{"task":"Use Alpha Vantage in an agent workflow","recommendations":[{"rank":1,"skill":"Alpha Vantage","slug":"romeltorres-alpha-vantage","description":"A python wrapper for Alpha Vantage API for financial data.","confidence":"1.00","match_label":"Strong task match","install":"npx skills add RomelTorres/alpha_vantage","repository":"https://github.com/RomelTorres/alpha_vantage","stats":{"stars":4823,"downloads":0,"rating":0,"quality_score":67.48},"quality":{"score":100,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"4.8K","tone":"positive"},{"label":"Freshness","value":"4d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"MIT","tone":"neutral"}],"warnings":[]},"trust":{"score":100,"tier":"production","label":"Production candidate","summary":"Strong trust signals across adoption, maintenance, install readiness, and review status.","recommendedAction":"Shortlist for production use, then run a normal repository and dependency review.","checks":[{"status":"pass","label":"Ownership","detail":"Listing manually verified"},{"status":"pass","label":"Install path","detail":"npx skills add RomelTorres/alpha_vantage"},{"status":"pass","label":"Repository","detail":"https://github.com/RomelTorres/alpha_vantage"},{"status":"pass","label":"License","detail":"MIT"},{"status":"pass","label":"Maintenance","detail":"4d since push"},{"status":"pass","label":"AI review","detail":"Approved with no listed issues"},{"status":"pass","label":"Adoption","detail":"4.8K GitHub stars"},{"status":"pass","label":"Documentation","detail":"Usable description available"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"}],"strengths":["Manually verified listing","AI review approved","Recently maintained repository","Meaningful GitHub adoption signal"],"warnings":[]},"audit":{"audit_score":97,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":[]},"install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx skills add RomelTorres/alpha_vantage","description":"Use the registry command when your workflow supports the OpenAgentSkill installer.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"Alpha Vantage\" agent skill from https://github.com/RomelTorres/alpha_vantage. 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: A python wrapper for Alpha Vantage API for financial data.","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"Alpha Vantage\" as a Claude Code skill from https://github.com/RomelTorres/alpha_vantage. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: A python wrapper for Alpha Vantage API for financial data.","description":"Use this prompt to ask Claude Code to add the skill and explain the local activation steps.","copyLabel":"Copy prompt"},{"id":"cursor","label":"Cursor","title":"Cursor rule prompt","kind":"agent-prompt","value":"Turn \"Alpha Vantage\" from https://github.com/RomelTorres/alpha_vantage into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: A python wrapper for Alpha Vantage API for financial data.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"urls":{"web":"https://www.openagentskill.com/skills/romeltorres-alpha-vantage","api":"https://www.openagentskill.com/api/agent/skills/romeltorres-alpha-vantage","install_api":"https://www.openagentskill.com/api/skills/romeltorres-alpha-vantage/install","audit":"https://www.openagentskill.com/skills/romeltorres-alpha-vantage/audit","repository":"https://github.com/RomelTorres/alpha_vantage"},"decision":{"readiness_score":100,"readiness_label":"Production-ready","headline":"Primary pick for Finance and quant","role":"Primary pick","adoption_stage":"Adopt","primary_fit":"Finance and quant","best_for":["Finance and quant workflows","Claude Code teams","teams that value GitHub adoption signals"],"risks":["No OpenAgentSkill engagement data yet"],"proof_points":["4,823 GitHub stars","recent repository activity","install command or GitHub repo available","100/100 quality profile"],"next_steps":["Install it in a sandbox agent and run one Finance and quant task end to end.","Compare output quality, latency, and failure behavior against at least one alternative.","Promote it into production only after reviewing repository permissions, license, and maintenance signals."]},"use_cases":[{"slug":"finance-quant","title":"Finance and quant","url":"https://www.openagentskill.com/use-cases/finance-quant"},{"slug":"github-automation","title":"GitHub automation","url":"https://www.openagentskill.com/use-cases/github-automation"}],"recommendation_reasons":["Matches task terms: use, alpha, vantage, agent","Useful GitHub adoption: 4,823 stars","Install handoff is available","Repository freshness signal is available","Registry match score 290"],"reasoning":"Strong task match. Evidence: verified author, 67 quality score. A python wrapper for Alpha Vantage API for financial data."},{"rank":2,"skill":"Rqalpha","slug":"ricequant-rqalpha","description":"A extendable, replaceable Python algorithmic backtest && trading framework supporting multiple securities","confidence":"1.00","match_label":"Strong task match","install":"npx skills add ricequant/rqalpha","repository":"https://github.com/ricequant/rqalpha","stats":{"stars":6468,"downloads":0,"rating":0,"quality_score":68.38},"quality":{"score":100,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"6.5K","tone":"positive"},{"label":"Freshness","value":"Today","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"Unknown","tone":"neutral"}],"warnings":[]},"trust":{"score":100,"tier":"production","label":"Production candidate","summary":"Strong trust signals across adoption, maintenance, install readiness, and review status.","recommendedAction":"Shortlist for production use, then run a normal repository and dependency review.","checks":[{"status":"pass","label":"Ownership","detail":"Listing manually verified"},{"status":"pass","label":"Install path","detail":"npx skills add ricequant/rqalpha"},{"status":"pass","label":"Repository","detail":"https://github.com/ricequant/rqalpha"},{"status":"warn","label":"License","detail":"Unknown"},{"status":"pass","label":"Maintenance","detail":"Pushed today"},{"status":"pass","label":"AI review","detail":"Approved with no listed issues"},{"status":"pass","label":"Adoption","detail":"6.5K GitHub stars"},{"status":"pass","label":"Documentation","detail":"Usable description available"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"}],"strengths":["Manually verified listing","AI review approved","Recently maintained repository","Large GitHub adoption signal"],"warnings":["License is unclear"]},"audit":{"audit_score":95,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":["License is unclear"]},"install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx skills add ricequant/rqalpha","description":"Use the registry command when your workflow supports the OpenAgentSkill installer.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"Rqalpha\" agent skill from https://github.com/ricequant/rqalpha. 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: A extendable, replaceable Python algorithmic backtest && trading framework supporting multiple securities","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"Rqalpha\" as a Claude Code skill from https://github.com/ricequant/rqalpha. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: A extendable, replaceable Python algorithmic backtest && trading framework supporting multiple securities","description":"Use this prompt to ask Claude Code to add the skill and explain the local activation steps.","copyLabel":"Copy prompt"},{"id":"cursor","label":"Cursor","title":"Cursor rule prompt","kind":"agent-prompt","value":"Turn \"Rqalpha\" from https://github.com/ricequant/rqalpha into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: A extendable, replaceable Python algorithmic backtest && trading framework supporting multiple securities","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"urls":{"web":"https://www.openagentskill.com/skills/ricequant-rqalpha","api":"https://www.openagentskill.com/api/agent/skills/ricequant-rqalpha","install_api":"https://www.openagentskill.com/api/skills/ricequant-rqalpha/install","audit":"https://www.openagentskill.com/skills/ricequant-rqalpha/audit","repository":"https://github.com/ricequant/rqalpha"},"decision":{"readiness_score":100,"readiness_label":"Production-ready","headline":"Primary pick for Finance and quant","role":"Primary pick","adoption_stage":"Adopt","primary_fit":"Finance and quant","best_for":["Finance and quant workflows","Claude Code teams","teams that value GitHub adoption signals"],"risks":["No OpenAgentSkill engagement data yet"],"proof_points":["6,468 GitHub stars","recent repository activity","install command or GitHub repo available","100/100 quality profile"],"next_steps":["Install it in a sandbox agent and run one Finance and quant task end to end.","Compare output quality, latency, and failure behavior against at least one alternative.","Promote it into production only after reviewing repository permissions, license, and maintenance signals."]},"use_cases":[{"slug":"finance-quant","title":"Finance and quant","url":"https://www.openagentskill.com/use-cases/finance-quant"},{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"}],"recommendation_reasons":["Matches task terms: use, alpha, agent, workflow","Useful GitHub adoption: 6,468 stars","Install handoff is available","Repository freshness signal is available","Registry match score 229"],"reasoning":"Strong task match. Evidence: verified author, 68 quality score. A extendable, replaceable Python algorithmic backtest && trading framework supporting multiple securities"},{"rank":3,"skill":"Xalpha","slug":"refraction-ray-xalpha","description":"基金投资管理回测引擎","confidence":"1.00","match_label":"Strong task match","install":"npx skills add refraction-ray/xalpha","repository":"https://github.com/refraction-ray/xalpha","stats":{"stars":2546,"downloads":0,"rating":0,"quality_score":65.54},"quality":{"score":100,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"2.5K","tone":"positive"},{"label":"Freshness","value":"1d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"MIT","tone":"neutral"}],"warnings":[]},"trust":{"score":100,"tier":"production","label":"Production candidate","summary":"Strong trust signals across adoption, maintenance, install readiness, and review status.","recommendedAction":"Shortlist for production use, then run a normal repository and dependency review.","checks":[{"status":"pass","label":"Ownership","detail":"Listing manually verified"},{"status":"pass","label":"Install path","detail":"npx skills add refraction-ray/xalpha"},{"status":"pass","label":"Repository","detail":"https://github.com/refraction-ray/xalpha"},{"status":"pass","label":"License","detail":"MIT"},{"status":"pass","label":"Maintenance","detail":"1d since push"},{"status":"pass","label":"AI review","detail":"Approved with no listed issues"},{"status":"pass","label":"Adoption","detail":"2.5K GitHub stars"},{"status":"warn","label":"Documentation","detail":"Summary is thin"},{"status":"pass","label":"OpenAgentSkill usage","detail":"2 views, 0 install copies"}],"strengths":["Manually verified listing","AI review approved","Recently maintained repository","Meaningful GitHub adoption signal"],"warnings":["Documentation summary is thin"]},"audit":{"audit_score":97,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":["Documentation summary is thin"]},"install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx skills add refraction-ray/xalpha","description":"Use the registry command when your workflow supports the OpenAgentSkill installer.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"Xalpha\" agent skill from https://github.com/refraction-ray/xalpha. 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: 基金投资管理回测引擎","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"Xalpha\" as a Claude Code skill from https://github.com/refraction-ray/xalpha. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: 基金投资管理回测引擎","description":"Use this prompt to ask Claude Code to add the skill and explain the local activation steps.","copyLabel":"Copy prompt"},{"id":"cursor","label":"Cursor","title":"Cursor rule prompt","kind":"agent-prompt","value":"Turn \"Xalpha\" from https://github.com/refraction-ray/xalpha into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: 基金投资管理回测引擎","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"urls":{"web":"https://www.openagentskill.com/skills/refraction-ray-xalpha","api":"https://www.openagentskill.com/api/agent/skills/refraction-ray-xalpha","install_api":"https://www.openagentskill.com/api/skills/refraction-ray-xalpha/install","audit":"https://www.openagentskill.com/skills/refraction-ray-xalpha/audit","repository":"https://github.com/refraction-ray/xalpha"},"decision":{"readiness_score":100,"readiness_label":"Production-ready","headline":"Primary pick for Finance and quant","role":"Primary pick","adoption_stage":"Adopt","primary_fit":"Finance and quant","best_for":["Finance and quant workflows","Claude Code teams","teams that value GitHub adoption signals"],"risks":["No major risk signals from current metadata"],"proof_points":["2,546 GitHub stars","recent repository activity","install command or GitHub repo available","100/100 quality profile","5 OpenAgentSkill engagement events"],"next_steps":["Install it in a sandbox agent and run one Finance and quant task end to end.","Compare output quality, latency, and failure behavior against at least one alternative.","Promote it into production only after reviewing repository permissions, license, and maintenance signals."]},"use_cases":[{"slug":"finance-quant","title":"Finance and quant","url":"https://www.openagentskill.com/use-cases/finance-quant"},{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"}],"recommendation_reasons":["Matches task terms: use, alpha, agent, workflow","Useful GitHub adoption: 2,546 stars","Install handoff is available","Repository freshness signal is available","Registry match score 226"],"reasoning":"Strong task match. Evidence: verified author, 66 quality score. 基金投资管理回测引擎"}],"suggested_composition":{"name":"romeltorres-alpha-vantage-agent-stack","description":"Start with Alpha Vantage, then add Rqalpha + Xalpha only if the workflow needs extra coverage.","skills":["romeltorres-alpha-vantage","ricequant-rqalpha","refraction-ray-xalpha"],"steps":["Prototype the task with Alpha Vantage as the primary skill.","Add the second skill only if the first one leaves a capability gap.","Keep the third skill as a fallback during evaluation instead of installing everything at once."]},"suggested_stacks":[{"slug":"web-data-pipeline","name":"Web data pipeline stack","url":"https://www.openagentskill.com/collections/web-data-pipeline","use_case":"web-scraping"},{"slug":"coding-review-agent","name":"Coding review agent stack","url":"https://www.openagentskill.com/collections/coding-review-agent","use_case":"coding-agents"}],"meta":{"timestamp":"2026-06-12T06:53:01.364Z","api_version":"1.0","total_skills_searched":980,"public_search_endpoint":"https://www.openagentskill.com/api/skills/search","agent_friendly":true}}