Recommend
/api/registry/recommend?task=Use%20Open%20AgentRL%20in%20an%20agent%20workflow&limit=3
Agent fit
Coding agents
Use-case tags
Platforms
Python, LLM, Claude Code
Audit report
A machine-readable review of install readiness, security metadata, maintenance, and adoption risk.
Agent decision cockpit
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Role in stack
Primary pick
Primary fit
Coding agents
Trust label
Production-ready
Install path
Command ready
Use when
Evidence
review first
Implementation path
Trust profile
Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.
GitHub adoption
INFO585 GitHub stars
Stars/forks activity
INFO585 stars, 59 forks; issue activity unavailable in current metadata
Recent maintenance
PASS3mo since push
License clarity
PASSApache-2.0
Good signals
Review before install
Recommended action
Run only in a sandbox and compare close alternatives before using it for real work.
Quality profile
Solid option that is likely worth shortlisting for production workflows.
Workflow fit
Build and ship code
I need a coding agent that can understand a repository, edit code, and review pull requests.
Operate local tools
I need my agent to operate local files and desktop apps in a repeatable workflow.
Operate web apps
I need my agent to control a browser, fill forms, and verify web app workflows.
Workflow fit
Inspect, patch, and verify code
A workflow for software agents that inspect repositories, review pull requests, generate tests, and turn findings into shippable patches.
Operate and verify web apps
A workflow for agents that navigate products, fill forms, take screenshots, and verify real user flows across web applications.
Turn skills into distribution
A workflow for turning newly indexed skills into SEO briefs, social drafts, comparison pages, and reusable publishing workflows.
Alternative shortlist
Similar skills that may fit this task.
The API to search, scrape, and interact with the web at scale. 🔥
Daytona is a Secure and Elastic Infrastructure for Running AI-Generated Code
AI generates a real, editable PowerPoint from any document — native shapes & animations, speaker notes voiced as audio narration, and the option to follow your own .pptx template, not slide images · by Hugo He
DeepTutor: Agent-native, Open-sourced Personalized Tutoring. https://deeptutor.info/.
[ICML 2026] RLAnything & DemyAgent: General and scalable agentic RL algorithms across terminal, GUI, SWE, and tool-call settings
Imported by the skill-only GitHub discovery pipeline because it matches agent skill, automation, RAG, or developer-tool signals. Protocol-server projects are excluded from automated imports.
Frameworks & tools
Decision snapshot
585 GitHub stars
Audit
Install and adoption review
Agent-proven evidence
Outcome reports after resolve, review, install, and one narrow run.
No agent outcome data yet. The first agent run can report success, setup needs, risk blocks, failure, or not-relevant through /api/agent/outcome.
Install
Free and open source. Review the report before installing into production agents.
Growth loop
Scenario-led draft for Open AgentRL, ready for a manual X post.
Open AgentRL: [ICML 2026] RLAnything & DemyAgent: General and scalable agentic RL algorithms across termina... 585 stars https://www.openagentskill.com/skills/gen-verse-open-agentrl?ref=x
Listing + install path for Open AgentRL: https://www.openagentskill.com/skills/gen-verse-open-agentrl?ref=x Install: npx skills add Gen-Verse/Open-AgentRL
Listing source
This listing was indexed from public sources and is not marked official until a maintainer claim is approved.
Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals.
Claim this skillOwner claim
This Community indexed listing is attributed to Gen-Verse 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.
Creator backlink kit
Show the canonical listing, current trust and audit signals, and real Agent-Proven evidence where developers evaluate the repository.
[](https://www.openagentskill.com/skills/gen-verse-open-agentrl?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/gen-verse-open-agentrl?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/gen-verse-open-agentrl/audit)
[](https://www.openagentskill.com/skills/gen-verse-open-agentrl?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)Gen-Verse
@gen-verse
Share whether this skill looks useful for your agent workflow. Aggregated feedback improves rankings over time.
Sandbox only
Firecrawl
The API to search, scrape, and interact with the web at scale. 🔥
139.3K StarsDaytona
Daytona is a Secure and Elastic Infrastructure for Running AI-Generated Code
72.3K StarsPpt Master
AI generates a real, editable PowerPoint from any document — native shapes & animations, speaker notes voiced as audio narration, and the option to follow your own .pptx template, not slide images · by Hugo He
37.2K StarsDeepTutor
DeepTutor: Agent-native, Open-sourced Personalized Tutoring. https://deeptutor.info/.
24.8K StarsSandbox only
Install targets
Codex install prompt
Install the "Open AgentRL" agent skill from https://github.com/Gen-Verse/Open-AgentRL. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: [ICML 2026] RLAnything & DemyAgent: General and scalable agentic RL algorithms across terminal, GUI, SWE, and tool-call settings After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {"event_id":"install_<unique-id>","skill_slug":"gen-verse-open-agentrl","task":"Install Open AgentRL","agent":"codex","outcome":"success","install_used":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.Supply asset profile
Code review, repo analysis, testing, CI, GitHub, DevOps, and developer workflow skills.
Scenario
Coding agents
I need a coding agent that can understand a repository, edit code, and review pull requests.
Agent fit
Claude Code + CLI + Codex
Codex, Claude Code, Cursor, CLI, or custom agents.
Install
Ready
npx skills add Gen-Verse/Open-AgentRL
Maintenance
active
3mo since push
Risk
Safe to try
Quality score needs review
GitHub quality
585
79/100 Quality · 80/100 Trust
Coverage tags
Review notes
Quality score needs review
Agent adoption scorecard
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
StrongSolid option that is likely worth shortlisting for production workflows.
Trust
Sandbox onlyUseful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.
Audit
Safe to tryA machine-readable review of install readiness, security metadata, maintenance, and adoption risk.
OpenAgentSkill Trust Score v5
Run only in a sandbox and compare close alternatives before using it for real work.
Stars
585 GitHub stars
Repo activity
585 stars, 59 forks
Maintenance
3mo since push
License
Apache-2.0
Install
npx skills add Gen-Verse/Open-AgentRL
Agent-readable metadata
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.
Suited tasks
Suited agents
Install decision
Trust and risk
Outcome loop
Install command
npx skills add Gen-Verse/Open-AgentRLDo not use when
Agent safety v2
Usable candidate, but the agent should surface permission and audit notes before installation.
Require human approval before installing into a real workspace.
high
Skill metadata references terminal, CLI, shell, subprocess, or command execution workflows.
medium
Skill likely fetches remote pages, APIs, repositories, or external services.
Agent resolve plan
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 JSON
/api/agent/resolve?task=Use%20Open%20AgentRL%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Resolve text
/api/agent/resolve?task=Use%20Open%20AgentRL%20for%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text
Install handoff
/api/skills/gen-verse-open-agentrl/install
Agent should check
Copy prompt
Task: Use Open AgentRL in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20Open%20AgentRL%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/gen-verse-open-agentrl/install
Install command: npx skills add Gen-Verse/Open-AgentRL
Before running it, summarize audit warnings, required permissions, and the fallback skill if install is risky.Agent handoff
Use the public install endpoint to fetch the command, safety checklist, target prompts, and canonical links for this skill.
Install handoff
/api/skills/gen-verse-open-agentrl/install
LLM text format
/api/skills/gen-verse-open-agentrl/install?format=text
Find alternatives
/api/skills/search?q=Open%20AgentRL&limit=3
Agent prompt
Use Open AgentRL for this task. Review https://www.openagentskill.com/api/skills/gen-verse-open-agentrl/install, then install with: npx skills add Gen-Verse/Open-AgentRLRegistry metadata
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.
Manifest
/api/registry/manifest/gen-verse-open-agentrl
LLM text
/api/registry/manifest/gen-verse-open-agentrl?format=text
Install alias
/api/registry/install/gen-verse-open-agentrl
Recommend
/api/registry/recommend?task=Use%20Open%20AgentRL%20in%20an%20agent%20workflow&limit=3
Agent fit
Coding agents
Use-case tags
Platforms
Python, LLM, Claude Code
Audit report
A machine-readable review of install readiness, security metadata, maintenance, and adoption risk.
Agent decision cockpit
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Role in stack
Primary pick
Primary fit
Coding agents
Trust label
Production-ready
Install path
Command ready
Use when
Evidence
review first
Implementation path
Trust profile
Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.
GitHub adoption
INFO585 GitHub stars
Stars/forks activity
INFO585 stars, 59 forks; issue activity unavailable in current metadata
Recent maintenance
PASS3mo since push
License clarity
PASSApache-2.0
Good signals
Review before install
Recommended action
Run only in a sandbox and compare close alternatives before using it for real work.
Quality profile
Solid option that is likely worth shortlisting for production workflows.
Workflow fit
Build and ship code
I need a coding agent that can understand a repository, edit code, and review pull requests.
Operate local tools
I need my agent to operate local files and desktop apps in a repeatable workflow.
Operate web apps
I need my agent to control a browser, fill forms, and verify web app workflows.
Workflow fit
Inspect, patch, and verify code
A workflow for software agents that inspect repositories, review pull requests, generate tests, and turn findings into shippable patches.
Operate and verify web apps
A workflow for agents that navigate products, fill forms, take screenshots, and verify real user flows across web applications.
Turn skills into distribution
A workflow for turning newly indexed skills into SEO briefs, social drafts, comparison pages, and reusable publishing workflows.
Alternative shortlist
Similar skills that may fit this task.
The API to search, scrape, and interact with the web at scale. 🔥
Daytona is a Secure and Elastic Infrastructure for Running AI-Generated Code
AI generates a real, editable PowerPoint from any document — native shapes & animations, speaker notes voiced as audio narration, and the option to follow your own .pptx template, not slide images · by Hugo He
DeepTutor: Agent-native, Open-sourced Personalized Tutoring. https://deeptutor.info/.
[ICML 2026] RLAnything & DemyAgent: General and scalable agentic RL algorithms across terminal, GUI, SWE, and tool-call settings
Imported by the skill-only GitHub discovery pipeline because it matches agent skill, automation, RAG, or developer-tool signals. Protocol-server projects are excluded from automated imports.
Frameworks & tools
Decision snapshot
585 GitHub stars
Audit
Install and adoption review
Agent-proven evidence
Outcome reports after resolve, review, install, and one narrow run.
No agent outcome data yet. The first agent run can report success, setup needs, risk blocks, failure, or not-relevant through /api/agent/outcome.
Install
Free and open source. Review the report before installing into production agents.
Growth loop
Scenario-led draft for Open AgentRL, ready for a manual X post.
Open AgentRL: [ICML 2026] RLAnything & DemyAgent: General and scalable agentic RL algorithms across termina... 585 stars https://www.openagentskill.com/skills/gen-verse-open-agentrl?ref=x
Listing + install path for Open AgentRL: https://www.openagentskill.com/skills/gen-verse-open-agentrl?ref=x Install: npx skills add Gen-Verse/Open-AgentRL
Listing source
This listing was indexed from public sources and is not marked official until a maintainer claim is approved.
Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals.
Claim this skillOwner claim
This Community indexed listing is attributed to Gen-Verse 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.
Creator backlink kit
Show the canonical listing, current trust and audit signals, and real Agent-Proven evidence where developers evaluate the repository.
[](https://www.openagentskill.com/skills/gen-verse-open-agentrl?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/gen-verse-open-agentrl?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/gen-verse-open-agentrl/audit)
[](https://www.openagentskill.com/skills/gen-verse-open-agentrl?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)Gen-Verse
@gen-verse
Share whether this skill looks useful for your agent workflow. Aggregated feedback improves rankings over time.
Sandbox only
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Install targets
Codex install prompt
Install the "Open AgentRL" agent skill from https://github.com/Gen-Verse/Open-AgentRL. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: [ICML 2026] RLAnything & DemyAgent: General and scalable agentic RL algorithms across terminal, GUI, SWE, and tool-call settings After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {"event_id":"install_<unique-id>","skill_slug":"gen-verse-open-agentrl","task":"Install Open AgentRL","agent":"codex","outcome":"success","install_used":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.Supply asset profile
Code review, repo analysis, testing, CI, GitHub, DevOps, and developer workflow skills.
Scenario
Coding agents
I need a coding agent that can understand a repository, edit code, and review pull requests.
Agent fit
Claude Code + CLI + Codex
Codex, Claude Code, Cursor, CLI, or custom agents.
Install
Ready
npx skills add Gen-Verse/Open-AgentRL
Maintenance
active
3mo since push
Risk
Safe to try
Quality score needs review
GitHub quality
585
79/100 Quality · 80/100 Trust
Coverage tags
Review notes
Quality score needs review
Agent adoption scorecard
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
StrongSolid option that is likely worth shortlisting for production workflows.
Trust
Sandbox onlyUseful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.
Audit
Safe to tryA machine-readable review of install readiness, security metadata, maintenance, and adoption risk.
OpenAgentSkill Trust Score v5
Run only in a sandbox and compare close alternatives before using it for real work.
Stars
585 GitHub stars
Repo activity
585 stars, 59 forks
Maintenance
3mo since push
License
Apache-2.0
Install
npx skills add Gen-Verse/Open-AgentRL
Agent-readable metadata
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.
Suited tasks
Suited agents
Install decision
Trust and risk
Outcome loop
Install command
npx skills add Gen-Verse/Open-AgentRLDo not use when
Agent safety v2
Usable candidate, but the agent should surface permission and audit notes before installation.
Require human approval before installing into a real workspace.
high
Skill metadata references terminal, CLI, shell, subprocess, or command execution workflows.
medium
Skill likely fetches remote pages, APIs, repositories, or external services.
Agent resolve plan
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 JSON
/api/agent/resolve?task=Use%20Open%20AgentRL%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Resolve text
/api/agent/resolve?task=Use%20Open%20AgentRL%20for%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text
Install handoff
/api/skills/gen-verse-open-agentrl/install
Agent should check
Copy prompt
Task: Use Open AgentRL in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20Open%20AgentRL%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/gen-verse-open-agentrl/install
Install command: npx skills add Gen-Verse/Open-AgentRL
Before running it, summarize audit warnings, required permissions, and the fallback skill if install is risky.Agent handoff
Use the public install endpoint to fetch the command, safety checklist, target prompts, and canonical links for this skill.
Install handoff
/api/skills/gen-verse-open-agentrl/install
LLM text format
/api/skills/gen-verse-open-agentrl/install?format=text
Find alternatives
/api/skills/search?q=Open%20AgentRL&limit=3
Agent prompt
Use Open AgentRL for this task. Review https://www.openagentskill.com/api/skills/gen-verse-open-agentrl/install, then install with: npx skills add Gen-Verse/Open-AgentRLRegistry metadata
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.
Manifest
/api/registry/manifest/gen-verse-open-agentrl
LLM text
/api/registry/manifest/gen-verse-open-agentrl?format=text
Install alias
/api/registry/install/gen-verse-open-agentrl
Recommend
/api/registry/recommend?task=Use%20Open%20AgentRL%20in%20an%20agent%20workflow&limit=3
Agent fit
Coding agents
Use-case tags
Platforms
Python, LLM, Claude Code
Audit report
A machine-readable review of install readiness, security metadata, maintenance, and adoption risk.
Agent decision cockpit
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Role in stack
Primary pick
Primary fit
Coding agents
Trust label
Production-ready
Install path
Command ready
Use when
Evidence
review first
Implementation path
Trust profile
Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.
GitHub adoption
INFO585 GitHub stars
Stars/forks activity
INFO585 stars, 59 forks; issue activity unavailable in current metadata
Recent maintenance
PASS3mo since push
License clarity
PASSApache-2.0
Good signals
Review before install
Recommended action
Run only in a sandbox and compare close alternatives before using it for real work.
Quality profile
Solid option that is likely worth shortlisting for production workflows.
Workflow fit
Build and ship code
I need a coding agent that can understand a repository, edit code, and review pull requests.
Operate local tools
I need my agent to operate local files and desktop apps in a repeatable workflow.
Operate web apps
I need my agent to control a browser, fill forms, and verify web app workflows.
Workflow fit
Inspect, patch, and verify code
A workflow for software agents that inspect repositories, review pull requests, generate tests, and turn findings into shippable patches.
Operate and verify web apps
A workflow for agents that navigate products, fill forms, take screenshots, and verify real user flows across web applications.
Turn skills into distribution
A workflow for turning newly indexed skills into SEO briefs, social drafts, comparison pages, and reusable publishing workflows.
Alternative shortlist
Similar skills that may fit this task.
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[ICML 2026] RLAnything & DemyAgent: General and scalable agentic RL algorithms across terminal, GUI, SWE, and tool-call settings
Imported by the skill-only GitHub discovery pipeline because it matches agent skill, automation, RAG, or developer-tool signals. Protocol-server projects are excluded from automated imports.
Frameworks & tools
Decision snapshot
585 GitHub stars
Audit
Install and adoption review
Agent-proven evidence
Outcome reports after resolve, review, install, and one narrow run.
No agent outcome data yet. The first agent run can report success, setup needs, risk blocks, failure, or not-relevant through /api/agent/outcome.
Install
Free and open source. Review the report before installing into production agents.
Growth loop
Scenario-led draft for Open AgentRL, ready for a manual X post.
Open AgentRL: [ICML 2026] RLAnything & DemyAgent: General and scalable agentic RL algorithms across termina... 585 stars https://www.openagentskill.com/skills/gen-verse-open-agentrl?ref=x
Listing + install path for Open AgentRL: https://www.openagentskill.com/skills/gen-verse-open-agentrl?ref=x Install: npx skills add Gen-Verse/Open-AgentRL
Listing source
This listing was indexed from public sources and is not marked official until a maintainer claim is approved.
Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals.
Claim this skillOwner claim
This Community indexed listing is attributed to Gen-Verse 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.
Creator backlink kit
Show the canonical listing, current trust and audit signals, and real Agent-Proven evidence where developers evaluate the repository.
[](https://www.openagentskill.com/skills/gen-verse-open-agentrl?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/gen-verse-open-agentrl?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/gen-verse-open-agentrl/audit)
[](https://www.openagentskill.com/skills/gen-verse-open-agentrl?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)Gen-Verse
@gen-verse
Share whether this skill looks useful for your agent workflow. Aggregated feedback improves rankings over time.
Sandbox only
Firecrawl
The API to search, scrape, and interact with the web at scale. 🔥
139.3K StarsDaytona
Daytona is a Secure and Elastic Infrastructure for Running AI-Generated Code
72.3K StarsPpt Master
AI generates a real, editable PowerPoint from any document — native shapes & animations, speaker notes voiced as audio narration, and the option to follow your own .pptx template, not slide images · by Hugo He
37.2K StarsDeepTutor
DeepTutor: Agent-native, Open-sourced Personalized Tutoring. https://deeptutor.info/.
24.8K Starsstandard package or runtime install path
Permission surface
shell or command execution
Agent outcomes
No agent outcome data yet
Docs
Strong README/SKILL.md context
Risk summary
Install readiness
standard package or runtime install path
Permission surface
shell or command execution
Agent outcomes
No agent outcome data yet
Docs
Strong README/SKILL.md context
Risk summary
Install readiness
standard package or runtime install path
Permission surface
shell or command execution
Agent outcomes
No agent outcome data yet
Docs
Strong README/SKILL.md context
Risk summary
Install readiness
standard package or runtime install path
Permission surface
shell or command execution
Agent outcomes
No agent outcome data yet
Docs
Strong README/SKILL.md context
Risk summary
Install readiness