403 lines
40 KiB
Markdown
403 lines
40 KiB
Markdown
# External AI agent skills — snowboard-instructor
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Proven, publicly available AI agent skills mapped to this occupation.
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Nothing is copied from the sources: every entry is a name, a one-line
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summary and a link to the upstream skill package. Each section names
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its source repository, commit, license and retrieval date.
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**Tiers:** `core` = the skill directly exercises a top market hard
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skill, tool or method (from gated job-ad evidence) or an essential
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ESCO competence of this occupation; `adjacent` =
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plausibly useful, secondary. Entries are capped at 12 per source
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and 80 in total per occupation (core first,
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strongest matches survive); everything beyond the caps is excluded
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and logged in the pipeline audit trail, not in this package.
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_Matched deterministically (ISCO group + title/competence keywords,
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tiered against market evidence + ESCO essentials) by
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`pipeline/p5_enrich_ai_skills.py` on 2026-07-14._
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## Source: anthropics/skills
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- Repository: [https://github.com/anthropics/skills](https://github.com/anthropics/skills) (commit `f6656c1`, retrieved 2026-07-14)
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- License: Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available — see the LICENSE.txt in the upstream skill folder
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| Skill | Tier | What it adds | Upstream |
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| `docx` | adjacent | 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 … | [source](https://github.com/anthropics/skills/tree/main/skills/docx) |
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| `pdf` | adjacent | Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text/tables from PDFs, combining or merging multiple PDFs into one, splitting PDFs apart, rotating pages, adding watermarks, creating … | [source](https://github.com/anthropics/skills/tree/main/skills/pdf) |
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## Source: a5c-ai/babysitter
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- Repository: [https://github.com/a5c-ai/babysitter](https://github.com/a5c-ai/babysitter) (commit `44a5d58b`, retrieved 2026-07-14)
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- License: MIT
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| Skill | Tier | What it adds | Upstream |
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| `lms-admin` | adjacent | Configure and manage Learning Management System operations including courses, enrollments, compliance training, and learning analytics | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/human-resources/skills/lms-admin) |
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## Source: affaan-m/everything-claude-code
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- Repository: [https://github.com/affaan-m/everything-claude-code](https://github.com/affaan-m/everything-claude-code) (commit `ed38744`, retrieved 2026-07-14)
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- License: MIT
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| Skill | Tier | What it adds | Upstream |
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| `documentation-lookup` | adjacent | Use up-to-date library and framework docs via Context7 MCP instead of training data. Activates for setup questions, API references, code examples, or when the user names a framework (e.g. React, Next.js, Prisma). | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/.agents/skills/documentation-lookup) |
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## Source: AIDevGTM/gtm-cofounder
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- Repository: [https://github.com/AIDevGTM/gtm-cofounder](https://github.com/AIDevGTM/gtm-cofounder) (commit `627d901`, retrieved 2026-07-14)
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- License: MIT
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| Skill | Tier | What it adds | Upstream |
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| `founder-led-content` | core | Build authority by teaching the problem space, not announcing features. Use when the founder finds \"marketing\" distasteful and does none, publishes only product updates, or wants a sustainable content and GitHub-README strategy that … | [source](https://github.com/AIDevGTM/gtm-cofounder/tree/627d901/skills/14-founder-led-content) |
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## Source: anthropics/claude-plugins-official
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- Repository: [https://github.com/anthropics/claude-plugins-official](https://github.com/anthropics/claude-plugins-official) (commit `ba1611e`, retrieved 2026-07-14)
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- License: Apache-2.0
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| Skill | Tier | What it adds | Upstream |
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| `example-skill` | core | This skill should be used when the user asks to "demonstrate skills", "show skill format", "create a skill template", or discusses skill development patterns. Provides a reference template for creating Claude Code plugin skills. | [source](https://github.com/anthropics/claude-plugins-official/tree/ba1611e/plugins/example-plugin/skills/example-skill) |
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## Source: basicmachines-co/basic-memory
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- Repository: [https://github.com/basicmachines-co/basic-memory](https://github.com/basicmachines-co/basic-memory) (commit `53da71c`, retrieved 2026-07-14)
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- License: custom (see upstream LICENSE)
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| Skill | Tier | What it adds | Upstream |
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| `memory-onboarding` | core | Guide someone new to Basic Memory through designing and building a complete personal knowledge system — interview them about what they want to track, propose a structure, build it with schemas and instruction notes, teach them to use it, … | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-onboarding) |
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## Source: bevibing/tutor-skills
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- Repository: [https://github.com/bevibing/tutor-skills](https://github.com/bevibing/tutor-skills) (commit `397110c`, retrieved 2026-07-14)
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- License: MIT
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| Skill | Tier | What it adds | Upstream |
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| `tutor` | core | Interactive quiz tutor for Obsidian StudyVault learning. Use when the user wants to: (1) Take a diagnostic assessment of their knowledge, (2) Study or review specific sections/topics, (3) Drill weak areas identified in previous sessions, … | [source](https://github.com/bevibing/tutor-skills/tree/397110c/skills/tutor) |
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## Source: brycewang-stanford/Auto-Empirical-Research-Skills
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- Repository: [https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills) (commit `85bf545`, retrieved 2026-07-14)
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- License: CC-BY-4.0
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| Skill | Tier | What it adds | Upstream |
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| `education-skills` | core | 7 education research skills. Trigger: pedagogical research, course design, learning analytics, assessment. Design: evidence-based teaching methods and educational measurement tools. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/education) |
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## Source: coreyhaines31/makerskills
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- Repository: [https://github.com/coreyhaines31/makerskills](https://github.com/coreyhaines31/makerskills) (commit `17218de`, retrieved 2026-07-14)
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- License: MIT
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| Skill | Tier | What it adds | Upstream |
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| `toolify` | adjacent | When you want to integrate an external tool, API, MCP server, or service into a project — the wizard walks you through auth, config, env vars, client wrapper code, example usage, and (optionally) a smoke-test. Scoped to Next.js and Rails … | [source](https://github.com/coreyhaines31/makerskills/tree/17218de/skills/toolify) |
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## Source: davila7/claude-code-templates
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- Repository: [https://github.com/davila7/claude-code-templates](https://github.com/davila7/claude-code-templates) (commit `fa79251`, retrieved 2026-07-14)
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- License: MIT
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| Skill | Tier | What it adds | Upstream |
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| `academic-cv-builder` | core | Format CVs for academic positions, including publications, grants, teaching, and research experience. Use when the user mentions academic CV, faculty job, tenure-track, postdoc, PhD, research position, or needs to list publications, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/career/academic-cv-builder) |
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| `code-review-excellence` | core | Transform code reviews from gatekeeping to knowledge sharing through constructive feedback, systematic analysis, and collaborative improvement. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/productivity/code-review-excellence) |
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| `moodle-external-api-development` | adjacent | Create custom external web service APIs for Moodle LMS. Use when implementing web services for course management, user tracking, quiz operations, or custom plugin functionality. Covers parameter validation, database operations, error … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/moodle-external-api-development) |
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| `gptq` | adjacent | Post-training 4-bit quantization for LLMs with minimal accuracy loss. Use for deploying large models (70B, 405B) on consumer GPUs, when you need 4× memory reduction with <2% perplexity degradation, or for faster inference (3-4× speedup) vs … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/optimization-gptq) |
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| `it-operations` | adjacent | Manages IT infrastructure, monitoring, incident response, and service reliability. Provides frameworks for ITIL service management, observability strategies, automation, backup/recovery, capacity planning, and operational excellence … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/it-operations) |
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| `optimizing-attention-flash` | adjacent | Optimizes transformer attention with Flash Attention for 2-4x speedup and 10-20x memory reduction. Use when training/running transformers with long sequences (>512 tokens), encountering GPU memory issues with attention, or need faster … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/optimization-flash-attention) |
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| `quantizing-models-bitsandbytes` | adjacent | Quantizes LLMs to 8-bit or 4-bit for 50-75% memory reduction with minimal accuracy loss. Use when GPU memory is limited, need to fit larger models, or want faster inference. Supports INT8, NF4, FP4 formats, QLoRA training, and 8-bit … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/optimization-bitsandbytes) |
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| `railway-metrics` | adjacent | Query resource usage metrics for Railway services. Use when user asks about resource usage, CPU, memory, network, disk, or service performance like "how much memory is my service using" or "is my service slow". | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/railway/metrics) |
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| `unsloth` | adjacent | Expert guidance for fast fine-tuning with Unsloth - 2-5x faster training, 50-80% less memory, LoRA/QLoRA optimization | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/fine-tuning-unsloth) |
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## Source: Devin-AXIS/iPolloWork
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- Repository: [https://github.com/Devin-AXIS/iPolloWork](https://github.com/Devin-AXIS/iPolloWork) (commit `5107542`, retrieved 2026-07-14)
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- License: custom (see upstream LICENSE)
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| Skill | Tier | What it adds | Upstream |
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| `wechat-official-messages` | core | Design safe WeChat follower-message automation and send customer-service text only when the user provides an explicit target and confirmation. | [source](https://github.com/Devin-AXIS/iPolloWork/tree/5107542/examples/plugin-packages/wechat-official/.opencode/skills/wechat-official-messages) |
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| `github-publish-changes` | adjacent | Publish intentional local changes by confirming scope, creating a branch when needed, staging selected files, committing, pushing, and creating a Draft Pull Request through the connected GitHub service. | [source](https://github.com/Devin-AXIS/iPolloWork/tree/5107542/examples/plugin-packages/github/.opencode/skills/github-publish-changes) |
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## Source: FlorianBruniaux/claude-code-ultimate-guide
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- Repository: [https://github.com/FlorianBruniaux/claude-code-ultimate-guide](https://github.com/FlorianBruniaux/claude-code-ultimate-guide) (commit `5395214`, retrieved 2026-07-14)
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- License: custom (see upstream LICENSE)
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| Skill | Tier | What it adds | Upstream |
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| `security` | core | Rapid security assessment focused on OWASP Top 10 vulnerabilities | [source](https://github.com/FlorianBruniaux/claude-code-ultimate-guide/tree/5395214/examples/skills/security) |
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| `security-audit` | core | Comprehensive security audit with scored posture assessment | [source](https://github.com/FlorianBruniaux/claude-code-ultimate-guide/tree/5395214/examples/skills/security-audit) |
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| `self-assessment` | core | Interactive skill assessment with personalized learning path generation | [source](https://github.com/FlorianBruniaux/claude-code-ultimate-guide/tree/5395214/.agents/skills/self-assessment) |
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## Source: foryourhealth111-pixel/Vibe-Skills
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- Repository: [https://github.com/foryourhealth111-pixel/Vibe-Skills](https://github.com/foryourhealth111-pixel/Vibe-Skills) (commit `34429a8`, retrieved 2026-07-14)
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- License: Apache-2.0
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| Skill | Tier | What it adds | Upstream |
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| `unsloth` | adjacent | Expert guidance for fast fine-tuning with Unsloth - 2-5x faster training, 50-80% less memory, LoRA/QLoRA optimization | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/unsloth) |
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## Source: GarethManning/education-agent-skills
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- Repository: [https://github.com/GarethManning/education-agent-skills](https://github.com/GarethManning/education-agent-skills) (commit `4be2795`, retrieved 2026-07-14)
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- License: CC-BY-4.0
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| Skill | Tier | What it adds | Upstream |
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| `explicit-instruction-sequence-builder` | core | Build a complete explicit instruction sequence from teacher modelling through guided practice to independent work. Use when teaching new skills, procedures, or concepts through direct instruction. | [source](https://github.com/GarethManning/education-agent-skills/tree/4be2795/skills/explicit-instruction/explicit-instruction-sequence-builder) |
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| `productive-failure-desirable-difficulty-designer` | core | Redesign a direct instruction sequence to include productive struggle before the explanation phase. Use when teaching concepts that benefit from failure-first approaches. | [source](https://github.com/GarethManning/education-agent-skills/tree/4be2795/skills/ai-learning-science/productive-failure-desirable-difficulty-designer) |
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| `sheltered-instruction-lesson-modifier` | core | Modify a lesson plan using SIOP sheltered instruction principles to support language learners across all four skills. Use when planning lessons for classes that include EAL students. | [source](https://github.com/GarethManning/education-agent-skills/tree/4be2795/skills/eal-language-development/sheltered-instruction-lesson-modifier) |
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| `checking-for-understanding-protocol-designer` | core | Design a checking-for-understanding protocol with specific techniques for each lesson stage. Use when planning systematic comprehension checks during explicit or direct instruction. | [source](https://github.com/GarethManning/education-agent-skills/tree/4be2795/skills/explicit-instruction/checking-for-understanding-protocol-designer) |
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| `digital-worked-example-sequence` | core | Create an interactive digital worked example sequence with fading for online or blended delivery. Use when building e-learning modules, LMS content, or app-based instruction. | [source](https://github.com/GarethManning/education-agent-skills/tree/4be2795/skills/ai-learning-science/digital-worked-example-sequence) |
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| `hinge-question-designer` | core | Design a diagnostic hinge question that reveals whether students understand enough to move on. Use when planning key checkpoints mid-lesson during explicit or direct instruction. | [source](https://github.com/GarethManning/education-agent-skills/tree/4be2795/skills/questioning-discussion/hinge-question-designer) |
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| `historical-thinking-strategy-modelling-guide` | core | Design a teacher think-aloud that models historical thinking strategies with a specific document. Use when planning explicit strategy instruction or when students follow a protocol without understanding the underlying reasoning. | [source](https://github.com/GarethManning/education-agent-skills/tree/4be2795/skills/historical-thinking/historical-thinking-strategy-modelling-guide) |
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| `productive-failure-protocol` | core | Stage exploration before instruction on complex problems. The learner produces two attempted approaches before consolidation — which builds on those attempts, not from scratch. Use for genuinely hard problems where struggle produces deeper … | [source](https://github.com/GarethManning/education-agent-skills/tree/4be2795/skills/student-learning/productive-failure-protocol) |
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| `instructional-coaching-conversation-guide` | core | Generate a coaching conversation guide with questions, protocols, and follow-up actions for a teaching focus. Use when preparing for coaching sessions, mentoring, or peer feedback conversations. | [source](https://github.com/GarethManning/education-agent-skills/tree/4be2795/skills/professional-learning/instructional-coaching-conversation-guide) |
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| `kud-knowledge-type-mapper` | core | Classify curriculum content into Know, Understand, and Do categories to align teaching and assessment approaches. Use when planning units, writing objectives, or selecting assessment methods. | [source](https://github.com/GarethManning/education-agent-skills/tree/4be2795/skills/curriculum-assessment/kud-knowledge-type-mapper) |
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| `ai-socratic-dialogue-designer` | core | Design a multi-round questioning sequence for interrogating AI chatbot answers, tracking how responses shift and distinguishing genuine updates from sycophantic capitulation. Use when teaching students to probe AI critically. | [source](https://github.com/GarethManning/education-agent-skills/tree/4be2795/skills/ai-literacy/ai-socratic-dialogue-designer) |
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| `argument-structure-scaffold-generator` | core | Generate argument structure scaffolds using Toulmin, PEEL, or CER frameworks for a specific claim or question. Use when teaching argumentative or analytical writing across any subject. | [source](https://github.com/GarethManning/education-agent-skills/tree/4be2795/skills/literacy-critical-thinking/argument-structure-scaffold-generator) |
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## Source: giuseppe-trisciuoglio/developer-kit
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- Repository: [https://github.com/giuseppe-trisciuoglio/developer-kit](https://github.com/giuseppe-trisciuoglio/developer-kit) (commit `306f428`, retrieved 2026-07-14)
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- License: MIT
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| Skill | Tier | What it adds | Upstream |
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| `memory-md-management` | core | Provides comprehensive memory file management capabilities including auditing, quality assessment, and targeted improvements for files such as CLAUDE.md. Use when user asks to check, audit, update, improve, fix, maintain, or validate … | [source](https://github.com/giuseppe-trisciuoglio/developer-kit/tree/306f428/plugins/developer-kit-core/skills/memory-md-management) |
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## Source: JasonColapietro/suede-creator-skills
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- Repository: [https://github.com/JasonColapietro/suede-creator-skills](https://github.com/JasonColapietro/suede-creator-skills) (commit `0dc2aef`, retrieved 2026-07-14)
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- License: MIT
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| Skill | Tier | What it adds | Upstream |
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| `suede-offers` | adjacent | Suede-affiliated offer design for value framing, bonuses, guarantees, risk reversal, honest scarcity, naming, and payment structure. Use when the user is building or diagnosing a service, course, coaching, information-product, agency, or … | [source](https://github.com/JasonColapietro/suede-creator-skills/tree/0dc2aef/skills/suede-offers) |
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## Source: jeremylongshore/claude-code-plugins-plus-skills
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- Repository: [https://github.com/jeremylongshore/claude-code-plugins-plus-skills](https://github.com/jeremylongshore/claude-code-plugins-plus-skills) (commit `e112938a`, retrieved 2026-07-14)
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- License: MIT
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| Skill | Tier | What it adds | Upstream |
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| `scorecard-marketing` | core | Build quiz and assessment funnels that generate qualified leads at 30-50% conversion. Use when the user mentions "quiz funnel", "scorecard", "lead magnet", "score-based segmentation", or "lead qualification". Also trigger when designing … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/business-tools/wondelai-scorecard-marketing) |
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| `speak-data-handling` | core | Handle student audio data, assessment records, and learning progress with GDPR/COPPA compliance. Use when implementing data handling, or managing Speak language learning platform operations. Trigger with phrases like "speak data handling", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/speak-pack/skills/speak-data-handling) |
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## Source: kgraph57/mckinsey-style-visualization-skill
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- Repository: [https://github.com/kgraph57/mckinsey-style-visualization-skill](https://github.com/kgraph57/mckinsey-style-visualization-skill) (commit `6b2f2bd`, retrieved 2026-07-14)
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- License: MIT
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| Skill | Tier | What it adds | Upstream |
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| `strategy-consulting-visualization` | adjacent | Use when turning any content into clear, professional visualizations - board slides, reports, proposals, research summaries, training materials, technical diagrams, infographics, process flows, timelines, benchmarks, waterfall charts, or … | [source](https://github.com/kgraph57/mckinsey-style-visualization-skill/tree/6b2f2bd) |
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## Source: ljagiello/ctf-skills
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- Repository: [https://github.com/ljagiello/ctf-skills](https://github.com/ljagiello/ctf-skills) (commit `d19f35f`, retrieved 2026-07-14)
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- License: MIT
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| Skill | Tier | What it adds | Upstream |
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| `ctf-pwn` | adjacent | Provides binary exploitation techniques for CTF challenges. Use when you already have a vulnerable native target or service and need to turn memory corruption or low-level primitives into code execution or privilege escalation, such as … | [source](https://github.com/ljagiello/ctf-skills/tree/d19f35f/ctf-pwn) |
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| `ctf-ai-ml` | adjacent | Provides AI and machine learning techniques for CTF challenges. Use when attacking ML models, crafting adversarial examples, performing model extraction, prompt injection, membership inference, training data poisoning, fine-tuning … | [source](https://github.com/ljagiello/ctf-skills/tree/d19f35f/ctf-ai-ml) |
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## Source: luongnv89/claude-howto
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- Repository: [https://github.com/luongnv89/claude-howto](https://github.com/luongnv89/claude-howto) (commit `a645ffe`, retrieved 2026-07-14)
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- License: MIT
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| Skill | Tier | What it adds | Upstream |
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| `lesson-quiz` | core | Test a learner on a single Claude Code tutorial lesson (01-10) with 10 questions, scoring answers and flagging weak spots. Use before, during, or after a lesson. Don't use for whole-tutorial assessment or explaining a topic instead of … | [source](https://github.com/luongnv89/claude-howto/tree/a645ffe/.claude/skills/lesson-quiz) |
|
||
| `self-assessment` | core | Comprehensive Claude Code self-assessment and learning path advisor. Runs a multi-category quiz covering 10 feature areas, produces a detailed skill profile with per-topic scores, identifies specific gaps, and generates a personalized … | [source](https://github.com/luongnv89/claude-howto/tree/a645ffe/.claude/skills/self-assessment) |
|
||
|
||
## Source: mcollina/skills
|
||
|
||
- Repository: [https://github.com/mcollina/skills](https://github.com/mcollina/skills) (commit `5b2a813`, retrieved 2026-07-14)
|
||
- License: MIT
|
||
|
||
| Skill | Tier | What it adds | Upstream |
|
||
|---|---|---|---|
|
||
| `skill-optimizer` | core | Optimizes AI skills for activation, clarity, and cross-model reliability. Use when creating or editing skill packs, diagnosing weak skill uptake, reducing regressions, tuning instruction salience, improving examples, shrinking context … | [source](https://github.com/mcollina/skills/tree/5b2a813/skills/skill-optimizer) |
|
||
|
||
## Source: microsoft/power-platform-skills
|
||
|
||
- Repository: [https://github.com/microsoft/power-platform-skills](https://github.com/microsoft/power-platform-skills) (commit `0d7ed9a`, retrieved 2026-07-14)
|
||
- License: MIT
|
||
|
||
| Skill | Tier | What it adds | Upstream |
|
||
|---|---|---|---|
|
||
| `add-ai-webapi` | adjacent | Integrates Power Pages generative-AI summarization APIs (PREVIEW) into a Single Page Application (SPA) site — the Search Summary API and the Data Summarization API — on any record-detail or list page. Generates per-target service code … | [source](https://github.com/microsoft/power-platform-skills/tree/0d7ed9a/plugins/power-pages/skills/add-ai-webapi) |
|
||
|
||
## Source: mohitagw15856/pm-claude-skills
|
||
|
||
- Repository: [https://github.com/mohitagw15856/pm-claude-skills](https://github.com/mohitagw15856/pm-claude-skills) (commit `876fa30`, retrieved 2026-07-14)
|
||
- License: MIT
|
||
|
||
| Skill | Tier | What it adds | Upstream |
|
||
|---|---|---|---|
|
||
| `teaching-lesson-plan` | core | Design a structured lesson plan for any subject, audience, or format. Use when asked to write a lesson plan, course outline, teaching session, workshop curriculum, or training module. Produces a complete lesson plan with learning … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-cross/skills/teaching-lesson-plan) |
|
||
| `lesson-plan` | core | Build a complete, standards-aligned lesson plan with clear objectives, a timed activity sequence, differentiation, and assessment. Use when asked to write a lesson plan, plan a class or lesson, design a teaching session, or structure … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-education/skills/lesson-plan) |
|
||
| `student-feedback` | core | Write constructive, specific feedback on student work that motivates and tells the student exactly how to improve. Use when asked to give feedback on a student's work, write grading comments, respond to an essay or assignment, or coach a … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-education/skills/student-feedback) |
|
||
| `quiz-generator` | core | Generate a quiz or test on any topic with a balanced mix of question types and difficulty, plus a complete answer key with explanations. Use when asked to create a quiz, write a test, make practice questions, or build an assessment. … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-education/skills/quiz-generator) |
|
||
|
||
## Source: muratcankoylan/Agent-Skills-for-Context-Engineering
|
||
|
||
- Repository: [https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering](https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering) (commit `c578e85`, retrieved 2026-07-14)
|
||
- License: MIT
|
||
|
||
| Skill | Tier | What it adds | Upstream |
|
||
|---|---|---|---|
|
||
| `reasoning-trace-optimizer` | core | Debug and optimize AI agents by analyzing reasoning traces, context degradation, tool confusion, instruction drift, repeated task failures, and performance regressions. | [source](https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/c578e85/examples/interleaved-thinking) |
|
||
|
||
## Source: nexu-io/open-design
|
||
|
||
- Repository: [https://github.com/nexu-io/open-design](https://github.com/nexu-io/open-design) (commit `4b66023`, retrieved 2026-07-14)
|
||
- License: Apache-2.0
|
||
|
||
| Skill | Tier | What it adds | Upstream |
|
||
|---|---|---|---|
|
||
| `html-ppt-testing-safety-alert` | core | A hospital data-governance briefing: patient-data risk, the control framework, accountability, and the approval the board must give. Built as a decision-grade policy briefing deck for health-system board, regulators. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/html-ppt-testing-safety-alert) |
|
||
| `creative-director` | core | AI creative director with recursive self-assessment: 20+ methodologies (SIT, TRIZ, Bisociation, SCAMPER, Synectics), 3-axis evaluation calibrated against Cannes/D&AD/HumanKind, 5-phase process from brief to presentation. | [source](https://github.com/nexu-io/open-design/tree/4b66023/skills/creative-director) |
|
||
| `html-ppt-zhangzara-daisy-days` | adjacent | A customer-success workshop onboarding users to a project-management app — the first-value path and the habits that retain. Built as a decision-grade professional training deck for new customers, CS team. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/html-ppt-zhangzara-daisy-days) |
|
||
| `eng-runbook` | adjacent | An engineering runbook — service overview, alerts table, dashboards links, common procedures with copy-pasteable commands, on-call rotation, and an incident-response checklist. Use when the brief mentions "runbook", "ops doc", "on-call … | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/eng-runbook) |
|
||
| `html-ppt-zhangzara-retro-windows` | adjacent | An IT security-awareness training on spotting phishing — the tells, the drill, and what to do in the first 60 seconds. Built as a decision-grade professional training deck for all employees. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/html-ppt-zhangzara-retro-windows) |
|
||
|
||
## Source: OpenRaiser/NanoResearch
|
||
|
||
- Repository: [https://github.com/OpenRaiser/NanoResearch](https://github.com/OpenRaiser/NanoResearch) (commit `7144364`, retrieved 2026-07-14)
|
||
- License: MIT
|
||
|
||
| Skill | Tier | What it adds | Upstream |
|
||
|---|---|---|---|
|
||
| `unsloth` | adjacent | Expert guidance for fast fine-tuning with Unsloth - 2-5x faster training, 50-80% less memory, LoRA/QLoRA optimization | [source](https://github.com/OpenRaiser/NanoResearch/tree/7144364/skills/vendor-ai-research/unsloth) |
|
||
|
||
## Source: OpenSenseNova/SenseNova-Skills
|
||
|
||
- Repository: [https://github.com/OpenSenseNova/SenseNova-Skills](https://github.com/OpenSenseNova/SenseNova-Skills) (commit `d8bb438`, retrieved 2026-07-14)
|
||
- License: MIT
|
||
|
||
| Skill | Tier | What it adds | Upstream |
|
||
|---|---|---|---|
|
||
| `outlier-detection-and-quality-assessment` | core | 执行全面的异常值检测与数据质量评估,利用 IQR 方法识别异常值并结合偏度、峰度分析数据分布特征,适用于非正态分布数据的预处理阶段。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-data-cleaning/outlier-detection) |
|
||
|
||
## Source: Orchestra-Research/AI-research-SKILLs
|
||
|
||
- Repository: [https://github.com/Orchestra-Research/AI-research-SKILLs](https://github.com/Orchestra-Research/AI-research-SKILLs) (commit `773a529`, retrieved 2026-07-14)
|
||
- License: MIT
|
||
|
||
| Skill | Tier | What it adds | Upstream |
|
||
|---|---|---|---|
|
||
| `pytorch-fsdp2` | adjacent | Adds PyTorch FSDP2 (fully_shard) to training scripts with correct init, sharding, mixed precision/offload config, and distributed checkpointing. Use when models exceed single-GPU memory or when you need DTensor-based sharding with … | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/08-distributed-training/pytorch-fsdp2) |
|
||
| `gptq` | adjacent | Post-training 4-bit quantization for LLMs with minimal accuracy loss. Use for deploying large models (70B, 405B) on consumer GPUs, when you need 4× memory reduction with <2% perplexity degradation, or for faster inference (3-4× speedup) vs … | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/10-optimization/gptq) |
|
||
| `optimizing-attention-flash` | adjacent | Optimizes transformer attention with Flash Attention for 2-4x speedup and 10-20x memory reduction. Use when training/running transformers with long sequences (>512 tokens), encountering GPU memory issues with attention, or need faster … | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/10-optimization/flash-attention) |
|
||
| `quantizing-models-bitsandbytes` | adjacent | Quantizes LLMs to 8-bit or 4-bit for 50-75% memory reduction with minimal accuracy loss. Use when GPU memory is limited, need to fit larger models, or want faster inference. Supports INT8, NF4, FP4 formats, QLoRA training, and 8-bit … | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/10-optimization/bitsandbytes) |
|
||
| `unsloth` | adjacent | Expert guidance for fast fine-tuning with Unsloth - 2-5x faster training, 50-80% less memory, LoRA/QLoRA optimization | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/03-fine-tuning/unsloth) |
|
||
|
||
## Source: pedrohcgs/claude-code-my-workflow
|
||
|
||
- Repository: [https://github.com/pedrohcgs/claude-code-my-workflow](https://github.com/pedrohcgs/claude-code-my-workflow) (commit `be53c12`, retrieved 2026-07-14)
|
||
- License: MIT
|
||
|
||
| Skill | Tier | What it adds | Upstream |
|
||
|---|---|---|---|
|
||
| `syllabus` | core | Build or restructure a course syllabus from a topic list or reading list — course description + prerequisites, week-by-week schedule (topic → readings → deliverables), measurable learning objectives, an assessment scheme + rubric, standard … | [source](https://github.com/pedrohcgs/claude-code-my-workflow/tree/be53c12/.claude/skills/syllabus) |
|
||
|
||
## Source: rampstackco/claude-skills
|
||
|
||
- Repository: [https://github.com/rampstackco/claude-skills](https://github.com/rampstackco/claude-skills) (commit `bc6d961`, retrieved 2026-07-14)
|
||
- License: MIT
|
||
|
||
| Skill | Tier | What it adds | Upstream |
|
||
|---|---|---|---|
|
||
| `quiz-and-assessment-design` | core | Designing quizzes, personality assessments, and recommendation tools that segment users into actionable categories rather than generating clicks for clicks' sake. Question architecture, scoring algorithms, result categorization, … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/quiz-and-assessment-design) |
|
||
|
||
## Source: RoundTable02/tutor-skills
|
||
|
||
- Repository: [https://github.com/RoundTable02/tutor-skills](https://github.com/RoundTable02/tutor-skills) (commit `397110c`, retrieved 2026-07-14)
|
||
- License: MIT
|
||
|
||
| Skill | Tier | What it adds | Upstream |
|
||
|---|---|---|---|
|
||
| `tutor` | core | Interactive quiz tutor for Obsidian StudyVault learning. Use when the user wants to: (1) Take a diagnostic assessment of their knowledge, (2) Study or review specific sections/topics, (3) Drill weak areas identified in previous sessions, … | [source](https://github.com/RoundTable02/tutor-skills/tree/397110c/skills/tutor) |
|
||
|
||
## Source: ruvnet/claude-code-flow
|
||
|
||
- Repository: [https://github.com/ruvnet/claude-code-flow](https://github.com/ruvnet/claude-code-flow) (commit `73914bd`, retrieved 2026-07-14)
|
||
- License: MIT
|
||
|
||
| Skill | Tier | What it adds | Upstream |
|
||
|---|---|---|---|
|
||
| `Hooks Automation` | adjacent | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/hooks-automation) |
|
||
| `V3 Memory Unification` | adjacent | Unify 6+ memory systems into AgentDB with HNSW indexing for 150x-12,500x search improvements. Implements ADR-006 (Unified Memory Service) and ADR-009 (Hybrid Memory Backend). | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/v3-memory-unification) |
|
||
|
||
## Source: ruvnet/ruflo
|
||
|
||
- Repository: [https://github.com/ruvnet/ruflo](https://github.com/ruvnet/ruflo) (commit `73914bd`, retrieved 2026-07-14)
|
||
- License: MIT
|
||
|
||
| Skill | Tier | What it adds | Upstream |
|
||
|---|---|---|---|
|
||
| `Hooks Automation` | adjacent | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/hooks-automation) |
|
||
|
||
## Source: samber/cc-skills-golang
|
||
|
||
- Repository: [https://github.com/samber/cc-skills-golang](https://github.com/samber/cc-skills-golang) (commit `4881c01`, retrieved 2026-07-14)
|
||
- License: MIT
|
||
|
||
| Skill | Tier | What it adds | Upstream |
|
||
|---|---|---|---|
|
||
| `golang-security` | core | Security best practices and vulnerability prevention for Golang. Covers injection (SQL, command, XSS), cryptography, filesystem safety, network security, cookies, secrets management, memory safety, and logging. Apply when writing, … | [source](https://github.com/samber/cc-skills-golang/tree/4881c01/skills/golang-security) |
|
||
|
||
## Source: wondelai/skills
|
||
|
||
- Repository: [https://github.com/wondelai/skills](https://github.com/wondelai/skills) (commit `326b380`, retrieved 2026-07-14)
|
||
- License: MIT
|
||
|
||
| Skill | Tier | What it adds | Upstream |
|
||
|---|---|---|---|
|
||
| `scorecard-marketing` | core | Build quiz and assessment funnels that generate qualified leads at 30-50% conversion. Use when the user mentions "quiz funnel", "scorecard", "lead magnet", "score-based segmentation", or "lead qualification". Also trigger when designing … | [source](https://github.com/wondelai/skills/tree/326b380/scorecard-marketing) |
|
||
|
||
## Source: yaojingang/yao-meta-skill
|
||
|
||
- Repository: [https://github.com/yaojingang/yao-meta-skill](https://github.com/yaojingang/yao-meta-skill) (commit `4eb11f9`, retrieved 2026-07-14)
|
||
- License: MIT
|
||
|
||
| Skill | Tier | What it adds | Upstream |
|
||
|---|---|---|---|
|
||
| `incident-command-governor` | core | Build governed incident command packets. Use when asked to standardize incident review, run severity assessment, or assemble incident communication. | [source](https://github.com/yaojingang/yao-meta-skill/tree/4eb11f9/examples/governed-incident-command/generated-skill) |
|
||
|
||
## Source: zechenzhangAGI/AI-research-SKILLs
|
||
|
||
- Repository: [https://github.com/zechenzhangAGI/AI-research-SKILLs](https://github.com/zechenzhangAGI/AI-research-SKILLs) (commit `773a529`, retrieved 2026-07-14)
|
||
- License: MIT
|
||
|
||
| Skill | Tier | What it adds | Upstream |
|
||
|---|---|---|---|
|
||
| `pytorch-fsdp2` | adjacent | Adds PyTorch FSDP2 (fully_shard) to training scripts with correct init, sharding, mixed precision/offload config, and distributed checkpointing. Use when models exceed single-GPU memory or when you need DTensor-based sharding with … | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/08-distributed-training/pytorch-fsdp2) |
|
||
| `gptq` | adjacent | Post-training 4-bit quantization for LLMs with minimal accuracy loss. Use for deploying large models (70B, 405B) on consumer GPUs, when you need 4× memory reduction with <2% perplexity degradation, or for faster inference (3-4× speedup) vs … | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/10-optimization/gptq) |
|
||
| `optimizing-attention-flash` | adjacent | Optimizes transformer attention with Flash Attention for 2-4x speedup and 10-20x memory reduction. Use when training/running transformers with long sequences (>512 tokens), encountering GPU memory issues with attention, or need faster … | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/10-optimization/flash-attention) |
|
||
| `quantizing-models-bitsandbytes` | adjacent | Quantizes LLMs to 8-bit or 4-bit for 50-75% memory reduction with minimal accuracy loss. Use when GPU memory is limited, need to fit larger models, or want faster inference. Supports INT8, NF4, FP4 formats, QLoRA training, and 8-bit … | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/10-optimization/bitsandbytes) |
|
||
| `unsloth` | adjacent | Expert guidance for fast fine-tuning with Unsloth - 2-5x faster training, 50-80% less memory, LoRA/QLoRA optimization | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/03-fine-tuning/unsloth) |
|
||
|
||
## Source: zxkane/aws-skills
|
||
|
||
- Repository: [https://github.com/zxkane/aws-skills](https://github.com/zxkane/aws-skills) (commit `68530c6`, retrieved 2026-07-14)
|
||
- License: MIT
|
||
|
||
| Skill | Tier | What it adds | Upstream |
|
||
|---|---|---|---|
|
||
| `aws-agentic-ai` | adjacent | AWS Bedrock AgentCore comprehensive expert for deploying and managing AI agents at scale. Use when working with any AgentCore service including Gateway, Runtime, Memory, Identity, Code Interpreter, Browser, Observability, Agent Registry, … | [source](https://github.com/zxkane/aws-skills/tree/68530c6/plugins/aws-agentic-ai/skills/aws-agentic-ai) |
|