AI Ml AI Skills

14,875 open-source AI Ml AI skills that teach any AI model a new workflow.

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ollygarden logo

Otel Collector

ollygarden
Organization

OpenTelemetry Collector component configuration. Use when authoring, reviewing, or debugging Collector YAML for a specific receiver, processor, exporter, connector, or extension — config keys,…

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crane-in-clear-sky logo

Ardot Design Router

crane-in-clear-sky
Community

"Dispatcher for WorkBuddy's Ardot design assistant. Use this when a design task is in Craft/design mode but the specific deliverable type is not yet determined from UI signals. It classifies intent…

5
118
Instructions
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QSong-github logo

Nsides Query

QSong-github
Community

Query the nSIDES drug side effect databases (OnSIDES, OffSIDES, KidSIDES). Use whenever the user asks about drug adverse reactions, side effects, off-label safety signals, or pediatric drug safety for…

3
118
4 files
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roedyrustam logo

Adaptive Model Cascade

roedyrustam
Community

Model cascading & complexity-scored routing (Grok, Gemini, Claude) / Routing kaskade model & scoring kompleksitas (Grok, Gemini, Claude).

27
117
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aakashg logo

Product Designer

aakashg
Community

Use when the user asks to review a design, critique a UI or mockup, give design feedback, or check a screen for usability and accessibility issues. Do NOT use for visual brand or aesthetic preference…

35
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theguysudo logo

Architecture Designer

theguysudo
Community

Use when designing new high-level system architecture, reviewing existing designs, or making architectural decisions. Invoke to create architecture diagrams, write Architecture Decision Records…

29
116
Instructions
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llopresto87 logo

Brainstorm Internal

llopresto87
Community

The divergence technique CYPRESS applies to itself, with no user in the loop — generating genuinely distinct options against evidence already in hand, stating what would have to be true for each, and…

6
113
Instructions
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vincentkoc logo

Codebase Memory Mcp

vincentkoc
Community

Resolve canonical Git checkouts, index and verify codebase-memory-mcp graphs through the guarded CLI, open its browser viewer on request, and safely audit duplicate worktree caches. Use when a user…

9
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5 files
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emanueleielo logo

Form Patterns

emanueleielo
Community

Form handling with React Hook Form and Zod validation

25
111
Instructions
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cognyai logo

Ad Copy Writer

cognyai
Organization

Generate ad copy variations for Google, Microsoft, Meta, LinkedIn, TikTok, Reddit, Snapchat and X Ads (plus Apple Search Ads guidance)

15
111
Instructions
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cometchat logo

Cometchat Android V6 Builder Settings

cometchat
Organization

The CometChat Android v6 settings and session API reference — the assets/cometchat-settings.json file that initFromSettings reads (appId, region, credentials, uiKit toggles), the legacy UIKitSettings…

2
109
Instructions
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iurykrieger logo

Confluence To Markdown

iurykrieger
Community

Internal fetcher module for Confluence pages. Fetches content via Atlassian MCP (preferred), REST API with Basic Auth (fallback), or browser DOM extraction via Claude in Chrome (last resort) and…

9
109
1 files
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csmar432 logo

Fin Experiment Design

csmar432
Community

经济金融实证方法设计。根据研究想法和REFINED_DESIGN.md,生成完整的实证研究设计方案,覆盖识别策略选择、样本构建、变量定义、稳健性检验清单和内生性处理方案。

4
108
Instructions
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lploc94 logo

Add Mcp

lploc94
Community

Use when connecting an MCP server for Raw, explaining its binding, or diagnosing tools, including dashboard discovery. Select exact original names and verify live calls. Use create-package to share…

14
107
2 files
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meshy-dev logo

Meshy Openclaw

meshy-dev
Organization

Generates 3D models, textures, format conversions, reference images, rigging, animation and motion clips with the Meshy CLI, and prepares them for physical 3D printing: white or multicolor prints,…

24
106
7 files
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lynxlangya logo

Anchor Repro

lynxlangya
Community

Reproduce a behavioral bug before fixing it, record the failing probe, and verify the fix with the same probe. Use for bug reports, failing tests, crashes, hangs, regressions, wrong output, and…

18
106
4 files
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HermeticOrmus logo

Brand Systems

HermeticOrmus
Community

Building comprehensive brand identity systems from strategy to implementation. Covers logo design, color palettes, typography pairing, voice guidelines, and system documentation. Use when creating new…

18
104
1 files
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indiesoftby logo

Defold Docs Fetch

indiesoftby
Organization

Fetches Defold manuals and documentation. Use when looking up how Defold features work, understanding concepts, components, workflows, platform setup, or needing guidance beyond API reference.

10
104
Instructions
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serversathome logo

Cloudflare Ops

serversathome
Organization

Read and manage Cloudflare: DNS records for your domains, Cloudflare Tunnels and their ingress rules, connector health, and Zero Trust Access applications. Use this whenever the user asks about a…

4
104
Instructions
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BerriAI logo

Add Mcp

BerriAI
Organization

Register a new MCP server on a live LiteLLM proxy. Asks for the server name, transport type, URL, and optional auth, then calls POST /v1/mcp/server.

19
104
Instructions
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olorehq logo

Olore Ai Sdk Latest

olorehq
Organization

Local Vercel AI SDK documentation reference (latest). Use for AI chat interfaces, text generation, structured output, tool calling, agents, MCP, streaming, embeddings, and multi-provider support.

6
103
250 files
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friday-platform logo

Authoring Skills

friday-platform
Organization

Authors new agent skills that follow the Anthropic + agentskills.io specification. Use when the user asks to create, draft, review, or refactor a skill, write a SKILL.md file, lay out reference files,…

5
102
7 files
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agent-skills-hub logo

Ai Product

agent-skills-hub
Organization

Every product will be AI-powered. The question is whether you'll build it right or ship a demo that falls apart in production. This skill covers LLM integration patterns, RAG architecture, prompt…

35
101
Instructions
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62656456 logo

Whitebox Previs Executor

62656456
Community

在用户明确要求3D白模预演时,将已有视频提示词、镜头描述或分镜编译为可播放的机位与基础走位预演;创意镜头思路、方案讨论或Skill测试本身不触发渲染。动作密集打斗必须通过骨骼、武器约束、共享接触点和单动作门,否则拒绝或标为诊断,不用体块位移冒充打戏。

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101
11 files
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denoland logo

Deno Sandbox

denoland
Organization

Use when building features that execute untrusted user code, AI-generated code, or need isolated code execution environments. Covers the @deno/sandbox SDK.

8
99
Instructions
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thiientv logo

Architecture Review

thiientv
Community

Reviews an existing codebase for structural friction, unclear ownership, leaky or shallow interfaces, excessive coupling, misplaced state, poor testability, and risky dependency direction, then…

76
99
2 files
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travisjneuman logo

Ai Ml Development

travisjneuman
Community

AI and machine learning development with PyTorch, TensorFlow, and LLM integration. Use when building ML models, training pipelines, fine-tuning LLMs, or implementing AI features.

22
98
Instructions
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wasintoh logo

Debug Protocol

wasintoh
Community

Evidence-first debugging in 5 stages — REPRODUCE, EVIDENCE, DIAGNOSE, FIX, PROVE. Never touch code before the root cause is stated with evidence; fix the source, not the symptom; hand dead-end…

19
96
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dralkh logo

Anndata

dralkh
Community

Data structure for annotated matrices in single-cell analysis. Use when working with .h5ad files or integrating with the scverse ecosystem. This is the data format skill—for analysis workflows use…

5
96
5 files
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buluslan logo

Amazon Listing Doctor

buluslan
Community

amazon-listing-doctor是由buluslan(公众号:新西楼.AI)研发的亚马逊Listing质检Skill,他会基于 CDQ算法 / A9 / COSMO / Alexa 四大底座知识,来给Listing进行全身体检和打分,输出一份诊断报告,帮你揪出"流量加倍、弯道超车"的机会点。 更多跨境电商 AI 实战内容,请关注公众号「新西楼.AI」。 Audits Amazon…

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96
38 files
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wquguru logo

Clean My Loop

wquguru
Community

Audit and clean the persistent context that feeds a recurring autonomous agent loop — memory files and indexes, scheduled-task / automation prompts, and CLAUDE.md / AGENTS.md — so the loop stops…

7
94
2 files
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microwind logo

缓存策略与实现

microwind
Organization

当设计和实现缓存系统时,分析缓存策略,优化缓存性能,解决缓存相关问题。验证缓存架构,设计缓存模式,和最佳实践。

25
93
3 files
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SummerEngine logo

Agent Playtesting

SummerEngine
Organization

Playtest by driving the live game: deterministic launch, frame-stamped probes, scripted or recorded input.

8
91
1 files
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nelsonwerd logo

Build Loop

nelsonwerd
Community

Drive a build to actually-works, near-finish-line craft by looping build → see → exercise → check → critique → rebuild over the agent's existing tools (bash build/test, headless screenshot + vision,…

7
91
3 files
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FrancoStino logo

10 Andruia Skill Smith

FrancoStino
Community

Usar para crear o mejorar una skill de Andru.ia: define entradas y resultados, redacta SKILL.md con ejemplos y límites, valida la estructura y prepara una PR.

12
90
Instructions
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Desko77 logo

1c Bsp Command

Desko77
Community

Добавить команду в дополнительную обработку БСП

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88
1 files
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vasilyu1983 logo

Agents Memory

vasilyu1983
Community

Manages AGENTS.md, CLAUDE.md, and scoped repo rules for Claude Code and Codex. Use when fixing stale memory, ignored instructions, memory audits, or model-upgrade migration.

19
87
30 files
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jmagar logo

Homelab Health

jmagar
Community

Unified health dashboard for all configured homelab services. Use when the user wants to check service status, verify credentials work, see which services are reachable, or diagnose connectivity…

11
87
1 files
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kucherenko logo

Audit Review

kucherenko
Community

Use when completing tasks, implementing major features, or before merging — dispatches the-inspector to audit the books before the job is closed

10
86
1 files
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ericgandrade logo

Audio Transcriber

ericgandrade
Community

This skill should be used when the user needs to transform audio recordings into professional Markdown documentation with intelligent summaries using LLM integration.

16
86
7 files
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brake71 logo

Context Compression

brake71
Community

This skill should be used when long-running agent sessions need context compression, structured summarization, compaction, token-per-task optimization, or durable handoff summaries that preserve…

12
85
3 files
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Tyche-MKR logo

Clinical Reports

Tyche-MKR
Community

Create safety-bounded draft structures and run local deterministic checks for clinical case, diagnostic, trial, safety, and aggregate research reports. Use only with synthetic, de-identified, or…

21
84
34 files
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chuwu57 logo

Skill Evolution

chuwu57
Community

初五的Skill进化与维护Skill。依据知识库积累和真实任务反馈,诊断、深化、精简并验证已有Skill。用于明确要求Skill进化、知识与Skill衔接、能力维护或反馈修复;默认聚焦公关Skill,用户指定范围优先。不自动新增Skill、搜索安装外部Skill、扩展到内容制作或运行Follow Loop。

11
84
3 files
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HeshamFS logo

Linear Solvers

HeshamFS
Community

Select and configure linear solvers for Ax=b systems arising in numerical simulations — choose between direct (LU, Cholesky) and iterative (CG, GMRES, BiCGSTAB, MINRES) methods, analyze sparsity…

6
83
13 files
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LMTYdotcom logo

Competitive Deal Prep

LMTYdotcom
Organization

Prepare an account team for one specific competitive opportunity - the deal state, who they are actually up against, what the buyer said matters in their own words, the three questions that decide the…

2
83
8 files
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existential-birds logo

Deepagents Implementation

existential-birds
Organization

Implements agents using Deep Agents. Use when building agents with create_deep_agent, configuring backends, defining subagents, adding middleware, or setting up human-in-the-loop workflows.

8
82
2 files
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simota logo

Atelier

simota
Community

Orchestrating design-to-implementation pipelines (code to visual to code closed loop), persisting a project design system across agents. Not for a single prototype (Forge) or direction only (Vision).

14
80
4 files
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LOGIN-TB logo

Cold Email

LOGIN-TB
Community

B2B-Outreach-E-Mails im deutschen und DACH-Kontext konservativ entwerfen und prüfen. Nutze diesen Skill für Kaltakquise-Mails, Nachfassnachrichten, Betreffzeilen und Outreach-Sequenzen an…

7
80
Instructions
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bi-boo logo

多视角对话素材

bi-boo
Community

从多个视角并行生成多轮追问对话,作为公众号文章的原始素材。用户输入一个起始问题,AI 自动从不同视角展开深度对话

4
80
Instructions
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sinaptik-ai logo

Image Gen

sinaptik-ai
Organization

Use this skill when the user asks to create, edit, or manipulate images programmatically — including diagrams, charts, infographics, thumbnails, social media graphics, image processing (resize, crop,…

20
80
2 files
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KerberosClaw logo

Character Lora

KerberosClaw
Community

Use when the user wants to build a consistent-identity LoRA for an original character — defining the character, generating a face/body-consistent multi-angle dataset (via the gpt-image-gen skill for…

14
79
1 files
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