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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tools-only Bundle Bio Epidemiological Genomics Transmission Inference 2Infer pathogen transmission networks and identify likely transmission pairs using TransPhylo and outbreak reconstruction algorithms. Estimate who-infected-whom from genomic and epidemiological data. Use when investigating outbreak transmission chains or identifying superspreaders.
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tools-only Bundle Sf AI Agentforce 5Standard Agentforce platform skill. Covers Setup UI-based agent building, topic/action configuration, PromptTemplate metadata, Einstein Models API, GenAiFunction/GenAiPlugin setup, and custom Lightning types. For Agent Script DSL development, use sf-ai-agentscript instead.
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tools-only Bundle Write Vfunc As YAML 6Write virtual function analysis results as YAML file beside the binary using IDA Pro MCP. Use this skill after completing virtual function identification, signature generation, and vtable analysis to persist the results in a standardized YAML format.
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tools-only Bundle Find Cbasetrigger Starttouch And Cbasetrigger Endtouch 3Find and identify CBaseTrigger_StartTouch and CBaseTrigger_EndTouch virtual functions in CS2 binary using IDA Pro MCP. Use this skill when reverse engineering CS2 server.dll or server.so to locate the CBaseTrigger touch handler functions by using vtable information and inherited vtable indices from CBaseEntity.
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tools-only Bundle Write Vtable As YAML 2Write vtable analysis results as YAML file beside the binary using IDA Pro MCP. Use this skill after locating a vtable to persist the results in a standardized YAML format.
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tools-only Bundle Tactical Ddd 2Design, refactor, analyze, and review code by applying the principles and patterns of tactical domain-driven design. Triggers on: domain modeling, aggregate design, 'entity', 'value object', 'repository', 'bounded context', 'domain event', 'domain service', code touching domain/ directories, rich domain model discussions.
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tools-only Bundle Bio Pdb Structure Navigation 2Navigate protein structure hierarchy using Biopython Bio.PDB SMCRA model. Use when accessing models, chains, residues, and atoms, iterating over structure levels, or extracting sequences from PDB files.
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tools-only Bundle Design Business Model 2Business model design and validation using Business Model Canvas, Lean Canvas, and Value Proposition Canvas. Use when designing new business models, validating startup ideas, achieving product-market fit, or innovating existing business models.
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tools-only Bundle Code Reviewer 12Use this agent when you need to review code for adherence to project guidelines, style guides, and best practices. This agent should be used proactively after writing or modifying code, especially before committing changes or creating pull requests. It will check for style violations, potential issues, and ensure code follows the established patterns in CLAUDE.md. Also the agent needs to know which files to focus on for the review. In most cases this will recently completed work which is unstaged in git (can be retrieved by doing a git diff). However there can be cases where this is different, make sure to specify this as the agent input when calling the agent. Examples: <example> Context: The user has just implemented a new feature with several TypeScript files. user: "I've added the new authentication feature. Can you check if everything looks good?" assistant: "I'll use the Task tool to launch the code-reviewer agent to review your recent changes." <commentary> Since the user has completed a feature and wa
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tools-only Bundle 2111 Code Reviewer F71dc9a9Use this agent when a major implementation step has been completed and needs review against requirements and coding standards.
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tools-only Bundle 2768 Abbreviations Cdb8d3d2*[LLM]: Large Language Model
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tools-only Bundle 992 Skills 696f7cf6{% set server = colin.mcp.source %}
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tools-only Bundle Code Simplifier 3Use this agent when code has been written or modified and needs to be simplified for clarity, consistency, and maintainability while preserving all functionality. This agent should be triggered automatically after completing a coding task or writing a logical chunk of code. It simplifies code by following project best practices while retaining all functionality. The agent focuses only on recently modified code unless instructed otherwise. Examples: <example> Context: The assistant has just implemented a new feature that adds user authentication to an API endpoint. user: "Please add authentication to the /api/users endpoint" assistant: "I've implemented the authentication for the /api/users endpoint. Here's the code:" <function call omitted for brevity> <commentary> Since a logical chunk of code has been written (authentication feature), use the Task tool to launch the code-simplifier agent to improve the code's clarity and maintainability while preserving functionality. </commentary> assistant: "Now let me us
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tools-only Bundle AI Agent Create 2Create a new specialized AI agent with custom tools, handoff rules, and...
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tools-only Bundle AI Agents Setup 2Initialize a multi-agent orchestration project with AI SDK v5 agents, complete with coordinator, specialized agents, and orchestration setup
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tools-only Bundle 1121 Validator D32a836aQuality assurance agent. Runs tests, linters, type checks. Reports pass/fail with specific errors. Does not fix issues.
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tools-only Bundle Skill Seekers 2Generate LLM skills from documentation, codebases, and GitHub repositories
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tools-only Bundle Hive Create 6Step-by-step guide for building goal-driven agents. Creates package structure, defines goals, adds nodes, connects edges, and finalizes agent class. Use when actively building an agent.
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tools-only Bundle Skill Creator 11Guide for creating effective skills that extend DAIV agent with specialized knowledge, workflows, or tool integrations. Use this skill when the user wants to create a new skill, update an existing skill, or get guidance on skill design patterns.
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tools-only Bundle Agent Workflow 2Complete workflow for building, implementing, and testing goal-driven agents. Orchestrates building-agents-* and testing-agent skills. Use when starting a new agent project, unsure which skill to use, or need end-to-end guidance.
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tools-only Bundle Hive Create 7Step-by-step guide for building goal-driven agents. Creates package structure, defines goals, adds nodes, connects edges, and finalizes agent class. Use when actively building an agent.
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tools-only Bundle The Rewrite Room 2Use when auditing docs vs code drift, syncing docs after changes, optimizing CLAUDE.md or SKILL.md for AI consumption, validating GLFM and Markdown, or summarizing files/URLs/images — routes each task to the correct specialist agent via /rwr:audit, /rwr:optimize, or /rwr:author
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tools-only Bundle Skill Creator 13Guide for creating effective skills that extend DAIV agent with specialized knowledge, workflows, or tool integrations. Use this skill when the user wants to create a new skill, update an existing skill, or get guidance on skill design patterns.
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tools-only Bundle 2441 Security Auditor 3bccb189Use this agent for deep security-focused code review: OWASP vulnerabilities, hardcoded secrets, injection flaws, insecure patterns, and dependency lock-file analysis.
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tools-only Bundle Research Curator 4Research and document a single tool, library, or resource into a structured research entry. Gathers information from primary sources using MCP tools and gh CLI. Creates comprehensive markdown entries following the standard template. Works standalone or orchestrated by the /research-curator skill.
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tools-only Bundle 659 Description Skill B6b3b01bIntegrate patterns from external sources (URLs or files) into local skills, agents, and plugins. Triggers on comparing external agent definitions against local equivalents, extracting best practices from frameworks like GSD or BMAD-METHOD, enhancing local skills with external patterns, or ensuring interoperability with external tool ecosystems.
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tools-only Bundle 2507 Agent Coverage Affae21fAI Agent Coverage Visualization
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tools-only Bundle Hive 5Complete workflow for building, implementing, and testing goal-driven agents. Orchestrates hive-* skills. Use when starting a new agent project, unsure which skill to use, or need end-to-end guidance.
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tools-only Bundle Sf AI Agentscript 10Agent Script DSL development skill for Salesforce Agentforce. Enables writing deterministic agents in a single .agent file with FSM architecture, instruction resolution, and hybrid reasoning. Covers syntax, debugging, testing, and CLI deployment.
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tools-only Bundle Sf Diagram Nanobananapro 3AI-powered visual content generation for Salesforce development. Generates ERD diagrams, LWC mockups, architecture visuals using Nano Banana Pro. Also provides Gemini as a parallel sub-agent for code review and research.
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tools-only Bundle Skill Creator 14Guide for creating effective skills that extend DAIV agent with specialized knowledge, workflows, or tool integrations. Use this skill when the user wants to create a new skill, update an existing skill, or get guidance on skill design patterns.
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tools-only Bundle Sf AI Agentforce Observability 4Extract and analyze Agentforce session tracing data from Salesforce Data 360. Supports high-volume extraction (1-10M records/day), Polars-based analysis, and debugging workflows for agent sessions.
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tools-only Bundle Google Slides 2Read content from Google Slides presentations - get text, find presentations, and retrieve metadata. Use when user asks to: read a presentation, find slides, get presentation content, search for a slideshow, or check presentation details. Lightweight alternative to full Google Workspace MCP server with standalone OAuth authentication. Read-only operations only.
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tools-only Bundle Down Skilling 2Distill Opus-level reasoning into optimized instructions for Haiku 4.5 (and Sonnet). Generates explicit, procedural prompts with n-shot examples that maximize smaller model performance on a given task. Use when user says "down-skill", "distill for Haiku", "optimize for Haiku", "make this work on Haiku", "generate Haiku instructions", or needs to delegate a task to a smaller model with high reliability.
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tools-only Bundle Bio Rna Structure Ncrna Search 2Searches for non-coding RNA homologs and classifies RNA families using Infernal covariance model searches against the Rfam database. Identifies structured RNAs by sequence and secondary structure conservation. Use when querying sequences against Rfam, building custom covariance models for novel RNA families, or classifying non-coding transcripts by family.
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tools-only Bundle Bio Genome Annotation Ncrna Annotation 2Identify non-coding RNAs including tRNAs, rRNAs, snoRNAs, and regulatory RNAs using Infernal covariance model searches against Rfam and tRNAscan-SE for tRNA prediction. Use when performing genome-wide ncRNA annotation with assembly input producing GFF output.
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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 bio-epidemiological-genomics-transmission-inference, sf-ai-agentforce, write-vfunc-as-yaml. 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.