Creator · raga-ai-hub
Last updated · Sep 1, 2026
Python SDK for Agent AI Observability, Monitoring and Evaluation Framework. Includes features like agent, llm and tools tracing, debugging multi-agentic system, self-hosted dashboard and advanced analytics with timeline and execution graph view
Creator · raga-ai-hub
Last updated · Sep 1, 2026
Python SDK for Agent AI Observability, Monitoring and Evaluation Framework. Includes features like agent, llm and tools tracing, debugging multi-agentic system, self-hosted dashboard and advanced analytics with timeline and execution graph view
Creator · raga-ai-hub
Last updated · Sep 1, 2026
Python SDK for Agent AI Observability, Monitoring and Evaluation Framework. Includes features like agent, llm and tools tracing, debugging multi-agentic system, self-hosted dashboard and advanced analytics with timeline and execution graph view
Creator · raga-ai-hub
Last updated · Sep 1, 2026
Python SDK for Agent AI Observability, Monitoring and Evaluation Framework. Includes features like agent, llm and tools tracing, debugging multi-agentic system, self-hosted dashboard and advanced analytics with timeline and execution graph view
Review then install
Install targets
Codex install prompt
Install the "RagaAI Catalyst" agent skill from https://github.com/raga-ai-hub/RagaAI-Catalyst. 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: Python SDK for Agent AI Observability, Monitoring and Evaluation Framework. Includes features like agent, llm and tools tracing, debugging multi-agentic system, self-hosted dashboard and advanced analytics with timeline and execution graph view 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":"raga-ai-hub-ragaai-catalyst","task":"Install RagaAI Catalyst","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 raga-ai-hub/RagaAI-Catalyst
Maintenance
stable
7mo since push
Risk
Needs review
Financial research output is not financial advice; require human review before any live investment decision
GitHub quality
16K
97/100 Quality · 89/100 Trust
Coverage tags
Review notes
Financial research output is not financial advice; require human review before any live investment decision · Financial research output is not financial advice; require human review before any live investment decision.
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
ExcellentHigh-confidence pick with strong adoption and healthy maintenance signals.
Trust
Review then installGood shortlist signal, but the agent should review audit notes, install policy, and outcome evidence before running it.
Audit
Needs reviewA machine-readable review of install readiness, security metadata, maintenance, and adoption risk.
OpenAgentSkill Trust Score v5
Use as the primary candidate after human or sandbox review.
Stars
16K GitHub stars
Repo activity
16K stars, 3.6K forks
Maintenance
7mo since push
License
Apache-2.0
Install
npx skills add raga-ai-hub/RagaAI-Catalyst
Install safety
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 raga-ai-hub/RagaAI-CatalystDo 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.
medium
Skill likely fetches remote pages, APIs, repositories, or external services.
medium
Skill may read or write project files, documents, generated artifacts, or local workspace state.
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%20RagaAI%20Catalyst%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Resolve text
/api/agent/resolve?task=Use%20RagaAI%20Catalyst%20for%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text
Install handoff
/api/skills/raga-ai-hub-ragaai-catalyst/install
Agent should check
Copy prompt
Task: Use RagaAI Catalyst in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20RagaAI%20Catalyst%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/raga-ai-hub-ragaai-catalyst/install
Install command: npx skills add raga-ai-hub/RagaAI-Catalyst
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/raga-ai-hub-ragaai-catalyst/install
LLM text format
/api/skills/raga-ai-hub-ragaai-catalyst/install?format=text
Find alternatives
/api/skills/search?q=RagaAI%20Catalyst&limit=3
Agent prompt
Use RagaAI Catalyst for this task. Review https://www.openagentskill.com/api/skills/raga-ai-hub-ragaai-catalyst/install, then install with: npx skills add raga-ai-hub/RagaAI-CatalystRegistry 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/raga-ai-hub-ragaai-catalyst
LLM text
/api/registry/manifest/raga-ai-hub-ragaai-catalyst?format=text
Install alias
/api/registry/install/raga-ai-hub-ragaai-catalyst
Recommend
/api/registry/recommend?task=Use%20RagaAI%20Catalyst%20in%20an%20agent%20workflow&limit=3
Agent fit
Coding agents
Use-case tags
Platforms
Python, LLMOps, 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
Good shortlist signal, but the agent should review audit notes, install policy, and outcome evidence before running it.
GitHub adoption
PASS16K GitHub stars
Stars/forks activity
PASS16K stars, 3.6K forks; issue activity unavailable in current metadata
Recent maintenance
INFO7mo since push
License clarity
PASSApache-2.0
Good signals
Review before install
Recommended action
Use as the primary candidate after human or sandbox review.
Quality profile
High-confidence pick with strong adoption and healthy maintenance signals.
Workflow fit
Build and ship code
I need a coding agent that can understand a repository, edit code, and review pull requests.
Manage repositories
I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.
Search private knowledge
I need my agent to build a RAG workflow over documents and retrieve reliable context.
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.
Turn skills into distribution
A workflow for turning newly indexed skills into SEO briefs, social drafts, comparison pages, and reusable publishing workflows.
Ingest, retrieve, and cite
A workflow for document-heavy agents that ingest files, create searchable knowledge, retrieve relevant context, and answer with grounded sources.
Alternative shortlist
Similar skills that may fit this task.
🪨 why use many token when few token do trick — Claude Code skill that cuts 65% of tokens by talking like caveman
A tool that converts codebases, SQL schemas, and other files into queryable knowledge graphs for AI coding assistants.
Pre-indexed code knowledge graph for Claude Code, Codex, Gemini, Cursor, OpenCode, AntiGravity, Kiro, and Hermes Agent — fewer tokens, fewer tool calls, 100% local
Reverse Engineering / Authorized Penetration Testing / Security Research Skill Router Pack AI-powered routing + On-demand toolchain bootstrapping + Self-evolving knowledge base Supports Claude Code, Kiro, Cursor, Cline, and other AI coding clients 逆向/渗透/安全技能路由包 - AI 自动路由 + 按需自举工具链 + 自动进化经验库 | 支持 Claude Code / Kiro / Cursor / Cline 等代码 AI 客户端
Python SDK for Agent AI Observability, Monitoring and Evaluation Framework. Includes features like agent, llm and tools tracing, debugging multi-agentic system, self-hosted dashboard and advanced analytics with timeline and execution graph view
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.
Frameworks & tools
Decision snapshot
16,146 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 RagaAI Catalyst, ready for a manual X post.
A practical pick for a web workflow: RagaAI Catalyst: Python SDK for Agent AI Observability, Monitoring and Evaluation Framework. Includes features like agent, llm and tools tra... 16.1K stars https://www.openagentskill.com/skills/raga-ai-hub-ragaai-catalyst?ref=x
Listing + install path for RagaAI Catalyst: https://www.openagentskill.com/skills/raga-ai-hub-ragaai-catalyst?ref=x Install: npx skills add raga-ai-hub/RagaAI-Catalyst
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 raga-ai-hub 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/raga-ai-hub-ragaai-catalyst?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/raga-ai-hub-ragaai-catalyst?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/raga-ai-hub-ragaai-catalyst/audit)
[](https://www.openagentskill.com/skills/raga-ai-hub-ragaai-catalyst?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)raga-ai-hub✓
@raga-ai-hub
Share whether this skill looks useful for your agent workflow. Aggregated feedback improves rankings over time.
Review then install
Caveman
🪨 why use many token when few token do trick — Claude Code skill that cuts 65% of tokens by talking like caveman
97.4K StarsGraphify
A tool that converts codebases, SQL schemas, and other files into queryable knowledge graphs for AI coding assistants.
92.0K StarsCodegraph
Pre-indexed code knowledge graph for Claude Code, Codex, Gemini, Cursor, OpenCode, AntiGravity, Kiro, and Hermes Agent — fewer tokens, fewer tool calls, 100% local
54.2K StarsReverse Skill
Reverse Engineering / Authorized Penetration Testing / Security Research Skill Router Pack AI-powered routing + On-demand toolchain bootstrapping + Self-evolving knowledge base Supports Claude Code, Kiro, Cursor, Cline, and other AI coding clients 逆向/渗透/安全技能路由包 - AI 自动路由 + 按需自举工具链 + 自动进化经验库 | 支持 Claude Code / Kiro / Cursor / Cline 等代码 AI 客户端
25.6K StarsReview then install
Install targets
Codex install prompt
Install the "RagaAI Catalyst" agent skill from https://github.com/raga-ai-hub/RagaAI-Catalyst. 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: Python SDK for Agent AI Observability, Monitoring and Evaluation Framework. Includes features like agent, llm and tools tracing, debugging multi-agentic system, self-hosted dashboard and advanced analytics with timeline and execution graph view 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":"raga-ai-hub-ragaai-catalyst","task":"Install RagaAI Catalyst","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 raga-ai-hub/RagaAI-Catalyst
Maintenance
stable
7mo since push
Risk
Needs review
Financial research output is not financial advice; require human review before any live investment decision
GitHub quality
16K
97/100 Quality · 89/100 Trust
Coverage tags
Review notes
Financial research output is not financial advice; require human review before any live investment decision · Financial research output is not financial advice; require human review before any live investment decision.
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
ExcellentHigh-confidence pick with strong adoption and healthy maintenance signals.
Trust
Review then installGood shortlist signal, but the agent should review audit notes, install policy, and outcome evidence before running it.
Audit
Needs reviewA machine-readable review of install readiness, security metadata, maintenance, and adoption risk.
OpenAgentSkill Trust Score v5
Use as the primary candidate after human or sandbox review.
Stars
16K GitHub stars
Repo activity
16K stars, 3.6K forks
Maintenance
7mo since push
License
Apache-2.0
Install
npx skills add raga-ai-hub/RagaAI-Catalyst
Install safety
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 raga-ai-hub/RagaAI-CatalystDo 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.
medium
Skill likely fetches remote pages, APIs, repositories, or external services.
medium
Skill may read or write project files, documents, generated artifacts, or local workspace state.
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%20RagaAI%20Catalyst%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Resolve text
/api/agent/resolve?task=Use%20RagaAI%20Catalyst%20for%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text
Install handoff
/api/skills/raga-ai-hub-ragaai-catalyst/install
Agent should check
Copy prompt
Task: Use RagaAI Catalyst in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20RagaAI%20Catalyst%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/raga-ai-hub-ragaai-catalyst/install
Install command: npx skills add raga-ai-hub/RagaAI-Catalyst
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/raga-ai-hub-ragaai-catalyst/install
LLM text format
/api/skills/raga-ai-hub-ragaai-catalyst/install?format=text
Find alternatives
/api/skills/search?q=RagaAI%20Catalyst&limit=3
Agent prompt
Use RagaAI Catalyst for this task. Review https://www.openagentskill.com/api/skills/raga-ai-hub-ragaai-catalyst/install, then install with: npx skills add raga-ai-hub/RagaAI-CatalystRegistry 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/raga-ai-hub-ragaai-catalyst
LLM text
/api/registry/manifest/raga-ai-hub-ragaai-catalyst?format=text
Install alias
/api/registry/install/raga-ai-hub-ragaai-catalyst
Recommend
/api/registry/recommend?task=Use%20RagaAI%20Catalyst%20in%20an%20agent%20workflow&limit=3
Agent fit
Coding agents
Use-case tags
Platforms
Python, LLMOps, 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
Good shortlist signal, but the agent should review audit notes, install policy, and outcome evidence before running it.
GitHub adoption
PASS16K GitHub stars
Stars/forks activity
PASS16K stars, 3.6K forks; issue activity unavailable in current metadata
Recent maintenance
INFO7mo since push
License clarity
PASSApache-2.0
Good signals
Review before install
Recommended action
Use as the primary candidate after human or sandbox review.
Quality profile
High-confidence pick with strong adoption and healthy maintenance signals.
Workflow fit
Build and ship code
I need a coding agent that can understand a repository, edit code, and review pull requests.
Manage repositories
I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.
Search private knowledge
I need my agent to build a RAG workflow over documents and retrieve reliable context.
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.
Turn skills into distribution
A workflow for turning newly indexed skills into SEO briefs, social drafts, comparison pages, and reusable publishing workflows.
Ingest, retrieve, and cite
A workflow for document-heavy agents that ingest files, create searchable knowledge, retrieve relevant context, and answer with grounded sources.
Alternative shortlist
Similar skills that may fit this task.
🪨 why use many token when few token do trick — Claude Code skill that cuts 65% of tokens by talking like caveman
A tool that converts codebases, SQL schemas, and other files into queryable knowledge graphs for AI coding assistants.
Pre-indexed code knowledge graph for Claude Code, Codex, Gemini, Cursor, OpenCode, AntiGravity, Kiro, and Hermes Agent — fewer tokens, fewer tool calls, 100% local
Reverse Engineering / Authorized Penetration Testing / Security Research Skill Router Pack AI-powered routing + On-demand toolchain bootstrapping + Self-evolving knowledge base Supports Claude Code, Kiro, Cursor, Cline, and other AI coding clients 逆向/渗透/安全技能路由包 - AI 自动路由 + 按需自举工具链 + 自动进化经验库 | 支持 Claude Code / Kiro / Cursor / Cline 等代码 AI 客户端
Python SDK for Agent AI Observability, Monitoring and Evaluation Framework. Includes features like agent, llm and tools tracing, debugging multi-agentic system, self-hosted dashboard and advanced analytics with timeline and execution graph view
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.
Frameworks & tools
Decision snapshot
16,146 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 RagaAI Catalyst, ready for a manual X post.
A practical pick for a web workflow: RagaAI Catalyst: Python SDK for Agent AI Observability, Monitoring and Evaluation Framework. Includes features like agent, llm and tools tra... 16.1K stars https://www.openagentskill.com/skills/raga-ai-hub-ragaai-catalyst?ref=x
Listing + install path for RagaAI Catalyst: https://www.openagentskill.com/skills/raga-ai-hub-ragaai-catalyst?ref=x Install: npx skills add raga-ai-hub/RagaAI-Catalyst
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 raga-ai-hub 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/raga-ai-hub-ragaai-catalyst?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/raga-ai-hub-ragaai-catalyst?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/raga-ai-hub-ragaai-catalyst/audit)
[](https://www.openagentskill.com/skills/raga-ai-hub-ragaai-catalyst?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)raga-ai-hub✓
@raga-ai-hub
Share whether this skill looks useful for your agent workflow. Aggregated feedback improves rankings over time.
Review then install
Caveman
🪨 why use many token when few token do trick — Claude Code skill that cuts 65% of tokens by talking like caveman
97.4K StarsGraphify
A tool that converts codebases, SQL schemas, and other files into queryable knowledge graphs for AI coding assistants.
92.0K StarsCodegraph
Pre-indexed code knowledge graph for Claude Code, Codex, Gemini, Cursor, OpenCode, AntiGravity, Kiro, and Hermes Agent — fewer tokens, fewer tool calls, 100% local
54.2K StarsReverse Skill
Reverse Engineering / Authorized Penetration Testing / Security Research Skill Router Pack AI-powered routing + On-demand toolchain bootstrapping + Self-evolving knowledge base Supports Claude Code, Kiro, Cursor, Cline, and other AI coding clients 逆向/渗透/安全技能路由包 - AI 自动路由 + 按需自举工具链 + 自动进化经验库 | 支持 Claude Code / Kiro / Cursor / Cline 等代码 AI 客户端
25.6K StarsReview then install
Install targets
Codex install prompt
Install the "RagaAI Catalyst" agent skill from https://github.com/raga-ai-hub/RagaAI-Catalyst. 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: Python SDK for Agent AI Observability, Monitoring and Evaluation Framework. Includes features like agent, llm and tools tracing, debugging multi-agentic system, self-hosted dashboard and advanced analytics with timeline and execution graph view 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":"raga-ai-hub-ragaai-catalyst","task":"Install RagaAI Catalyst","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 raga-ai-hub/RagaAI-Catalyst
Maintenance
stable
7mo since push
Risk
Needs review
Financial research output is not financial advice; require human review before any live investment decision
GitHub quality
16K
97/100 Quality · 89/100 Trust
Coverage tags
Review notes
Financial research output is not financial advice; require human review before any live investment decision · Financial research output is not financial advice; require human review before any live investment decision.
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
ExcellentHigh-confidence pick with strong adoption and healthy maintenance signals.
Trust
Review then installGood shortlist signal, but the agent should review audit notes, install policy, and outcome evidence before running it.
Audit
Needs reviewA machine-readable review of install readiness, security metadata, maintenance, and adoption risk.
OpenAgentSkill Trust Score v5
Use as the primary candidate after human or sandbox review.
Stars
16K GitHub stars
Repo activity
16K stars, 3.6K forks
Maintenance
7mo since push
License
Apache-2.0
Install
npx skills add raga-ai-hub/RagaAI-Catalyst
Install safety
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 raga-ai-hub/RagaAI-CatalystDo 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.
medium
Skill likely fetches remote pages, APIs, repositories, or external services.
medium
Skill may read or write project files, documents, generated artifacts, or local workspace state.
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%20RagaAI%20Catalyst%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Resolve text
/api/agent/resolve?task=Use%20RagaAI%20Catalyst%20for%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text
Install handoff
/api/skills/raga-ai-hub-ragaai-catalyst/install
Agent should check
Copy prompt
Task: Use RagaAI Catalyst in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20RagaAI%20Catalyst%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/raga-ai-hub-ragaai-catalyst/install
Install command: npx skills add raga-ai-hub/RagaAI-Catalyst
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/raga-ai-hub-ragaai-catalyst/install
LLM text format
/api/skills/raga-ai-hub-ragaai-catalyst/install?format=text
Find alternatives
/api/skills/search?q=RagaAI%20Catalyst&limit=3
Agent prompt
Use RagaAI Catalyst for this task. Review https://www.openagentskill.com/api/skills/raga-ai-hub-ragaai-catalyst/install, then install with: npx skills add raga-ai-hub/RagaAI-CatalystRegistry 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/raga-ai-hub-ragaai-catalyst
LLM text
/api/registry/manifest/raga-ai-hub-ragaai-catalyst?format=text
Install alias
/api/registry/install/raga-ai-hub-ragaai-catalyst
Recommend
/api/registry/recommend?task=Use%20RagaAI%20Catalyst%20in%20an%20agent%20workflow&limit=3
Agent fit
Coding agents
Use-case tags
Platforms
Python, LLMOps, 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
Good shortlist signal, but the agent should review audit notes, install policy, and outcome evidence before running it.
GitHub adoption
PASS16K GitHub stars
Stars/forks activity
PASS16K stars, 3.6K forks; issue activity unavailable in current metadata
Recent maintenance
INFO7mo since push
License clarity
PASSApache-2.0
Good signals
Review before install
Recommended action
Use as the primary candidate after human or sandbox review.
Quality profile
High-confidence pick with strong adoption and healthy maintenance signals.
Workflow fit
Build and ship code
I need a coding agent that can understand a repository, edit code, and review pull requests.
Manage repositories
I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.
Search private knowledge
I need my agent to build a RAG workflow over documents and retrieve reliable context.
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.
Turn skills into distribution
A workflow for turning newly indexed skills into SEO briefs, social drafts, comparison pages, and reusable publishing workflows.
Ingest, retrieve, and cite
A workflow for document-heavy agents that ingest files, create searchable knowledge, retrieve relevant context, and answer with grounded sources.
Alternative shortlist
Similar skills that may fit this task.
🪨 why use many token when few token do trick — Claude Code skill that cuts 65% of tokens by talking like caveman
A tool that converts codebases, SQL schemas, and other files into queryable knowledge graphs for AI coding assistants.
Pre-indexed code knowledge graph for Claude Code, Codex, Gemini, Cursor, OpenCode, AntiGravity, Kiro, and Hermes Agent — fewer tokens, fewer tool calls, 100% local
Reverse Engineering / Authorized Penetration Testing / Security Research Skill Router Pack AI-powered routing + On-demand toolchain bootstrapping + Self-evolving knowledge base Supports Claude Code, Kiro, Cursor, Cline, and other AI coding clients 逆向/渗透/安全技能路由包 - AI 自动路由 + 按需自举工具链 + 自动进化经验库 | 支持 Claude Code / Kiro / Cursor / Cline 等代码 AI 客户端
Python SDK for Agent AI Observability, Monitoring and Evaluation Framework. Includes features like agent, llm and tools tracing, debugging multi-agentic system, self-hosted dashboard and advanced analytics with timeline and execution graph view
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.
Frameworks & tools
Decision snapshot
16,146 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 RagaAI Catalyst, ready for a manual X post.
A practical pick for a web workflow: RagaAI Catalyst: Python SDK for Agent AI Observability, Monitoring and Evaluation Framework. Includes features like agent, llm and tools tra... 16.1K stars https://www.openagentskill.com/skills/raga-ai-hub-ragaai-catalyst?ref=x
Listing + install path for RagaAI Catalyst: https://www.openagentskill.com/skills/raga-ai-hub-ragaai-catalyst?ref=x Install: npx skills add raga-ai-hub/RagaAI-Catalyst
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 raga-ai-hub 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/raga-ai-hub-ragaai-catalyst?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/raga-ai-hub-ragaai-catalyst?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/raga-ai-hub-ragaai-catalyst/audit)
[](https://www.openagentskill.com/skills/raga-ai-hub-ragaai-catalyst?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)raga-ai-hub✓
@raga-ai-hub
Share whether this skill looks useful for your agent workflow. Aggregated feedback improves rankings over time.
Review then install
Caveman
🪨 why use many token when few token do trick — Claude Code skill that cuts 65% of tokens by talking like caveman
97.4K StarsGraphify
A tool that converts codebases, SQL schemas, and other files into queryable knowledge graphs for AI coding assistants.
92.0K StarsCodegraph
Pre-indexed code knowledge graph for Claude Code, Codex, Gemini, Cursor, OpenCode, AntiGravity, Kiro, and Hermes Agent — fewer tokens, fewer tool calls, 100% local
54.2K StarsReverse Skill
Reverse Engineering / Authorized Penetration Testing / Security Research Skill Router Pack AI-powered routing + On-demand toolchain bootstrapping + Self-evolving knowledge base Supports Claude Code, Kiro, Cursor, Cline, and other AI coding clients 逆向/渗透/安全技能路由包 - AI 自动路由 + 按需自举工具链 + 自动进化经验库 | 支持 Claude Code / Kiro / Cursor / Cline 等代码 AI 客户端
25.6K StarsReview then install
Install targets
Codex install prompt
Install the "RagaAI Catalyst" agent skill from https://github.com/raga-ai-hub/RagaAI-Catalyst. 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: Python SDK for Agent AI Observability, Monitoring and Evaluation Framework. Includes features like agent, llm and tools tracing, debugging multi-agentic system, self-hosted dashboard and advanced analytics with timeline and execution graph view 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":"raga-ai-hub-ragaai-catalyst","task":"Install RagaAI Catalyst","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 raga-ai-hub/RagaAI-Catalyst
Maintenance
stable
7mo since push
Risk
Needs review
Financial research output is not financial advice; require human review before any live investment decision
GitHub quality
16K
97/100 Quality · 89/100 Trust
Coverage tags
Review notes
Financial research output is not financial advice; require human review before any live investment decision · Financial research output is not financial advice; require human review before any live investment decision.
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
ExcellentHigh-confidence pick with strong adoption and healthy maintenance signals.
Trust
Review then installGood shortlist signal, but the agent should review audit notes, install policy, and outcome evidence before running it.
Audit
Needs reviewA machine-readable review of install readiness, security metadata, maintenance, and adoption risk.
OpenAgentSkill Trust Score v5
Use as the primary candidate after human or sandbox review.
Stars
16K GitHub stars
Repo activity
16K stars, 3.6K forks
Maintenance
7mo since push
License
Apache-2.0
Install
npx skills add raga-ai-hub/RagaAI-Catalyst
Install safety
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 raga-ai-hub/RagaAI-CatalystDo 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.
medium
Skill likely fetches remote pages, APIs, repositories, or external services.
medium
Skill may read or write project files, documents, generated artifacts, or local workspace state.
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%20RagaAI%20Catalyst%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Resolve text
/api/agent/resolve?task=Use%20RagaAI%20Catalyst%20for%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text
Install handoff
/api/skills/raga-ai-hub-ragaai-catalyst/install
Agent should check
Copy prompt
Task: Use RagaAI Catalyst in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20RagaAI%20Catalyst%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/raga-ai-hub-ragaai-catalyst/install
Install command: npx skills add raga-ai-hub/RagaAI-Catalyst
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/raga-ai-hub-ragaai-catalyst/install
LLM text format
/api/skills/raga-ai-hub-ragaai-catalyst/install?format=text
Find alternatives
/api/skills/search?q=RagaAI%20Catalyst&limit=3
Agent prompt
Use RagaAI Catalyst for this task. Review https://www.openagentskill.com/api/skills/raga-ai-hub-ragaai-catalyst/install, then install with: npx skills add raga-ai-hub/RagaAI-CatalystRegistry 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/raga-ai-hub-ragaai-catalyst
LLM text
/api/registry/manifest/raga-ai-hub-ragaai-catalyst?format=text
Install alias
/api/registry/install/raga-ai-hub-ragaai-catalyst
Recommend
/api/registry/recommend?task=Use%20RagaAI%20Catalyst%20in%20an%20agent%20workflow&limit=3
Agent fit
Coding agents
Use-case tags
Platforms
Python, LLMOps, 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
Good shortlist signal, but the agent should review audit notes, install policy, and outcome evidence before running it.
GitHub adoption
PASS16K GitHub stars
Stars/forks activity
PASS16K stars, 3.6K forks; issue activity unavailable in current metadata
Recent maintenance
INFO7mo since push
License clarity
PASSApache-2.0
Good signals
Review before install
Recommended action
Use as the primary candidate after human or sandbox review.
Quality profile
High-confidence pick with strong adoption and healthy maintenance signals.
Workflow fit
Build and ship code
I need a coding agent that can understand a repository, edit code, and review pull requests.
Manage repositories
I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.
Search private knowledge
I need my agent to build a RAG workflow over documents and retrieve reliable context.
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.
Turn skills into distribution
A workflow for turning newly indexed skills into SEO briefs, social drafts, comparison pages, and reusable publishing workflows.
Ingest, retrieve, and cite
A workflow for document-heavy agents that ingest files, create searchable knowledge, retrieve relevant context, and answer with grounded sources.
Alternative shortlist
Similar skills that may fit this task.
🪨 why use many token when few token do trick — Claude Code skill that cuts 65% of tokens by talking like caveman
A tool that converts codebases, SQL schemas, and other files into queryable knowledge graphs for AI coding assistants.
Pre-indexed code knowledge graph for Claude Code, Codex, Gemini, Cursor, OpenCode, AntiGravity, Kiro, and Hermes Agent — fewer tokens, fewer tool calls, 100% local
Reverse Engineering / Authorized Penetration Testing / Security Research Skill Router Pack AI-powered routing + On-demand toolchain bootstrapping + Self-evolving knowledge base Supports Claude Code, Kiro, Cursor, Cline, and other AI coding clients 逆向/渗透/安全技能路由包 - AI 自动路由 + 按需自举工具链 + 自动进化经验库 | 支持 Claude Code / Kiro / Cursor / Cline 等代码 AI 客户端
Python SDK for Agent AI Observability, Monitoring and Evaluation Framework. Includes features like agent, llm and tools tracing, debugging multi-agentic system, self-hosted dashboard and advanced analytics with timeline and execution graph view
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.
Frameworks & tools
Decision snapshot
16,146 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 RagaAI Catalyst, ready for a manual X post.
A practical pick for a web workflow: RagaAI Catalyst: Python SDK for Agent AI Observability, Monitoring and Evaluation Framework. Includes features like agent, llm and tools tra... 16.1K stars https://www.openagentskill.com/skills/raga-ai-hub-ragaai-catalyst?ref=x
Listing + install path for RagaAI Catalyst: https://www.openagentskill.com/skills/raga-ai-hub-ragaai-catalyst?ref=x Install: npx skills add raga-ai-hub/RagaAI-Catalyst
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 raga-ai-hub 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/raga-ai-hub-ragaai-catalyst?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/raga-ai-hub-ragaai-catalyst?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/raga-ai-hub-ragaai-catalyst/audit)
[](https://www.openagentskill.com/skills/raga-ai-hub-ragaai-catalyst?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)raga-ai-hub✓
@raga-ai-hub
Share whether this skill looks useful for your agent workflow. Aggregated feedback improves rankings over time.
Review then install
Caveman
🪨 why use many token when few token do trick — Claude Code skill that cuts 65% of tokens by talking like caveman
97.4K StarsGraphify
A tool that converts codebases, SQL schemas, and other files into queryable knowledge graphs for AI coding assistants.
92.0K StarsCodegraph
Pre-indexed code knowledge graph for Claude Code, Codex, Gemini, Cursor, OpenCode, AntiGravity, Kiro, and Hermes Agent — fewer tokens, fewer tool calls, 100% local
54.2K StarsReverse Skill
Reverse Engineering / Authorized Penetration Testing / Security Research Skill Router Pack AI-powered routing + On-demand toolchain bootstrapping + Self-evolving knowledge base Supports Claude Code, Kiro, Cursor, Cline, and other AI coding clients 逆向/渗透/安全技能路由包 - AI 自动路由 + 按需自举工具链 + 自动进化经验库 | 支持 Claude Code / Kiro / Cursor / Cline 等代码 AI 客户端
25.6K Starsstandard package or runtime install path
Permission surface
filesystem or document access
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
filesystem or document access
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
filesystem or document access
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
filesystem or document access
Agent outcomes
No agent outcome data yet
Docs
Strong README/SKILL.md context
Risk summary
Install readiness