{"query":"Best Of Ml Python","filters":{"category":null,"platform":null,"min_stars":0},"total":10,"skills":[{"rank":1,"match_score":226.3,"slug":"lukasmasuch-best-of-ml-python","name":"Best Of Ml Python","description":"🏆 A ranked list of awesome machine learning Python libraries. Updated weekly.","tagline":"🏆 A ranked list of awesome machine learning Python libraries. 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Skill purpose: Python API for JMComic | 提供Python API访问禁漫天堂，同时支持网页端和移动端 | 禁漫天堂GitHub Actions下载器🚀","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/hect0x7/JMComic-Crawler-Python","github_repo":"hect0x7/JMComic-Crawler-Python","version":"1.0.0","license":"MIT","updated_at":"2026-06-12T10:01:14.831516+00:00","canonical_key":"hect0x7/jmcomic-crawler-python","recommendation_reasons":["Matches task terms: python","Useful GitHub adoption: 6,000 stars","Install handoff is available","Repository freshness signal is available","Registry match score 122"],"urls":{"web":"https://www.openagentskill.com/skills/hect0x7-jmcomic-crawler-python","api":"https://www.openagentskill.com/api/agent/skills/hect0x7-jmcomic-crawler-python","install_api":"https://www.openagentskill.com/api/skills/hect0x7-jmcomic-crawler-python/install","audit":"https://www.openagentskill.com/skills/hect0x7-jmcomic-crawler-python/audit","repository":"https://github.com/hect0x7/JMComic-Crawler-Python"}},{"rank":5,"match_score":121.3,"slug":"shinnytech-tqsdk-python","name":"Tqsdk Python","description":"天勤量化开发包, 期货量化, 实时行情/历史数据/实盘交易","tagline":"天勤量化开发包, 期货量化, 实时行情/历史数据/实盘交易","category":"finance","tags":["finance","quant","analysis","diff","futures","program-trading","python","tqsdk","github"],"author":{"name":"shinnytech","verified":true,"url":"https://github.com/shinnytech"},"stats":{"stars":4776,"forks":762,"downloads":0,"rating":0,"review_count":0,"quality_score":67.45},"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":"1d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"Apache-2.0","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 shinnytech/tqsdk-python"},{"status":"pass","label":"Repository","detail":"https://github.com/shinnytech/tqsdk-python"},{"status":"pass","label":"License","detail":"Apache-2.0"},{"status":"pass","label":"Maintenance","detail":"1d since push"},{"status":"pass","label":"AI review","detail":"Approved with no listed issues"},{"status":"pass","label":"Adoption","detail":"4.8K GitHub stars"},{"status":"warn","label":"Documentation","detail":"Summary is thin"},{"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":["Documentation summary is thin"]},"audit":{"audit_score":97,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":["Documentation summary is thin"]},"decision":{"readiness_score":100,"readiness_label":"Production-ready","headline":"Primary pick for Finance and quant","role":"Primary pick","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"],"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."]},"platforms":["Python","Quant","Claude Code"],"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"},{"slug":"rag-knowledge","title":"RAG and knowledge","url":"https://www.openagentskill.com/use-cases/rag-knowledge"},{"slug":"workflow-automation","title":"Workflow automation","url":"https://www.openagentskill.com/use-cases/workflow-automation"}],"install":"npx skills add shinnytech/tqsdk-python","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx skills add shinnytech/tqsdk-python","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 \"Tqsdk Python\" agent skill from https://github.com/shinnytech/tqsdk-python. 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Skill purpose: 天勤量化开发包, 期货量化, 实时行情/历史数据/实盘交易","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 \"Tqsdk Python\" from https://github.com/shinnytech/tqsdk-python 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: 天勤量化开发包, 期货量化, 实时行情/历史数据/实盘交易","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/shinnytech/tqsdk-python","github_repo":"shinnytech/tqsdk-python","version":"1.0.0","license":"Apache-2.0","updated_at":"2026-06-12T02:49:54.140807+00:00","canonical_key":"shinnytech/tqsdk-python","recommendation_reasons":["Matches task terms: python","Useful GitHub adoption: 4,776 stars","Install handoff is available","Repository freshness signal is available","Registry match score 121"],"urls":{"web":"https://www.openagentskill.com/skills/shinnytech-tqsdk-python","api":"https://www.openagentskill.com/api/agent/skills/shinnytech-tqsdk-python","install_api":"https://www.openagentskill.com/api/skills/shinnytech-tqsdk-python/install","audit":"https://www.openagentskill.com/skills/shinnytech-tqsdk-python/audit","repository":"https://github.com/shinnytech/tqsdk-python"}},{"rank":6,"match_score":119.8,"slug":"binance-binance-connector-python","name":"Binance Connector Python","description":"Simple connector to Binance Public API","tagline":"Simple connector to Binance Public API","category":"finance","tags":["finance","trading","binance-api","connector","crypto","library","market-data","python","real-time","github"],"author":{"name":"binance","verified":true,"url":"https://github.com/binance"},"stats":{"stars":2865,"forks":681,"downloads":0,"rating":0,"review_count":0,"quality_score":65.9},"quality":{"score":100,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"2.9K","tone":"positive"},{"label":"Freshness","value":"3d 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 binance/binance-connector-python"},{"status":"pass","label":"Repository","detail":"https://github.com/binance/binance-connector-python"},{"status":"pass","label":"License","detail":"MIT"},{"status":"pass","label":"Maintenance","detail":"3d since push"},{"status":"pass","label":"AI review","detail":"Approved with no listed issues"},{"status":"pass","label":"Adoption","detail":"2.9K 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":[]},"decision":{"readiness_score":100,"readiness_label":"Production-ready","headline":"Primary pick for Finance and quant","role":"Primary pick","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"],"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."]},"platforms":["Python","Trading","Claude Code"],"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"},{"slug":"rag-knowledge","title":"RAG and knowledge","url":"https://www.openagentskill.com/use-cases/rag-knowledge"},{"slug":"workflow-automation","title":"Workflow automation","url":"https://www.openagentskill.com/use-cases/workflow-automation"}],"install":"npx skills add binance/binance-connector-python","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx skills add binance/binance-connector-python","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 \"Binance Connector Python\" agent skill from https://github.com/binance/binance-connector-python. 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Skill purpose: Simple connector to Binance Public API","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 \"Binance Connector Python\" from https://github.com/binance/binance-connector-python 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: Simple connector to Binance Public API","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/binance/binance-connector-python","github_repo":"binance/binance-connector-python","version":"1.0.0","license":"MIT","updated_at":"2026-06-12T02:50:04.394217+00:00","canonical_key":"binance/binance-connector-python","recommendation_reasons":["Matches task terms: python","Useful GitHub adoption: 2,865 stars","Install handoff is available","Repository freshness signal is available","Registry match score 120"],"urls":{"web":"https://www.openagentskill.com/skills/binance-binance-connector-python","api":"https://www.openagentskill.com/api/agent/skills/binance-binance-connector-python","install_api":"https://www.openagentskill.com/api/skills/binance-binance-connector-python/install","audit":"https://www.openagentskill.com/skills/binance-binance-connector-python/audit","repository":"https://github.com/binance/binance-connector-python"}},{"rank":7,"match_score":107.1,"slug":"shanraisshan-claude-code-best-practice","name":"Claude Code Best Practice","description":"from vibe coding to agentic engineering - practice makes claude perfect","tagline":"from vibe coding to agentic engineering - practice makes claude perfect","category":"agent-frameworks","tags":["agents","ai-agents","agentic-ai","agentic-coding","agentic-engineering","agentic-workflow","ai","anthropic","best-practices","boris"],"author":{"name":"shanraisshan","verified":true,"url":"https://github.com/shanraisshan"},"stats":{"stars":57465,"forks":5770,"downloads":0,"rating":0,"review_count":0,"quality_score":76.52},"quality":{"score":100,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"57K","tone":"positive"},{"label":"Freshness","value":"Today","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 shanraisshan/claude-code-best-practice"},{"status":"pass","label":"Repository","detail":"https://github.com/shanraisshan/claude-code-best-practice"},{"status":"pass","label":"License","detail":"MIT"},{"status":"pass","label":"Maintenance","detail":"Pushed today"},{"status":"pass","label":"AI review","detail":"Approved with no listed issues"},{"status":"pass","label":"Adoption","detail":"57K 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":[]},"audit":{"audit_score":97,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":[]},"decision":{"readiness_score":100,"readiness_label":"Production-ready","headline":"Primary pick for Coding agents","role":"Primary pick","primary_fit":"Coding agents","best_for":["Coding agents workflows","Claude Code teams","teams that value GitHub adoption signals"],"risks":["No OpenAgentSkill engagement data yet"],"next_steps":["Install it in a sandbox agent and run one Coding agents 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."]},"platforms":["HTML","AI Agents","Claude Code"],"use_cases":[{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"},{"slug":"workflow-automation","title":"Workflow automation","url":"https://www.openagentskill.com/use-cases/workflow-automation"},{"slug":"sports-analytics","title":"Sports analytics","url":"https://www.openagentskill.com/use-cases/sports-analytics"},{"slug":"github-automation","title":"GitHub automation","url":"https://www.openagentskill.com/use-cases/github-automation"}],"install":"npx skills add shanraisshan/claude-code-best-practice","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx skills add shanraisshan/claude-code-best-practice","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 \"Claude Code Best Practice\" agent skill from https://github.com/shanraisshan/claude-code-best-practice. 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: from vibe coding to agentic engineering - practice makes claude perfect","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 \"Claude Code Best Practice\" as a Claude Code skill from https://github.com/shanraisshan/claude-code-best-practice. 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: from vibe coding to agentic engineering - practice makes claude perfect","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 \"Claude Code Best Practice\" from https://github.com/shanraisshan/claude-code-best-practice 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: from vibe coding to agentic engineering - practice makes claude perfect","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/shanraisshan/claude-code-best-practice","github_repo":"shanraisshan/claude-code-best-practice","version":"1.0.0","license":"MIT","updated_at":"2026-06-12T03:03:24.322186+00:00","canonical_key":"shanraisshan/claude-code-best-practice","recommendation_reasons":["Matches task terms: best","Strong GitHub adoption: 57,465 stars","Quality score 77/100","Install handoff is available","Repository freshness signal is available"],"urls":{"web":"https://www.openagentskill.com/skills/shanraisshan-claude-code-best-practice","api":"https://www.openagentskill.com/api/agent/skills/shanraisshan-claude-code-best-practice","install_api":"https://www.openagentskill.com/api/skills/shanraisshan-claude-code-best-practice/install","audit":"https://www.openagentskill.com/skills/shanraisshan-claude-code-best-practice/audit","repository":"https://github.com/shanraisshan/claude-code-best-practice"}},{"rank":8,"match_score":104.8,"slug":"nesquena-hermes-webui","name":"Hermes Webui","description":"Hermes WebUI: The best way to use Hermes Agent from the web or from your phone!","tagline":"Hermes WebUI: The best way to use Hermes Agent from the web or from your phone!","category":"agent-frameworks","tags":["agents","ai-agents","agent","hermes","hermes-agent","nous-research","python","github"],"author":{"name":"nesquena","verified":true,"url":"https://github.com/nesquena"},"stats":{"stars":14257,"forks":1764,"downloads":0,"rating":0,"review_count":0,"quality_score":72.28},"quality":{"score":100,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"14K","tone":"positive"},{"label":"Freshness","value":"Today","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 nesquena/hermes-webui"},{"status":"pass","label":"Repository","detail":"https://github.com/nesquena/hermes-webui"},{"status":"pass","label":"License","detail":"MIT"},{"status":"pass","label":"Maintenance","detail":"Pushed today"},{"status":"pass","label":"AI review","detail":"Approved with no listed issues"},{"status":"pass","label":"Adoption","detail":"14K 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":[]},"audit":{"audit_score":97,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":[]},"decision":{"readiness_score":100,"readiness_label":"Production-ready","headline":"Primary pick for Coding agents","role":"Primary pick","primary_fit":"Coding agents","best_for":["Coding agents workflows","Claude Code teams","teams that value GitHub adoption signals"],"risks":["No OpenAgentSkill engagement data yet"],"next_steps":["Install it in a sandbox agent and run one Coding agents 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."]},"platforms":["Python","AI Agents","Claude Code"],"use_cases":[{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"},{"slug":"rag-knowledge","title":"RAG and knowledge","url":"https://www.openagentskill.com/use-cases/rag-knowledge"},{"slug":"browser-automation","title":"Browser automation","url":"https://www.openagentskill.com/use-cases/browser-automation"},{"slug":"research-agents","title":"Research agents","url":"https://www.openagentskill.com/use-cases/research-agents"}],"install":"npx skills add nesquena/hermes-webui","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx skills add nesquena/hermes-webui","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 \"Hermes Webui\" agent skill from https://github.com/nesquena/hermes-webui. 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: Hermes WebUI: The best way to use Hermes Agent from the web or from your phone!","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 \"Hermes Webui\" as a Claude Code skill from https://github.com/nesquena/hermes-webui. 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: Hermes WebUI: The best way to use Hermes Agent from the web or from your phone!","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 \"Hermes Webui\" from https://github.com/nesquena/hermes-webui 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: Hermes WebUI: The best way to use Hermes Agent from the web or from your phone!","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/nesquena/hermes-webui","github_repo":"nesquena/hermes-webui","version":"1.0.0","license":"MIT","updated_at":"2026-06-12T03:03:43.143915+00:00","canonical_key":"nesquena/hermes-webui","recommendation_reasons":["Matches task terms: best, python","Strong GitHub adoption: 14,257 stars","Quality score 72/100","Install handoff is available","Repository freshness signal is available"],"urls":{"web":"https://www.openagentskill.com/skills/nesquena-hermes-webui","api":"https://www.openagentskill.com/api/agent/skills/nesquena-hermes-webui","install_api":"https://www.openagentskill.com/api/skills/nesquena-hermes-webui/install","audit":"https://www.openagentskill.com/skills/nesquena-hermes-webui/audit","repository":"https://github.com/nesquena/hermes-webui"}},{"rank":9,"match_score":103.6,"slug":"ta-lib-ta-lib-python","name":"Ta Lib Python","description":"Python wrapper for TA-Lib (http://ta-lib.org/).","tagline":"Python wrapper for TA-Lib (http://ta-lib.org/).","category":"finance","tags":["finance","technical-analysis","pattern-recognition","python","quantitative-finance","ta-lib","cython","github"],"author":{"name":"TA-Lib","verified":true,"url":"https://github.com/TA-Lib"},"stats":{"stars":12033,"forks":1981,"downloads":0,"rating":0,"review_count":0,"quality_score":68.76},"quality":{"score":100,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"12K","tone":"positive"},{"label":"Freshness","value":"3mo ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"BSD-2-Clause","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 TA-Lib/ta-lib-python"},{"status":"pass","label":"Repository","detail":"https://github.com/TA-Lib/ta-lib-python"},{"status":"pass","label":"License","detail":"BSD-2-Clause"},{"status":"pass","label":"Maintenance","detail":"3mo since push"},{"status":"pass","label":"AI review","detail":"Approved with no listed issues"},{"status":"pass","label":"Adoption","detail":"12K 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":[]},"audit":{"audit_score":95,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":[]},"decision":{"readiness_score":100,"readiness_label":"Production-ready","headline":"Primary pick for Coding agents","role":"Primary pick","primary_fit":"Coding agents","best_for":["Coding agents workflows","Claude Code teams","teams that value GitHub adoption signals"],"risks":["No OpenAgentSkill engagement data yet"],"next_steps":["Install it in a sandbox agent and run one Coding agents 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."]},"platforms":["Cython","TA-Lib","Claude Code"],"use_cases":[{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"},{"slug":"rag-knowledge","title":"RAG and knowledge","url":"https://www.openagentskill.com/use-cases/rag-knowledge"},{"slug":"workflow-automation","title":"Workflow automation","url":"https://www.openagentskill.com/use-cases/workflow-automation"},{"slug":"finance-quant","title":"Finance and quant","url":"https://www.openagentskill.com/use-cases/finance-quant"}],"install":"npx skills add TA-Lib/ta-lib-python","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx skills add TA-Lib/ta-lib-python","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 \"Ta Lib Python\" agent skill from https://github.com/TA-Lib/ta-lib-python. 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Skill purpose: Python wrapper for TA-Lib (http://ta-lib.org/).","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 \"Ta Lib Python\" from https://github.com/TA-Lib/ta-lib-python 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: Python wrapper for TA-Lib (http://ta-lib.org/).","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/TA-Lib/ta-lib-python","github_repo":"TA-Lib/ta-lib-python","version":"1.0.0","license":"BSD-2-Clause","updated_at":"2026-06-12T12:00:18.225767+00:00","canonical_key":"ta-lib/ta-lib-python","recommendation_reasons":["Matches task terms: python","Strong GitHub adoption: 12,033 stars","Install handoff is available","Repository freshness signal is available","Registry match score 104"],"urls":{"web":"https://www.openagentskill.com/skills/ta-lib-ta-lib-python","api":"https://www.openagentskill.com/api/agent/skills/ta-lib-ta-lib-python","install_api":"https://www.openagentskill.com/api/skills/ta-lib-ta-lib-python/install","audit":"https://www.openagentskill.com/skills/ta-lib-ta-lib-python/audit","repository":"https://github.com/TA-Lib/ta-lib-python"}},{"rank":10,"match_score":101.9,"slug":"microsoft-skillopt","name":"SkillOpt","description":"SkillOpt is a text-space optimizer that trains reusable natural-language skills for frozen LLM agents through trajectory-driven edits, validation-gated updates, and deployable best_skill.md artifacts.","tagline":"SkillOpt is a text-space optimizer that trains reusable natural-language skills for frozen LLM agents through trajectory-driven edits, validation-gated updates, and deployable best_skill.md 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Skill purpose: SkillOpt is a text-space optimizer that trains reusable natural-language skills for frozen LLM agents through trajectory-driven edits, validation-gated updates, and deployable best_skill.md artifacts.","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 \"SkillOpt\" from https://github.com/microsoft/SkillOpt 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: SkillOpt is a text-space optimizer that trains reusable natural-language skills for frozen LLM agents through trajectory-driven edits, validation-gated updates, and deployable best_skill.md artifacts.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/microsoft/SkillOpt","github_repo":"microsoft/SkillOpt","version":"1.0.0","license":"MIT","updated_at":"2026-06-12T11:00:14.348823+00:00","canonical_key":"microsoft/skillopt","recommendation_reasons":["Matches task terms: best, python","Useful GitHub adoption: 5,921 stars","Install handoff is available","Repository freshness signal is available","Registry match score 102"],"urls":{"web":"https://www.openagentskill.com/skills/microsoft-skillopt","api":"https://www.openagentskill.com/api/agent/skills/microsoft-skillopt","install_api":"https://www.openagentskill.com/api/skills/microsoft-skillopt/install","audit":"https://www.openagentskill.com/skills/microsoft-skillopt/audit","repository":"https://github.com/microsoft/SkillOpt"}}],"meta":{"endpoint":"/api/skills/search","canonical_agent_endpoint":"/api/agent/recommend","agent_friendly":true,"api_version":"1.0","generated_at":"2026-06-12T13:27:37.492Z"}}