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Use when the user says: (1) remember this, (2) save what we learned, (3) update memory, (4) capture learnings.\"\nlicense: MIT\ncompatibility: designed for deepagents-code\n---\n\nReview our conversation and capture valuable knowledge. Focus especially on **best practices** we discussed or discovered—these are the most important things to preserve.\n\n## Step 1: Identify Best Practices and Key Learnings\n\nScan the conversation for:\n\n### Best Practices (highest priority)\n- **Patterns that worked well** - approaches, techniques, or solutions we found effective\n- **Anti-patterns to avoid** - mistakes, gotchas, or approaches that caused problems\n- **Quality standards** - criteria we established for good code, documentation, or processes\n- **Decision rationale** - why we chose one approach over another\n\n### Other Valuable Knowledge\n- Coding conventions and style preferences\n- Project architecture decisions\n- Workflows and processes we developed\n- Tools, libraries, or techniques worth remembering\n- Feedback I gave about your behavior or outputs\n\n## Step 2: Decide Where to Store Each Learning\n\nFor each best practice or learning, choose the right destination:\n\n### -> Memory (AGENTS.md) for preferences and guidelines\nUse memory when the knowledge is:\n- A preference or guideline (not a multi-step process)\n- Something to always keep in mind\n- A simple rule or pattern\n\n**Global** (`~\u002F.deepagents\u002Fagent\u002FAGENTS.md`): Universal preferences across all projects\n**Project** (`.deepagents\u002FAGENTS.md`): Project-specific conventions and decisions\n\n### -> Skill for reusable workflows and methodologies\n**Create a skill when** we developed:\n- A multi-step process worth reusing\n- A methodology for a specific type of task\n- A workflow with best practices baked in\n- A procedure that should be followed consistently\n\nSkills are more powerful than memory entries because they can encode **how** to do something well, not just **what** to remember.\n\n## Step 3: Create Skills for Significant Best Practices\n\nIf we established best practices around a workflow or process, capture them in a skill.\n\n**Example:** If we discussed best practices for code review, create a `code-review` skill that encodes those practices into a reusable workflow.\n\n### Skill Location\n`~\u002F.deepagents\u002Fagent\u002Fskills\u002F\u003Cskill-name>\u002FSKILL.md`\n\n### Skill Structure\n```\nskill-name\u002F\n├── SKILL.md          (required - main instructions with best practices)\n├── scripts\u002F          (optional - executable code)\n├── references\u002F       (optional - detailed documentation)\n└── assets\u002F           (optional - templates, examples)\n```\n\n### SKILL.md Format\n```markdown\n---\nname: skill-name\ndescription: \"What this skill does AND when to use it. Include triggers like 'when the user asks to X' or 'when working with Y'. This description determines when the skill activates.\"\n---\n\n# Skill Name\n\n## Overview\nBrief explanation of what this skill accomplishes.\n\n## Best Practices\nCapture the key best practices upfront:\n- Best practice 1: explanation\n- Best practice 2: explanation\n\n## Process\nStep-by-step instructions (imperative form):\n1. First, do X\n2. Then, do Y\n3. Finally, do Z\n\n## Common Pitfalls\n- Pitfall to avoid and why\n- Another anti-pattern we discovered\n```\n\n### Key Principles\n1. **Encode best practices prominently** - Put them near the top so they guide the entire workflow\n2. **Concise is key** - Only include non-obvious knowledge. Every paragraph should justify its token cost.\n3. **Clear triggers** - The description determines when the skill activates. 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Be specific.",{"type":49,"tag":88,"props":682,"children":683},{},[684,689],{"type":49,"tag":57,"props":685,"children":686},{},[687],{"type":54,"value":688},"Imperative form",{"type":54,"value":690}," - Write as commands: \"Create a file\" not \"You should create a file\"",{"type":49,"tag":88,"props":692,"children":693},{},[694,699],{"type":49,"tag":57,"props":695,"children":696},{},[697],{"type":54,"value":698},"Include anti-patterns",{"type":54,"value":700}," - What NOT to do is often as valuable as what to do",{"type":49,"tag":65,"props":702,"children":704},{"id":703},"step-4-update-memory-for-simpler-learnings",[705],{"type":54,"value":706},"Step 4: Update Memory for Simpler Learnings",{"type":49,"tag":50,"props":708,"children":709},{},[710],{"type":54,"value":711},"For preferences, guidelines, and simple rules that don't warrant a full skill:",{"type":49,"tag":344,"props":713,"children":715},{"className":363,"code":714,"language":365,"meta":352,"style":352},"## Best Practices\n- When doing X, always Y because Z\n- Avoid A because it leads to B\n",[716],{"type":49,"tag":213,"props":717,"children":718},{"__ignoreMap":352},[719,730,742],{"type":49,"tag":371,"props":720,"children":721},{"class":373,"line":374},[722,726],{"type":49,"tag":371,"props":723,"children":724},{"style":406},[725],{"type":54,"value":450},{"type":49,"tag":371,"props":727,"children":728},{"style":430},[729],{"type":54,"value":485},{"type":49,"tag":371,"props":731,"children":732},{"class":373,"line":384},[733,737],{"type":49,"tag":371,"props":734,"children":735},{"style":406},[736],{"type":54,"value":503},{"type":49,"tag":371,"props":738,"children":739},{"style":378},[740],{"type":54,"value":741}," When doing X, always Y because Z\n",{"type":49,"tag":371,"props":743,"children":744},{"class":373,"line":393},[745,749],{"type":49,"tag":371,"props":746,"children":747},{"style":406},[748],{"type":54,"value":503},{"type":49,"tag":371,"props":750,"children":751},{"style":378},[752],{"type":54,"value":753}," Avoid A because it leads to B\n",{"type":49,"tag":50,"props":755,"children":756},{},[757,759,765,767,773],{"type":54,"value":758},"Use ",{"type":49,"tag":213,"props":760,"children":762},{"className":761},[],[763],{"type":54,"value":764},"edit_file",{"type":54,"value":766}," to update existing files or ",{"type":49,"tag":213,"props":768,"children":770},{"className":769},[],[771],{"type":54,"value":772},"write_file",{"type":54,"value":774}," to create new ones.",{"type":49,"tag":65,"props":776,"children":778},{"id":777},"step-5-summarize-changes",[779],{"type":54,"value":780},"Step 5: Summarize Changes",{"type":49,"tag":50,"props":782,"children":783},{},[784],{"type":54,"value":785},"List what you captured and where you stored it:",{"type":49,"tag":84,"props":787,"children":788},{},[789,794],{"type":49,"tag":88,"props":790,"children":791},{},[792],{"type":54,"value":793},"Skills created (with key best practices encoded)",{"type":49,"tag":88,"props":795,"children":796},{},[797],{"type":54,"value":798},"Memory entries added (with location)",{"type":49,"tag":800,"props":801,"children":802},"style",{},[803],{"type":54,"value":804},"html .light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html.light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"items":806,"total":969},[807,826,837,854,867,882,896,903,917,927,938,956],{"slug":808,"name":808,"fn":809,"description":810,"org":811,"tags":812,"stars":26,"repoUrl":27,"updatedAt":825},"analyze-market","perform market analysis and size estimation","Perform a market analysis for a product category or segment. Trigger on: market analysis, market size, TAM SAM SOM, market opportunity, industry analysis.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[813,816,819,822],{"name":814,"slug":815,"type":16},"Marketing","marketing",{"name":817,"slug":818,"type":16},"Research","research",{"name":820,"slug":821,"type":16},"Sales","sales",{"name":823,"slug":824,"type":16},"Strategy","strategy","2026-04-18T04:46:54.557115",{"slug":827,"name":827,"fn":828,"description":829,"org":830,"tags":831,"stars":26,"repoUrl":27,"updatedAt":836},"arxiv-search","search arXiv for academic research papers","Searches arXiv for preprints and academic papers, retrieves abstracts, and filters by topic. Use when the user asks to find research papers, search arXiv, look up preprints, find academic articles in physics, math, CS, biology, statistics, or related fields.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[832,833],{"name":817,"slug":818,"type":16},{"name":834,"slug":835,"type":16},"Search","search","2026-05-13T06:11:01.203061",{"slug":838,"name":838,"fn":839,"description":840,"org":841,"tags":842,"stars":26,"repoUrl":27,"updatedAt":853},"blog-post","write SEO-optimized blog posts","Write long-form blog posts with SEO optimization and clear structure.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[843,846,847,850],{"name":844,"slug":845,"type":16},"Content Creation","content-creation",{"name":814,"slug":815,"type":16},{"name":848,"slug":849,"type":16},"SEO","seo",{"name":851,"slug":852,"type":16},"Writing","writing","2026-04-15T05:00:54.149813",{"slug":855,"name":855,"fn":856,"description":857,"org":858,"tags":859,"stars":26,"repoUrl":27,"updatedAt":866},"competitor-analysis","analyze competitors and market positioning","Analyze competitors in a given market segment. Trigger on: competitive landscape, competitor analysis, market comparison, competitive positioning.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[860,863,864,865],{"name":861,"slug":862,"type":16},"Competitive Intelligence","competitive-intelligence",{"name":814,"slug":815,"type":16},{"name":817,"slug":818,"type":16},{"name":823,"slug":824,"type":16},"2026-04-18T04:46:55.79306",{"slug":868,"name":868,"fn":869,"description":870,"org":871,"tags":872,"stars":26,"repoUrl":27,"updatedAt":881},"deepagents-thread-inspector","inspect local Deep Agents conversation threads","Inspect and explain conversations in the local Deep Agents Code SQLite session store. Use as a fallback when LangSmith trace tooling is unavailable, for offline or untraced sessions, or when asked to identify or summarize a local dcode thread, inspect checkpoint metadata, list recent local threads, or parse ~\u002F.deepagents\u002F.state\u002Fsessions.db and a thread UUID or prefix.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[873,874,877,878],{"name":24,"slug":25,"type":16},{"name":875,"slug":876,"type":16},"Debugging","debugging",{"name":9,"slug":8,"type":16},{"name":879,"slug":880,"type":16},"SQLite","sqlite","2026-07-24T06:08:57.102689",{"slug":883,"name":883,"fn":884,"description":885,"org":886,"tags":887,"stars":26,"repoUrl":27,"updatedAt":895},"langgraph-docs","build stateful agents with LangGraph","Fetches and references LangGraph Python documentation to build stateful agents, create multi-agent workflows, and implement human-in-the-loop patterns. Use when the user asks about LangGraph, graph agents, state machines, agent orchestration, LangGraph API, or needs LangGraph implementation guidance.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[888,889,890,892],{"name":24,"slug":25,"type":16},{"name":14,"slug":15,"type":16},{"name":891,"slug":34,"type":16},"LangGraph",{"name":893,"slug":894,"type":16},"Multi-Agent","multi-agent","2026-05-13T06:11:03.650877",{"slug":4,"name":4,"fn":5,"description":6,"org":897,"tags":898,"stars":26,"repoUrl":27,"updatedAt":28},{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[899,900,901,902],{"name":24,"slug":25,"type":16},{"name":14,"slug":15,"type":16},{"name":18,"slug":19,"type":16},{"name":21,"slug":22,"type":16},{"slug":904,"name":904,"fn":905,"description":906,"org":907,"tags":908,"stars":26,"repoUrl":27,"updatedAt":916},"skill-creator","create agent skills and tool integrations","Guide for creating effective skills that extend agent capabilities with specialized knowledge, workflows, or tool integrations. Use this skill when the user asks to: (1) create a new skill, (2) make a skill, (3) build a skill, (4) set up a skill, (5) initialize a skill, (6) scaffold a skill, (7) update or modify an existing skill, (8) validate a skill, (9) learn about skill structure, (10) understand how skills work, or (11) get guidance on skill design patterns. Trigger on phrases like \"create a skill\", \"new skill\", \"make a skill\", \"skill for X\", \"how do I create a skill\", or \"help me build a skill\".",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[909,910,913],{"name":24,"slug":25,"type":16},{"name":911,"slug":912,"type":16},"Engineering","engineering",{"name":914,"slug":915,"type":16},"Plugin Development","plugin-development","2026-05-13T06:10:59.88449",{"slug":918,"name":918,"fn":919,"description":920,"org":921,"tags":922,"stars":26,"repoUrl":27,"updatedAt":926},"social-media","create optimized social media posts","Create social media posts optimized for engagement across platforms.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[923,924,925],{"name":844,"slug":845,"type":16},{"name":814,"slug":815,"type":16},{"name":851,"slug":852,"type":16},"2026-04-15T05:00:55.37452",{"slug":928,"name":928,"fn":929,"description":930,"org":931,"tags":932,"stars":26,"repoUrl":27,"updatedAt":937},"web-research","conduct and synthesize web research","Searches multiple web sources, synthesizes findings, and produces cited research reports using delegated subagents. Use when the user asks to research a topic online, search the web, look something up, find current information, compare options, or produce a research report.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[933,934,935,936],{"name":24,"slug":25,"type":16},{"name":893,"slug":894,"type":16},{"name":817,"slug":818,"type":16},{"name":834,"slug":835,"type":16},"2026-05-13T06:11:04.930044",{"slug":939,"name":939,"fn":940,"description":941,"org":942,"tags":943,"stars":953,"repoUrl":954,"updatedAt":955},"mermaid-diagrams","embed Mermaid diagrams in documentation","Embed Mermaid diagrams in generated wiki pages. Use whenever documenting a runtime or request flow, a call sequence, a state machine or lifecycle, a data model or entity relationships, or non-trivial control flow, since these are clearer as a diagram than as prose. Also use when an update run touches a page that already contains a mermaid fence, or a page that contains a text fence a previous run degraded.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[944,947,948,950],{"name":945,"slug":946,"type":16},"Diagrams","diagrams",{"name":14,"slug":15,"type":16},{"name":949,"slug":365,"type":16},"Markdown",{"name":951,"slug":952,"type":16},"Technical Writing","technical-writing",12181,"https:\u002F\u002Fgithub.com\u002Flangchain-ai\u002Fopenwiki","2026-07-24T06:09:01.089597",{"slug":957,"name":957,"fn":958,"description":959,"org":960,"tags":961,"stars":953,"repoUrl":954,"updatedAt":968},"write-connector","implement OpenWiki source connectors","Add a new built-in OpenWiki source connector. Use when a user asks to create or implement an OpenWiki connector.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[962,965],{"name":963,"slug":964,"type":16},"API Development","api-development",{"name":966,"slug":967,"type":16},"Integrations","integrations","2026-07-18T05:48:23.961804",41,{"items":971,"total":467},[972,979,984,991,998,1005,1012],{"slug":808,"name":808,"fn":809,"description":810,"org":973,"tags":974,"stars":26,"repoUrl":27,"updatedAt":825},{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[975,976,977,978],{"name":814,"slug":815,"type":16},{"name":817,"slug":818,"type":16},{"name":820,"slug":821,"type":16},{"name":823,"slug":824,"type":16},{"slug":827,"name":827,"fn":828,"description":829,"org":980,"tags":981,"stars":26,"repoUrl":27,"updatedAt":836},{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[982,983],{"name":817,"slug":818,"type":16},{"name":834,"slug":835,"type":16},{"slug":838,"name":838,"fn":839,"description":840,"org":985,"tags":986,"stars":26,"repoUrl":27,"updatedAt":853},{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[987,988,989,990],{"name":844,"slug":845,"type":16},{"name":814,"slug":815,"type":16},{"name":848,"slug":849,"type":16},{"name":851,"slug":852,"type":16},{"slug":855,"name":855,"fn":856,"description":857,"org":992,"tags":993,"stars":26,"repoUrl":27,"updatedAt":866},{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[994,995,996,997],{"name":861,"slug":862,"type":16},{"name":814,"slug":815,"type":16},{"name":817,"slug":818,"type":16},{"name":823,"slug":824,"type":16},{"slug":868,"name":868,"fn":869,"description":870,"org":999,"tags":1000,"stars":26,"repoUrl":27,"updatedAt":881},{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1001,1002,1003,1004],{"name":24,"slug":25,"type":16},{"name":875,"slug":876,"type":16},{"name":9,"slug":8,"type":16},{"name":879,"slug":880,"type":16},{"slug":883,"name":883,"fn":884,"description":885,"org":1006,"tags":1007,"stars":26,"repoUrl":27,"updatedAt":895},{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1008,1009,1010,1011],{"name":24,"slug":25,"type":16},{"name":14,"slug":15,"type":16},{"name":891,"slug":34,"type":16},{"name":893,"slug":894,"type":16},{"slug":4,"name":4,"fn":5,"description":6,"org":1013,"tags":1014,"stars":26,"repoUrl":27,"updatedAt":28},{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1015,1016,1017,1018],{"name":24,"slug":25,"type":16},{"name":14,"slug":15,"type":16},{"name":18,"slug":19,"type":16},{"name":21,"slug":22,"type":16}]