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.
-
tools-only Bundle Bio Comparative Genomics Ortholog Inference 2Infer orthologous gene groups across species using OrthoFinder and ProteinOrtho. Identify orthologs, paralogs, and co-orthologs for comparative genomics and functional annotation transfer. Use when identifying gene orthologs across species or building orthogroups for evolutionary analysis.
7 -
tools-only Bundle Find Cbaseentity Starttouch And Cbaseentity Touch And Cb 3Find and identify the CBaseEntity_StartTouch, CBaseEntity_Touch, and CBaseEntity_EndTouch virtual functions in CS2 binary using IDA Pro MCP. Use this skill when reverse engineering CS2 server.dll or server.so to locate these touch-related virtual functions by searching for the "INVALID CGameEventStartTouchCollideAdaptor" string reference and analyzing the touch event handler functions.
7 -
tools-only Bundle Find Cbaseplayerpawn Removeplayeritem 3Find and identify the CBasePlayerPawn_RemovePlayerItem function in CS2 binary using IDA Pro MCP. Use this skill when reverse engineering CS2 server.dll or server.so to locate the RemovePlayerItem function by searching for the "DestroyWeapon" string reference and analyzing cross-references.
7 -
tools-only Bundle Find Cbaseentity Isplayerpawn And Cbaseentity Isplayerco 2Find and identify the CBaseEntity_IsPlayerPawn and CBaseEntity_IsPlayerController virtual functions in CS2 binary using IDA Pro MCP. Use this skill when reverse engineering CS2 server.dll or server.so to locate both vfuncs by decompiling ShowHudHint, following its first callee, and extracting the vtable offsets for IsPlayerPawn and IsPlayerController.
7 -
tools-only Bundle Write Globalvar As YAML 3Write global variable analysis results as YAML file beside the binary using IDA Pro MCP. Use this skill after completing global variable identification and signature generation to persist the results in a standardized YAML format.
7 -
tools-only Bundle RAG 2Provides patterns to build Retrieval-Augmented Generation (RAG) systems for AI applications with vector databases and semantic search. Use when implementing knowledge-grounded AI, building document Q&A systems, or integrating LLMs with external knowledge bases.
7 -
tools-only Bundle Find Ccsplayer Movementservices Fullwalkmove Speedclamp 2Find and identify the velocity clamping branch inside CCSPlayer_MovementServices_FullWalkMove in CS2 binary using IDA Pro MCP, then generate a patch signature to disable it. Use this skill when reverse engineering CS2 server.dll or server.so to locate and patch the speed-clamp if-branch that caps player velocity to maxspeed inside FullWalkMove. Trigger: FullWalkMove speed clamp, velocity clamping patch, FullWalkMove SpeedClamp, disable maxspeed clamp
7 -
tools-only Bundle Find Ccsbotmanager Addbot Botnavignore 2Find and patch the g_pNavMesh null-check inside CCSBotManager_AddBot in CS2 binary using IDA Pro MCP. This patch removes the navigation mesh requirement so bots can be added even without a nav mesh loaded. Use this skill when reverse engineering CS2 server.dll or server.so to locate and patch the nav mesh check in AddBot. Trigger: bot nav ignore, AddBot nav mesh patch, bot without nav, CCSBotManager nav ignore
7 -
tools-only Bundle Find Cbaseentity Takedamageold 5Find and identify the CBaseEntity_TakeDamageOld function in CS2 binary using IDA Pro MCP. Use this skill when reverse engineering CS2 server.dll or server.so to locate the TakeDamageOld function by searching for the TakeDamageOld debug string references and analyzing cross-references.
7 -
tools-only Bundle Atlassian MCP 2Use when querying Jira issues, searching Confluence pages, creating tickets, updating documentation, or integrating Atlassian tools via MCP protocol.
7 -
tools-only Bundle How To Delegate 3Scientific delegation framework for orchestrators — provide observations and success criteria while preserving agent autonomy. Use when assigning work to sub-agents, before invoking the Task tool, or when preparing delegation prompts for specialist agents.
7 -
tools-only Bundle Sf Diagram Mermaid 3Creates Salesforce architecture diagrams using Mermaid with ASCII fallback. Use when visualizing OAuth flows, data models (ERDs), integration sequences, system landscapes, role hierarchies, or Agentforce agent architectures.
7 -
tools-only Bundle Session Handoff 3Generate a smart bootstrap prompt to continue the current conversation in a fresh session. Use when (1) approaching context limits, (2) user says "handoff", "bootstrap", "continue later", "save session", or similar, (3) before closing a session with unfinished work, (4) user wants to resume in a different environment. Outputs a clipboard-ready prompt capturing essential context while minimizing tokens.
7 -
tools-only Bundle Bio Temporal Genomics Trajectory Modeling 2Models continuous temporal trajectories from bulk or time-resolved omics data using generalized additive models (mgcv), spline regression, and changepoint detection (segmented, ruptures). Fits smooth gene expression curves and tests trajectory differences between conditions. Use when fitting non-linear temporal models to bulk time-series data or comparing developmental trajectories across conditions. Not for single-cell pseudotime (see single-cell/trajectory-inference).
7 -
tools-only Bundle Bio Gene Regulatory Networks Perturbation Simulation 2Simulate transcription factor perturbation effects on cell state using CellOracle, which integrates GRN inference with in silico knockout and overexpression modeling. Predicts cell identity shifts and differentiation trajectory changes from TF perturbations. Use when predicting the effect of transcription factor knockouts, planning perturbation experiments, or identifying driver TFs for cell fate transitions.
7 -
tools-only Bundle Generate Signature For Structoffset 2Generate and validate unique byte signatures for instructions containing a struct member offset using IDA Pro MCP. Use this skill when you need a signature for an instruction like mov [rcx+1A8h], eax or cmp dword ptr [rdi+0B0h], 0, where the struct offset must be explicitly fixed in the first instruction bytes. Triggers: struct offset signature, signature for struct offset, structure member offset signature, mov [reg+offset] signature, struct field signature
7 -
tools-only Bundle Find Cbaseentity Starttouch And Cbaseentity Touch Cbasee 2Find and identify the CBaseEntity_StartTouch, CBaseEntity_Touch, and CBaseEntity_EndTouch virtual functions in CS2 binary using IDA Pro MCP. Use this skill when reverse engineering CS2 server.dll or server.so to locate these touch-related virtual functions by searching for the "INVALID CGameEventStartTouchCollideAdaptor" string reference and analyzing the touch event handler functions.
7 -
tools-only Bundle Sf AI Agentforce 6Standard 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.
7 -
tools-only Bundle Gh 2Install and configure the GitHub CLI (gh) for AI agent environments where gh may not be pre-installed and git remotes use local proxies instead of github.com. Provides auto-install script with SHA256 verification and GITHUB_TOKEN auth with anonymous fallback. Use when gh command not found, shutil.which("gh") returns None, need GitHub API access (issues, PRs, releases, workflow runs), or repository operations fail with "failed to determine base repo" error. Documents required -R flag for all gh commands in proxy environments. Includes project management: GitHub Projects V2 (gh project), milestones (REST API), issue stories (lifecycle and templates), and label taxonomy management.
7 -
tools-only Bundle Research Lookup 2Look up current research information using Perplexity Sonar Pro Search or Sonar Reasoning Pro models through OpenRouter. Automatically selects the best model based on query complexity. Search academic papers, recent studies, technical documentation, and general research information with citations.
7 -
tools-only Bundle Hypothesis Generation 2Structured hypothesis formulation from observations. Use when you have experimental observations or data and need to formulate testable hypotheses with predictions, propose mechanisms, and design experiments to test them. Follows scientific method framework. For open-ended ideation use scientific-brainstorming; for automated LLM-driven hypothesis testing on datasets use hypogenic.
7 -
tools-only Bundle Write Patch As YAML 2Write patch analysis results as YAML file beside the binary using IDA Pro MCP. Use this skill after identifying a patch target and generating a signature for it to persist the results in a standardized YAML format.
7 -
tools-only Bundle Find Cbaseentity Gethammeruniqueid 3Find and identify the CBaseEntity_GetHammerUniqueId virtual function in CS2 binary using IDA Pro MCP. Use this skill when reverse engineering CS2 server.dll or libserver.so to locate the GetHammerUniqueId vfunc by searching for the "hammerUniqueId" string and identifying the function that calls a vtable method guarded by an OR condition, then writes the result to a CUtlString member.
7 -
tools-only Bundle Find Cbaseentity Collisionruleschanged 2Find and identify the CBaseEntity_CollisionRulesChanged virtual function in CS2 binary using IDA Pro MCP. Use this skill when reverse engineering CS2 server.dll or server.so to locate the CollisionRulesChanged function by first finding CBaseEntity_SetOwner and extracting the very last virtual call offset from its decompiled code.
7 -
tools-only Bundle External Pattern Integrator 2Integrate 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.
7 -
tools-only Bundle Lint 2Run the plugin validator on a skill, agent, or plugin directory rts token complexity, broken links, frontmatter issues, and structural problems. Use when checking skill quality, validating before commit, or diagnosing validator warnings. Pass the path as an argument.
7 -
tools-only Bundle Langchain4j MCP Server Patterns 2Provides Model Context Protocol (MCP) server implementation patterns with LangChain4j. Use when building MCP servers to extend AI capabilities with custom tools, resources, and prompt templates.
7 -
tools-only Bundle Spring AI MCP Server Patterns 2Provides Model Context Protocol (MCP) server implementation patterns with Spring AI. Use when building MCP servers to extend AI capabilities with custom tools, resources, and prompt templates using Spring's official AI framework.
7 -
tools-only Bundle Agent Creator 5Create high-quality Claude Code agents from scratch or by adapting existing agents as templates. Use when the user wants to create a new agent, modify agent configurations, build specialized subagents, or design agent architectures. Guides through requirements gathering, template selection, and agent file generation following January 2026 Anthropic best practices.
7 -
tools-only Bundle 2513 Librarian 69eb9612Smart file reading agent. Reads files intelligently, summarizes large content, extracts relevant sections. Git analysis (diffs, changelogs, detailed commits). Protects main context from raw file dumps.
7 -
tools-only Bundle Find Ccsplayer Movementservices Checkjumpbutton Waterpat 2Find and patch the water jump velocity inside CCSPlayer_MovementServices_CheckJumpButton in CS2 binary using IDA Pro MCP. This patch changes the water jump velocity from 100.0f to 145.0f by modifying the immediate operand of a mov instruction. Use this skill when reverse engineering CS2 server.dll or server.so to locate and patch the water jump height value. Trigger: water jump patch, CheckJumpButton water velocity, jump height patch, water jump 145
7 -
tools-only Bundle Find Firebullets And Traceattack And Ctakedamageinfo 5Find and identify the TraceAttack function and CTakeDamageInfo struct in CS2 binary using IDA Pro MCP. Use this skill when reverse engineering CS2 server.dll or libserver.so to locate the TraceAttack function by searching for the "FireBullets" debug string pattern, then tracing through FireBullets to find TraceAttack, and identifying CTakeDamageInfo struct member offsets.
7 -
tools-only Bundle Find Ctriggerpush Touch 4Find and identify the CTriggerPush_Touch (CTriggerPush::Touch) virtual function in CS2 binary using IDA Pro MCP. Use this skill when reverse engineering CS2 server.dll or server.so to locate the CTriggerPush touch handler function by using vtable information and the inherited vtable index from CBaseEntity::Touch.
7 -
tools-only Bundle Bio Causal Genomics Pleiotropy Detection 2Detect and correct for horizontal pleiotropy in Mendelian randomization analyses using MR-PRESSO for outlier removal, MR-Egger regression for directional pleiotropy, and Steiger filtering for variant directionality. Use when validating MR results, detecting pleiotropic instruments, or running sensitivity analyses for causal inference.
7 -
tools-only Bundle Find Cbaseentity Takedamageold 4Find and identify the CBaseEntity_TakeDamageOld function in CS2 binary using IDA Pro MCP. Use this skill when reverse engineering CS2 server.dll or libserver.so to locate the TakeDamageOld function by searching for the TakeDamageOld debug string references and analyzing cross-references.
7 -
tools-only Bundle Find Igamesystem Looppostinitallsystems Peventdispatcher 3Find and identify the IGameSystem_LoopPostInitAllSystems_pEventDispatcher and IGameSystem_LoopDestroyAllSystems_s_GameSystems global variable in CS2 binary using IDA Pro MCP. Use this skill when reverse engineering CS2 server.dll or libserver.so to locate the event dispatcher pointer by searching for the "IGameSystem::LoopPostInitAllSystems(finish)" string reference and analyzing cross-references.
7
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-comparative-genomics-ortholog-inference, find-CBaseEntity_StartTouch-AND-CBaseEntity_Touch-AND-CBaseEntity_EndTouch, find-CBasePlayerPawn_RemovePlayerItem. 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.