AI & ML
AI & ML agent skills cover the machine-learning workflow itself: writing and evaluating prompts, building RAG pipelines, running evals, and wiring up model APIs. Each one is a SKILL.md file your agent loads on demand, so the know-how travels across Claude Code, Cursor, and 60+ agents.
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thedixitjain Bundle Biopython 2Comprehensive molecular biology toolkit. Use for sequence manipulation, file parsing (FASTA/GenBank/PDB), phylogenetics, and programmatic NCBI/PubMed access (Bio.Entrez). Best for batch processing, custom bioinformatics pipelines, BLAST automation. For quick lookups use gget; for multi-service integration use bioservices.
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tools-only Bundle 2506 Sdlc Layer Agent Candidates C57f2862SDLC Layer Separation Architecture — Agent Candidates
7 - thedixitjain Bundle Claude API 2
|- Reference for the Claude API / Anthropic SDK — model ids, pricing, params, streaming, tool use, MCP, agents, caching, token counting, model migration. TRIGGER — read BEFORE opening the target file; don't skip because it "looks like a one-liner" — whenever: the prompt names Claude/Anthropic in any form (Claude, Anthropic, Fable, Opus, Sonnet, Haiku, `anthropic`, `@anthropic-ai`, `claude-*`, `us.anthropic.*`, `[1m]`); the user asks about an LLM (pricing/model choice/limits/caching) — never answer from memory; OR the task is LLM-shaped with provider unstated (agent/MCP/tool-definition/multi-agent/RAG/LLM-judge/computer-use; generate/summarize/extract/classify/rewrite/converse over NL; debugging refusals/cutoffs/streaming/tool-calls/tokens). SKIP only when another provider is being worked on (overrides all triggers): OpenAI/GPT/Gemini/Llama/Mistral/Cohere/Ollama named in the query; OR...
2 - thedixitjain Bundle Domain Modeling 2
Build and sharpen a project's domain model. Use when the user wants to pin down domain terminology or a ubiquitous language, record an architectural decision, or when another skill needs to maintain the domain model.
2 - tools-only Bundle 573 Groq Model Selection 7d12e607
groq-model-selection
7 - thedixitjain Skill Gateguard 3
API、エージェント、およびLLMエンドポイントのアクセス制御と認可パターン。
2 - tools-only Bundle Sam Cost Token Management 2
Explore token budgets and cost controls per agent/stage. Track API costs. Set limits per task.
7 - thedixitjain Skill LLM Cost Optimizer 2
Llm Cost Optimizer
2 - thedixitjain Bundle Nft Standards 2
Implement NFT standards (ERC-721, ERC-1155) with proper metadata handling, minting strategies, and marketplace integration. Use when creating NFT contracts, building NFT marketplaces, or implementing digital asset systems.
2 - tools-only Bundle Bicep Whatif Subagent 3
Bicep deployment preview subagent. Runs az deployment group what-if to preview changes before deployment. Analyzes policy violations, resource changes, and cost impact. Returns structured summary for parent agent review.
7 - tools-only Bundle Druckenmiller Strategy Planner 2
Use this agent when you need to develop medium to long-term (18-month) trading strategies based on Stanley Druckenmiller's investment philosophy. This agent synthesizes technical analysis, market sentiment, news events, and macroeconomic trends to formulate 4-scenario strategic plans (Base/Bull/Bear/Tail Risk) with conviction-based position sizing recommendations.
7 - thedixitjain Bundle MCP Builder 3
Create MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. The quality of an MCP server is measured by how well it enables LLMs to accomplish real-world tasks.
2 - thedixitjain Skill Agent Eval 3
编码代理（Claude Code、Aider、Codex等）在自定义任务上的直接比较，包含通过率、成本、时间和一致性指标
2 - tools-only Bundle Contextual AI Documentation Optimizer 3
Optimize prompts, SKILL.md, and CLAUDE.md files for better Claude comprehension using self-verifying methodology. Use when improving prompt effectiveness, rewriting instructions for AI consumption, analyzing ineffective prompts, or refining system prompts and agent configurations. Applies RT-ICA pre-check and CoVe post-check to ensure verified optimization with token impact reporting and structural enforcement recommendations.
7 - thedixitjain Skill Make Automation 2
Automate Make (Integromat) tasks via Rube MCP (Composio): operations, enums, language and timezone lookups. Always search tools first for current schemas.
2 - thedixitjain Skill Zoom Automation 2
Automate Zoom meeting creation, management, recordings, webinars, and participant tracking via Rube MCP (Composio). Always search tools first for current schemas.
2 - thedixitjain Bundle Bug Hunt Swarm 2
Parallel read-only multi-agent root-cause investigation for bugs, regressions, crashes, flaky behavior, or unexplained failures. Use when the user asks to investigate a bug, find the root cause, trace a regression, understand why something broke, or wants a ranked diagnosis with the fastest proof path without making code edits.
2 - tools-only Bundle Reduce Session Start Context Load Via Rules Path Scoping And
Session context is at 50% before any work begins. Root causes identified: (1) All custom agent descriptions load at session start (~5k tokens for 50+ agents) with no lazy loading mechanism. (2) CLAUDE.md files load unconditionally and in full (~18k tokens for memory files). (3) All plugin skills load descriptions at startup. Research confirmed these optimization primitives exist but are unused: 'paths' frontmatter in .claude/rules/*.md loads rule only when working with matching file patterns; 'd
7 - thedixitjain Bundle Openai Docs 2
Use when the user asks how to build with OpenAI products or APIs, asks about Codex itself or choosing Codex surfaces, needs up-to-date official documentation with citations, help choosing the latest model for a use case, or model upgrade and prompt-upgrade guidance; use OpenAI docs MCP tools for non-Codex docs questions, use the Codex manual helper first for broad Codex self-knowledge, and restrict fallback browsing to official OpenAI domains.
2 - thedixitjain Skill Fal AI Media 3
Unified media generation via fal.ai MCP — image, video, and audio. Covers text-to-image (Nano Banana), text/image-to-video (Seedance, Kling, Veo 3), text-to-speech (CSM-1B), and video-to-audio (ThinkSound). Use when the user wants to generate images, videos, or audio with AI.
2 - thedixitjain Skill Clickup Automation 2
Automate ClickUp project management including tasks, spaces, folders, lists, comments, and team operations via Rube MCP (Composio). Always search tools first for current schemas.
2 - thedixitjain Skill Dropbox Automation 2
Automate Dropbox file management, sharing, search, uploads, downloads, and folder operations via Rube MCP (Composio). Always search tools first for current schemas.
2 - thedixitjain Skill Exa Search 2
Neural search via Exa MCP for web, code, and company research. Use when the user needs web search, code examples, company intel, people lookup, or AI-powered deep research with Exa's neural search engine.
2 - thedixitjain Skill Hubspot Automation 2
Automate HubSpot CRM operations (contacts, companies, deals, tickets, properties) via Rube MCP using Composio integration.
2 - thedixitjain Skill Webflow Automation 2
Automate Webflow CMS collections, site publishing, page management, asset uploads, and ecommerce orders via Rube MCP (Composio). Always search tools first for current schemas.
2 - thedixitjain Skill Zendesk Automation 2
Automate Zendesk tasks via Rube MCP (Composio): tickets, users, organizations, replies. Always search tools first for current schemas.
2 - thedixitjain Bundle IOS Debugger Agent 2
Use XcodeBuildMCP to build, run, launch, and debug the current iOS project on a booted simulator. Trigger when asked to run an iOS app, interact with the simulator UI, inspect on-screen state, capture logs/console output, or diagnose runtime behavior using XcodeBuildMCP tools.
2 - thedixitjain Skill Pydantic Models Py 2
Create Pydantic models following the multi-model pattern for clean API contracts.
2 - thedixitjain Skill Stripe Automation 2
Automate Stripe tasks via Rube MCP (Composio): customers, charges, subscriptions, invoices, products, refunds. Always search tools first for current schemas.
2 - thedixitjain Skill Jira Integration 3
在检索Jira工单、分析需求、更新工单状态、添加评论或转换问题时使用此技能。通过MCP或直接REST调用提供Jira API模式。
2 - thedixitjain Bundle Slack Gif Creator 3
A toolkit providing utilities and knowledge for creating animated GIFs optimized for Slack.
2 - thedixitjain Bundle Memory Forensics 2
Master memory forensics techniques including memory acquisition, process analysis, and artifact extraction using Volatility and related tools. Use when analyzing memory dumps, investigating incidents, or performing malware analysis from RAM captures.
2 - thedixitjain Skill Applicationinsights Web TS 2
Instrument browser/web apps with the Application Insights JavaScript SDK (@microsoft/applicationinsights-web). Use for Real User Monitoring (RUM) — page views, clicks, AJAX/fetch dependencies, exceptions, custom events, and browser-side GenAI agent traces correlated to backend...
2 - thedixitjain Skill Airtable Automation 2
Automate Airtable tasks via Rube MCP (Composio): records, bases, tables, fields, views. Always search tools first for current schemas.
2 - thedixitjain Skill Basecamp Automation 2
Automate Basecamp project management, to-dos, messages, people, and to-do list organization via Rube MCP (Composio). Always search tools first for current schemas.
2 - thedixitjain Skill Calendly Automation 2
Automate Calendly scheduling, event management, invitee tracking, availability checks, and organization administration via Rube MCP (Composio). Always search tools first for current schemas.
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Frequently asked questions
What are AI & ML agent skills?
AI & ML agent skills cover the machine-learning workflow itself: writing and evaluating prompts, building RAG pipelines, running evals, and wiring up model APIs. Each one is a SKILL.md file your agent loads on demand, so the know-how travels across Claude Code, Cursor, and 60+ agents.
Which AI & ML skills are most installed?
Popular AI & ML skills on SkillMD right now include biopython, 2506-sdlc-layer-agent-candidates_c57f2862, claude-api. Rankings shift as installs change; sort this page by "Most installs" for the live list.
Do AI & ML skills work with Claude Code and Cursor?
Yes. Every skill here ships as a SKILL.md file, an open format that works in Claude Code, Claude.ai, Cursor, Codex, Windsurf, and 60+ other agents. Install one with npx skillmds@latest add <owner>/<name>, or copy the file into your agent's skills directory.