[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill-anthropic-scientific-problem-selection":3,"mdc-ha2by0-key":31,"related-repo-anthropic-scientific-problem-selection":1786,"related-org-anthropic-scientific-problem-selection":1876},{"slug":4,"name":4,"fn":5,"description":6,"org":7,"tags":12,"stars":20,"repoUrl":21,"updatedAt":22,"license":23,"forks":24,"topics":25,"repo":26,"sourceUrl":29,"mdContent":30},"scientific-problem-selection","guide scientific research problem selection","This skill should be used when scientists need help with research problem selection, project ideation, troubleshooting stuck projects, or strategic scientific decisions. Use this skill when users ask to pitch a new research idea, work through a project problem, evaluate project risks, plan research strategy, navigate decision trees, or get help choosing what scientific problem to work on. Typical requests include \"I have an idea for a project\", \"I'm stuck on my research\", \"help me evaluate this project\", \"what should I work on\", or \"I need strategic advice about my research\".",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},"anthropic","Anthropic","https:\u002F\u002Fpexgzepcugksgbtrxkhf.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Forg-logos\u002Fanthropic.png","anthropics",[13,17],{"name":14,"slug":15,"type":16},"Research","research","tag",{"name":18,"slug":19,"type":16},"Life Sciences","life-sciences",537,"https:\u002F\u002Fgithub.com\u002Fanthropics\u002Flife-sciences","2026-04-06T17:57:06.62424",null,101,[],{"repoUrl":21,"stars":20,"forks":24,"topics":27,"description":28},[],"Repo for the Claude Code Marketplace to use with the Claude for Life Sciences Launch. This will continue to host the marketplace.json long-term, but not the actual MCP servers.","https:\u002F\u002Fgithub.com\u002Fanthropics\u002Flife-sciences\u002Ftree\u002FHEAD\u002Fscientific-problem-selection","---\nname: scientific-problem-selection\ndescription: This skill should be used when scientists need help with research problem selection, project ideation, troubleshooting stuck projects, or strategic scientific decisions. Use this skill when users ask to pitch a new research idea, work through a project problem, evaluate project risks, plan research strategy, navigate decision trees, or get help choosing what scientific problem to work on. Typical requests include \"I have an idea for a project\", \"I'm stuck on my research\", \"help me evaluate this project\", \"what should I work on\", or \"I need strategic advice about my research\".\n---\n\n# Scientific Problem Selection Skills\n\nA conversational framework for systematic scientific problem selection based on Fischbach & Walsh's \"Problem choice and decision trees in science and engineering\" (Cell, 2024).\n\n## Getting Started\n\nPresent users with three entry points:\n\n**1) Pitch an idea for a new project** — to work it up together\n\n**2) Share a problem in a current project** — to troubleshoot together\n\n**3) Ask a strategic question** — to navigate the decision tree together\n\nThis conversational entry meets scientists where they are and establishes a collaborative tone.\n\n---\n\n## Option 1: Pitch an Idea\n\n### Initial Prompt\nAsk: **\"Tell me the short version of your idea (1-2 sentences).\"**\n\n### Response Approach\nAfter the user shares their idea, return a quick summary (no more than one paragraph) demonstrating understanding. Note the general area of research and rephrase the idea in a way that highlights its kernel—showing alignment and readiness to dive into details.\n\n### Follow-up Prompt\nThen ask for more detail: \"Now give me a bit more detail. You might include, however briefly or even say where you are unsure:\n1. What exactly you want to do\n2. How you currently plan to do it\n3. If it works, why will it be a big deal\n4. What you think are the major risks\"\n\n### Workflow\nFrom there, guide the user through the early stages of problem selection and evaluation:\n- **Skill 1: Intuition Pumps** - Refine and strengthen the idea\n- **Skill 2: Risk Assessment** - Identify and manage project risks\n- **Skill 3: Optimization Function** - Define success metrics\n- **Skill 4: Parameter Strategy** - Determine what to fix vs. keep flexible\n\nSee `references\u002F01-intuition-pumps.md`, `references\u002F02-risk-assessment.md`, `references\u002F03-optimization-function.md`, and `references\u002F04-parameter-strategy.md` for detailed guidance.\n\n---\n\n## Option 2: Troubleshoot a Problem\n\n### Initial Prompt\nAsk: **\"Tell me a short version of your problem (1-2 sentences or whatever is easy).\"**\n\n### Response Approach\nAfter the user shares their problem, return a quick summary (no more than one paragraph) demonstrating understanding. Note the context of the project where the problem occurred and rephrase the problem—highlighting its core essence—so the user knows the situation is understood. Also raise additional questions that seem important to discuss.\n\n### Follow-up Prompt\nThen ask: \"Now give me a bit more detail. You might include, however briefly:\n1. The overall goal of your project (if we have not talked about it before)\n2. What exactly went wrong\n3. Your current ideas for fixing it\"\n\n### Workflow\nFrom there, guide the user through troubleshooting and decision tree navigation:\n- **Skill 5: Decision Tree Navigation** - Plan decision points and navigate between execution and strategic thinking\n- **Skill 4: Parameter Strategy** - Fix one parameter at a time, let others float\n- **Skill 6: Adversity Response** - Frame problems as opportunities for growth\n- **Skill 7: Problem Inversion** - Strategies for navigating around obstacles\n\nAlways include workarounds that might be useful whether or not the problem can be fixed easily.\n\nSee `references\u002F05-decision-tree.md`, `references\u002F06-adversity-planning.md`, `references\u002F07-problem-inversion.md`, and `references\u002F04-parameter-strategy.md` for detailed guidance.\n\n---\n\n## Option 3: Ask a Strategic Question\n\n### Initial Prompt\nAsk: **\"Tell me the short version of your question (1-2 sentences).\"**\n\n### Response Approach\nAfter the user shares their question, return a quick summary (no more than one paragraph) demonstrating understanding. Note the broader context and rephrase the question—highlighting its crux—to confirm alignment with their thinking.\n\n### Follow-up Prompt\nThen ask: \"Now give me a bit more detail. You might include, however briefly:\n1. The setting (i.e., is this about a current or future project)\n2. A bit more detail about what you're thinking\"\n\n### Workflow\nFrom there, draw on the specific modules from the problem choice framework most appropriate to the question:\n- **Skills 1-4** for future project planning (ideation, risk, optimization, parameters)\n- **Skills 5-7** for current project navigation (decision trees, adversity, inversion)\n- **Skill 8** for communication and synthesis\n- **Skill 9** for comprehensive workflow orchestration\n\nSee the complete reference materials in the `references\u002F` folder.\n\n---\n\n## Core Framework Concepts\n\n### The Central Insight\n**Problem Choice >> Execution Quality**\n\nEven brilliant execution of a mediocre problem yields incremental impact. Good execution of an important problem yields substantial impact.\n\n### The Time Paradox\nScientists typically spend:\n- **Days** choosing a problem\n- **Years** solving it\n\nThis imbalance limits impact. These skills help invest more time choosing wisely.\n\n### Evaluation Axes\n**For Evaluating Ideas:**\n- **X-axis:** Likelihood of success\n- **Y-axis:** Impact if successful\n\nSkills help move ideas rightward (more feasible) and upward (more impactful).\n\n### The Risk Paradox\n- Don't avoid risk—befriend it\n- No risk = incremental work\n- But: Multiple miracles = avoid or refine\n- **Balance:** Understood, quantified, manageable risk\n\n### The Parameter Paradox\n- Too many fixed = brittleness\n- Too few fixed = paralysis\n- **Sweet spot:** Fix ONE meaningful constraint\n\n### The Adversity Principle\n- Crises are inevitable (don't be surprised)\n- Crises are opportune (don't waste them)\n- **Strategy:** Fix problem AND upgrade project simultaneously\n\n---\n\n## The 9 Skills Overview\n\n| Skill | Purpose | Output | Time |\n|-------|---------|--------|------|\n| 1. Intuition Pumps | Generate high-quality research ideas | Problem Ideation Document | ~1 week |\n| 2. Risk Assessment | Identify and manage project risks | Risk Assessment Matrix | 3-5 days |\n| 3. Optimization Function | Define success metrics | Impact Assessment Document | 2-3 days |\n| 4. Parameter Strategy | Decide what to fix vs. keep flexible | Parameter Strategy Document | 2-3 days |\n| 5. Decision Tree Navigation | Plan decision points and altitude dance | Decision Tree Map | 2 days |\n| 6. Adversity Response | Prepare for crises as opportunities | Adversity Playbook | 2 days |\n| 7. Problem Inversion | Navigate around obstacles | Problem Inversion Analysis | 1 day |\n| 8. Integration & Synthesis | Synthesize into coherent plan | Project Communication Package | 3-5 days |\n| 9. Meta-Framework | Orchestrate complete workflow | Complete Project Package | 1-6 weeks |\n\n---\n\n## Skill Workflow\n\n```\nSKILL 1: Intuition Pumps\n         | (generates idea)\n         v\nSKILL 2: Risk Assessment\n         | (evaluates feasibility)\n         v\nSKILL 3: Optimization Function\n         | (defines success metrics)\n         v\nSKILL 4: Parameter Strategy\n         | (determines flexibility)\n         v\nSKILL 5: Decision Tree\n         | (plans execution and evaluation)\n         v\nSKILL 6: Adversity Planning\n         | (prepares for failure modes)\n         v\nSKILL 7: Problem Inversion\n         | (provides pivot strategies)\n         v\nSKILL 8: Integration & Communication\n         | (synthesizes into coherent plan)\n         v\nSKILL 9: Meta-Skill\n         (orchestrates complete workflow)\n```\n\n---\n\n## Key Design Principles\n\n1. **Conversational Entry** - Meet users where they are with three clear starting points\n2. **Thoughtful Interaction** - Ask clarifying questions; low confidence prompts additional input\n3. **Literature Integration** - Use PubMed searches at strategic points for validation\n4. **Concrete Outputs** - Every skill produces tangible 1-2 page documents\n5. **Building Specificity** - Progressive detail emerges through targeted questions\n6. **Flexibility** - Skills work independently, sequentially, or iteratively\n7. **Scientific Rigor** - Claims about generality and feasibility should be evidence-based\n\n---\n\n## Who Should Use These Skills\n\n### Graduate Students (Primary Audience)\n- **When:** Choosing thesis projects, qualifying exams, committee meetings\n- **Focus:** Skills 1-3 (ideation, risk, impact) + Skill 9 (complete workflow)\n- **Timeline:** 2-4 weeks for comprehensive planning\n\n### Postdocs\n- **When:** Starting new position, planning independent projects, fellowship applications\n- **Focus:** All skills, emphasizing independence and risk management\n- **Timeline:** 1-2 weeks intensive planning\n\n### Principal Investigators\n- **When:** New lab, new direction, mentoring trainees, grant cycles\n- **Focus:** Skills 1, 3, 4, 6 (ideation, impact, parameters, adversity)\n- **Timeline:** Ongoing, integrate into lab culture\n\n### Startup Founders\n- **When:** Company inception, pivot decisions, investor pitches\n- **Focus:** Skills 1-4 (ideation through parameters) + Skill 8 (communication)\n- **Timeline:** 1-2 weeks for initial planning, revisit quarterly\n\n---\n\n## Reference Materials\n\nDetailed skill documentation is available in the `references\u002F` folder:\n\n| File | Content | Search Patterns |\n|------|---------|-----------------|\n| `01-intuition-pumps.md` | Generate research ideas | `Intuition Pump #`, `Trap #`, `Phase [0-9]` |\n| `02-risk-assessment.md` | Risk identification | `Risk.*1-5`, `go\u002Fno-go`, `assumption` |\n| `03-optimization-function.md` | Success metrics | `Generality.*Learning`, `optimization`, `impact` |\n| `04-parameter-strategy.md` | Parameter fixation | `fixed.*float`, `constraint`, `parameter` |\n| `05-decision-tree.md` | Decision tree navigation | `altitude`, `Level [0-9]`, `decision` |\n| `06-adversity-planning.md` | Adversity response | `adversity`, `crisis`, `ensemble` |\n| `07-problem-inversion.md` | Problem inversion strategies | `Strategy [0-9]`, `inversion`, `goal` |\n| `08-integration-synthesis.md` | Integration and synthesis | `narrative`, `communication`, `story` |\n| `09-meta-framework.md` | Complete workflow | `Phase`, `workflow`, `orchestrat` |\n\n---\n\n## Expected Outcomes\n\n### Immediate (After Completing Workflow)\n- Clear project vision\n- Honest risk assessment\n- Contingency plans\n- Communication materials ready\n- Confidence in problem choice\n\n### 6-Month\n- Faster decisions (have framework)\n- Productive adversity handling\n- No existential crises (risks mitigated)\n\n### 2-Year\n- Published results or strong progress\n- Avoided dead-end projects\n- Career aligned with goals\n- **Time well-spent** (ultimate measure)\n\n---\n\n## Foundational Reference\n\n**Fischbach, M.A., & Walsh, C.T. (2024).** \"Problem choice and decision trees in science and engineering.\" *Cell*, 187, 1828-1833.\n\nBased on course BIOE 395 taught at Stanford University.\n",{"data":32,"body":33},{"name":4,"description":6},{"type":34,"children":35},"root",[36,45,51,58,63,74,84,94,99,103,109,116,126,132,137,143,148,173,179,184,228,265,268,274,279,288,293,298,303,308,326,331,336,378,383,414,417,423,428,437,442,447,452,456,469,474,479,522,535,538,544,550,558,563,569,574,597,602,608,616,639,644,650,678,684,707,713,736,739,745,987,990,996,1008,1011,1017,1090,1093,1099,1105,1138,1144,1174,1180,1210,1216,1246,1249,1255,1267,1653,1656,1662,1668,1696,1702,1720,1726,1754,1757,1763,1781],{"type":37,"tag":38,"props":39,"children":41},"element","h1",{"id":40},"scientific-problem-selection-skills",[42],{"type":43,"value":44},"text","Scientific Problem Selection Skills",{"type":37,"tag":46,"props":47,"children":48},"p",{},[49],{"type":43,"value":50},"A conversational framework for systematic scientific problem selection based on Fischbach & Walsh's \"Problem choice and decision trees in science and engineering\" (Cell, 2024).",{"type":37,"tag":52,"props":53,"children":55},"h2",{"id":54},"getting-started",[56],{"type":43,"value":57},"Getting Started",{"type":37,"tag":46,"props":59,"children":60},{},[61],{"type":43,"value":62},"Present users with three entry points:",{"type":37,"tag":46,"props":64,"children":65},{},[66,72],{"type":37,"tag":67,"props":68,"children":69},"strong",{},[70],{"type":43,"value":71},"1) Pitch an idea for a new project",{"type":43,"value":73}," — to work it up together",{"type":37,"tag":46,"props":75,"children":76},{},[77,82],{"type":37,"tag":67,"props":78,"children":79},{},[80],{"type":43,"value":81},"2) Share a problem in a current project",{"type":43,"value":83}," — to troubleshoot together",{"type":37,"tag":46,"props":85,"children":86},{},[87,92],{"type":37,"tag":67,"props":88,"children":89},{},[90],{"type":43,"value":91},"3) Ask a strategic question",{"type":43,"value":93}," — to navigate the decision tree together",{"type":37,"tag":46,"props":95,"children":96},{},[97],{"type":43,"value":98},"This conversational entry meets scientists where they are and establishes a collaborative tone.",{"type":37,"tag":100,"props":101,"children":102},"hr",{},[],{"type":37,"tag":52,"props":104,"children":106},{"id":105},"option-1-pitch-an-idea",[107],{"type":43,"value":108},"Option 1: Pitch an Idea",{"type":37,"tag":110,"props":111,"children":113},"h3",{"id":112},"initial-prompt",[114],{"type":43,"value":115},"Initial Prompt",{"type":37,"tag":46,"props":117,"children":118},{},[119,121],{"type":43,"value":120},"Ask: ",{"type":37,"tag":67,"props":122,"children":123},{},[124],{"type":43,"value":125},"\"Tell me the short version of your idea (1-2 sentences).\"",{"type":37,"tag":110,"props":127,"children":129},{"id":128},"response-approach",[130],{"type":43,"value":131},"Response Approach",{"type":37,"tag":46,"props":133,"children":134},{},[135],{"type":43,"value":136},"After the user shares their idea, return a quick summary (no more than one paragraph) demonstrating understanding. Note the general area of research and rephrase the idea in a way that highlights its kernel—showing alignment and readiness to dive into details.",{"type":37,"tag":110,"props":138,"children":140},{"id":139},"follow-up-prompt",[141],{"type":43,"value":142},"Follow-up Prompt",{"type":37,"tag":46,"props":144,"children":145},{},[146],{"type":43,"value":147},"Then ask for more detail: \"Now give me a bit more detail. You might include, however briefly or even say where you are unsure:",{"type":37,"tag":149,"props":150,"children":151},"ol",{},[152,158,163,168],{"type":37,"tag":153,"props":154,"children":155},"li",{},[156],{"type":43,"value":157},"What exactly you want to do",{"type":37,"tag":153,"props":159,"children":160},{},[161],{"type":43,"value":162},"How you currently plan to do it",{"type":37,"tag":153,"props":164,"children":165},{},[166],{"type":43,"value":167},"If it works, why will it be a big deal",{"type":37,"tag":153,"props":169,"children":170},{},[171],{"type":43,"value":172},"What you think are the major risks\"",{"type":37,"tag":110,"props":174,"children":176},{"id":175},"workflow",[177],{"type":43,"value":178},"Workflow",{"type":37,"tag":46,"props":180,"children":181},{},[182],{"type":43,"value":183},"From there, guide the user through the early stages of problem selection and evaluation:",{"type":37,"tag":185,"props":186,"children":187},"ul",{},[188,198,208,218],{"type":37,"tag":153,"props":189,"children":190},{},[191,196],{"type":37,"tag":67,"props":192,"children":193},{},[194],{"type":43,"value":195},"Skill 1: Intuition Pumps",{"type":43,"value":197}," - Refine and strengthen the idea",{"type":37,"tag":153,"props":199,"children":200},{},[201,206],{"type":37,"tag":67,"props":202,"children":203},{},[204],{"type":43,"value":205},"Skill 2: Risk Assessment",{"type":43,"value":207}," - Identify and manage project risks",{"type":37,"tag":153,"props":209,"children":210},{},[211,216],{"type":37,"tag":67,"props":212,"children":213},{},[214],{"type":43,"value":215},"Skill 3: Optimization Function",{"type":43,"value":217}," - Define success metrics",{"type":37,"tag":153,"props":219,"children":220},{},[221,226],{"type":37,"tag":67,"props":222,"children":223},{},[224],{"type":43,"value":225},"Skill 4: Parameter Strategy",{"type":43,"value":227}," - Determine what to fix vs. keep flexible",{"type":37,"tag":46,"props":229,"children":230},{},[231,233,240,242,248,249,255,257,263],{"type":43,"value":232},"See ",{"type":37,"tag":234,"props":235,"children":237},"code",{"className":236},[],[238],{"type":43,"value":239},"references\u002F01-intuition-pumps.md",{"type":43,"value":241},", ",{"type":37,"tag":234,"props":243,"children":245},{"className":244},[],[246],{"type":43,"value":247},"references\u002F02-risk-assessment.md",{"type":43,"value":241},{"type":37,"tag":234,"props":250,"children":252},{"className":251},[],[253],{"type":43,"value":254},"references\u002F03-optimization-function.md",{"type":43,"value":256},", and ",{"type":37,"tag":234,"props":258,"children":260},{"className":259},[],[261],{"type":43,"value":262},"references\u002F04-parameter-strategy.md",{"type":43,"value":264}," for detailed guidance.",{"type":37,"tag":100,"props":266,"children":267},{},[],{"type":37,"tag":52,"props":269,"children":271},{"id":270},"option-2-troubleshoot-a-problem",[272],{"type":43,"value":273},"Option 2: Troubleshoot a Problem",{"type":37,"tag":110,"props":275,"children":277},{"id":276},"initial-prompt-1",[278],{"type":43,"value":115},{"type":37,"tag":46,"props":280,"children":281},{},[282,283],{"type":43,"value":120},{"type":37,"tag":67,"props":284,"children":285},{},[286],{"type":43,"value":287},"\"Tell me a short version of your problem (1-2 sentences or whatever is easy).\"",{"type":37,"tag":110,"props":289,"children":291},{"id":290},"response-approach-1",[292],{"type":43,"value":131},{"type":37,"tag":46,"props":294,"children":295},{},[296],{"type":43,"value":297},"After the user shares their problem, return a quick summary (no more than one paragraph) demonstrating understanding. 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Create original algorithmic art rather than copying existing artists' work to avoid copyright violations.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1884,1887,1890,1893],{"name":1885,"slug":1886,"type":16},"Creative","creative",{"name":1888,"slug":1889,"type":16},"Design","design",{"name":1891,"slug":1892,"type":16},"Generative Art","generative-art",{"name":1894,"slug":1895,"type":16},"JavaScript","javascript",161831,"https:\u002F\u002Fgithub.com\u002Fanthropics\u002Fskills","2026-04-06T17:56:15.455818",{"slug":1900,"name":1900,"fn":1901,"description":1902,"org":1903,"tags":1904,"stars":1896,"repoUrl":1897,"updatedAt":1912},"brand-guidelines","apply Anthropic brand colors and typography","Applies Anthropic's official brand colors and typography to any sort of artifact that may benefit from having Anthropic's look-and-feel. Use it when brand colors or style guidelines, visual formatting, or company design standards apply.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1905,1908,1909],{"name":1906,"slug":1907,"type":16},"Branding","branding",{"name":1888,"slug":1889,"type":16},{"name":1910,"slug":1911,"type":16},"Typography","typography","2026-04-06T17:56:05.042852",{"slug":1914,"name":1914,"fn":1915,"description":1916,"org":1917,"tags":1918,"stars":1896,"repoUrl":1897,"updatedAt":1924},"canvas-design","create posters and visual art as PNG or PDF","Create beautiful visual art in .png and .pdf documents using design philosophy. You should use this skill when the user asks to create a poster, piece of art, design, or other static piece. Create original visual designs, never copying existing artists' work to avoid copyright violations.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1919,1920,1921],{"name":1885,"slug":1886,"type":16},{"name":1888,"slug":1889,"type":16},{"name":1922,"slug":1923,"type":16},"PDF","pdf","2026-04-06T17:56:03.794732",{"slug":1926,"name":1926,"fn":1927,"description":1928,"org":1929,"tags":1930,"stars":1896,"repoUrl":1897,"updatedAt":1943},"claude-api","build apps with the Claude API","Reference for the Claude API \u002F Anthropic SDK — model ids, pricing, params, streaming, tool use, MCP, agents, caching, token counting, model migration.\nTRIGGER — read BEFORE opening the target file; don't skip because it \"looks like a one-liner\" — whenever: the prompt names Claude\u002FAnthropic in any form (Claude, Anthropic, Fable, Opus, Sonnet, Haiku, `anthropic`, `@anthropic-ai`, `claude-*`, `us.anthropic.*`, `[1m]`); the user asks about an LLM (pricing\u002Fmodel choice\u002Flimits\u002Fcaching) — never answer from memory; OR the task is LLM-shaped with provider unstated (agent\u002FMCP\u002Ftool-definition\u002Fmulti-agent\u002FRAG\u002FLLM-judge\u002Fcomputer-use; generate\u002Fsummarize\u002Fextract\u002Fclassify\u002Frewrite\u002Fconverse over NL; debugging refusals\u002Fcutoffs\u002Fstreaming\u002Ftool-calls\u002Ftokens).\nSKIP only when another provider is being worked on (overrides all triggers): OpenAI\u002FGPT\u002FGemini\u002FLlama\u002FMistral\u002FCohere\u002FOllama named in the query; OR `grep -rE 'openai|langchain_openai|google.generativeai|genai|mistralai|cohere|ollama'` over the project hits (run this grep FIRST if no provider named — don't Read the file).",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1931,1934,1935,1938,1940],{"name":1932,"slug":1933,"type":16},"Agents","agents",{"name":9,"slug":8,"type":16},{"name":1936,"slug":1937,"type":16},"Anthropic SDK","anthropic-sdk",{"name":1939,"slug":1926,"type":16},"Claude API",{"name":1941,"slug":1942,"type":16},"LLM","llm","2026-07-28T05:36:08.213335",{"slug":1945,"name":1945,"fn":1946,"description":1947,"org":1948,"tags":1949,"stars":1896,"repoUrl":1897,"updatedAt":1956},"doc-coauthoring","co-author documentation and technical specs","Guide users through a structured workflow for co-authoring documentation. Use when user wants to write documentation, proposals, technical specs, decision docs, or similar structured content. This workflow helps users efficiently transfer context, refine content through iteration, and verify the doc works for readers. Trigger when user mentions writing docs, creating proposals, drafting specs, or similar documentation tasks.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1950,1953],{"name":1951,"slug":1952,"type":16},"Documentation","documentation",{"name":1954,"slug":1955,"type":16},"Technical Writing","technical-writing","2026-04-06T17:56:14.18897",{"slug":1958,"name":1958,"fn":1959,"description":1960,"org":1961,"tags":1962,"stars":1896,"repoUrl":1897,"updatedAt":1977},"docx","create and edit Word documents","Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files) or Word templates (.dotx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', '.dotx', or requests to produce professional documents with formatting like tables of contents, headings, page numbers, or letterheads. Also use when extracting or reorganizing content from .docx or .dotx files, inserting or replacing images in documents, performing find-and-replace in Word files, working with tracked changes or comments, or converting content into a polished Word document. If the user asks for a 'report', 'memo', 'letter', 'template', or similar deliverable as a Word or .docx file, use this skill. Do NOT use for PDFs, spreadsheets, Google Docs, or general coding tasks unrelated to document generation.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1963,1966,1968,1971,1974],{"name":1964,"slug":1965,"type":16},"Documents","documents",{"name":1967,"slug":1958,"type":16},"DOCX",{"name":1969,"slug":1970,"type":16},"Office","office",{"name":1972,"slug":1973,"type":16},"Templates","templates",{"name":1975,"slug":1976,"type":16},"Word","word","2026-07-18T05:16:23.136271",{"slug":1979,"name":1979,"fn":1980,"description":1981,"org":1982,"tags":1983,"stars":1896,"repoUrl":1897,"updatedAt":1997},"frontend-design","design production-grade frontend interfaces","Guidance for distinctive, intentional visual design when building new UI or reshaping an existing one. Helps with aesthetic direction, typography, and making choices that don't read as templated defaults.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1984,1985,1988,1991,1994],{"name":1888,"slug":1889,"type":16},{"name":1986,"slug":1987,"type":16},"Frontend","frontend",{"name":1989,"slug":1990,"type":16},"React","react",{"name":1992,"slug":1993,"type":16},"Tailwind CSS","tailwind-css",{"name":1995,"slug":1996,"type":16},"UI Components","ui-components","2026-04-06T17:56:16.723469",{"slug":1999,"name":1999,"fn":2000,"description":2001,"org":2002,"tags":2003,"stars":1896,"repoUrl":1897,"updatedAt":2011},"internal-comms","write internal company communications","A set of resources to help me write all kinds of internal communications, using the formats that my company likes to use. Claude should use this skill whenever asked to write some sort of internal communications (status reports, leadership updates, 3P updates, company newsletters, FAQs, incident reports, project updates, etc.).",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[2004,2007,2008],{"name":2005,"slug":2006,"type":16},"Communications","communications",{"name":1972,"slug":1973,"type":16},{"name":2009,"slug":2010,"type":16},"Writing","writing","2026-04-06T17:56:20.695522",{"slug":2013,"name":2013,"fn":2014,"description":2015,"org":2016,"tags":2017,"stars":1896,"repoUrl":1897,"updatedAt":2026},"mcp-builder","build MCP servers","Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node\u002FTypeScript (MCP SDK).",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[2018,2019,2022,2023],{"name":1932,"slug":1933,"type":16},{"name":2020,"slug":2021,"type":16},"API Development","api-development",{"name":1941,"slug":1942,"type":16},{"name":2024,"slug":2025,"type":16},"MCP","mcp","2026-04-06T17:56:10.357665",{"slug":1923,"name":1923,"fn":2028,"description":2029,"org":2030,"tags":2031,"stars":1896,"repoUrl":1897,"updatedAt":2034},"read edit and manipulate PDF files","Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text\u002Ftables from PDFs, combining or merging multiple PDFs into one, splitting PDFs apart, rotating pages, adding watermarks, creating new PDFs, filling PDF forms, encrypting\u002Fdecrypting PDFs, extracting images, and OCR on scanned PDFs to make them searchable. If the user mentions a .pdf file or asks to produce one, use this skill.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[2032,2033],{"name":1964,"slug":1965,"type":16},{"name":1922,"slug":1923,"type":16},"2026-04-06T17:56:02.483316",{"slug":2036,"name":2036,"fn":2037,"description":2038,"org":2039,"tags":2040,"stars":1896,"repoUrl":1897,"updatedAt":2047},"pptx","create and edit PowerPoint presentations","Use this skill any time a .pptx or .potx file is involved in any way — as input, output, or both. This includes: creating slide decks, pitch decks, or presentations; reading, parsing, or extracting text from any .pptx or .potx file (even if the extracted content will be used elsewhere, like in an email or summary); editing, modifying, or updating existing presentations; combining or splitting slide files; working with templates (.potx), layouts, speaker notes, or comments. Trigger whenever the user mentions \"deck,\" \"slides,\" \"presentation,\" or references a .pptx or .potx filename, regardless of what they plan to do with the content afterward. If a .pptx or .potx file needs to be opened, created, or touched, use this skill.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[2041,2044],{"name":2042,"slug":2043,"type":16},"PowerPoint","powerpoint",{"name":2045,"slug":2046,"type":16},"Presentations","presentations","2026-07-18T05:16:24.1471",{"slug":2049,"name":2049,"fn":2050,"description":2051,"org":2052,"tags":2053,"stars":1896,"repoUrl":1897,"updatedAt":2063},"skill-creator","create and optimize agent skills","Create new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, edit, or optimize an existing skill, run evals to test a skill, benchmark skill performance with variance analysis, or optimize a skill's description for better triggering accuracy.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[2054,2055,2056,2059,2062],{"name":1932,"slug":1933,"type":16},{"name":1951,"slug":1952,"type":16},{"name":2057,"slug":2058,"type":16},"Evals","evals",{"name":2060,"slug":2061,"type":16},"Performance","performance",{"name":1954,"slug":1955,"type":16},"2026-04-19T06:45:40.804",490]