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.
-
kesslernity Skill Process Model Check 2Checks an extracted PFD register as a process model and returns findings and unknowns only: connectivity closure, stream numbering, presence of design conditions, equipment duty text, phase and service labels, package and off-sheet scope, boundaries, operating cases, and agreement between the drawing and attached process documents, then holds at gate G2. Creates no design values. Use when the user asks to "check the process model", "verify connectivity" or "is the PFD ready for enrichment" after gate G1 and before enrichment. Do not use for extraction from the drawing, use pfd-intake-and-extraction instead; do not use to propose lines or instruments, use piping-enrichment. Drafts for human review; never approves, authorises or signs off.
-
kesslernity Bundle Skill File Reviewer 2Reviews one SKILL.md against the Mistral Vibe skill rules and returns a findings table: front matter the loader's own parser and schema accept, name equal to the folder and within 64 characters, description within the 1,024 character cap, the eight-heading skeleton, capability-neutral wording, safety boundaries. Each finding carries severity, rule identifier, location, quoted evidence and replacement text; the verdict READY, REVISE or BLOCKED is an apparent state and the owner decides. Use when the user asks to "review this SKILL.md", "check my skill file before upload", "lint this skill description", "validate the front matter of this skill" or "score this skill folder". Do not use to write an agent's instructions field, use agent-instructions-drafter instead; for injection or leakage exposures use agent-instructions-red-team; for launch tests use agent-evaluation-plan. Drafts for human review; never approves, authorises or signs off.
-
xjyloly-prog Bundle Blender ExportExport an approved Blender snapshot to verified model, image, video, EXR, USD, or Alembic artifacts using compatible receipt contracts.
-
kesslernity Bundle Agent Evaluation Plan 2Designs a pre-launch evaluation plan for an agent from its instructions text, skills, capabilities, knowledge sources and sample requests: a behaviour contract of testable statements quoted from the text, test prompts by scenario family and tier with setup, expected behaviour, pass and fail criteria and red flags, a red-flag catalogue, a blank scoring sheet, a coverage table and a go or no-go checklist the owner completes and decides. Use when the user asks to "write test cases for my agent", "how do I evaluate this agent before launch", "build a test plan for the agent", "what should I check before publishing this agent" or "give me a go no-go checklist". Do not use for finding injection or leakage exposures in the instructions, use agent-instructions-red-team instead; do not use for reviewing one SKILL.md, use skill-file-reviewer instead. Drafts for human review; never approves, authorises or signs off.
-
kesslernity Skill Instrumentation And Control Enrichment 2Proposes the instrumentation and control content a P&ID adds to an accepted PFD process model: instruments drawn carried over as facts, measurement points and control loops the control philosophy requires, tag structure per the project instrument numbering procedure, system interfaces, and alarms, interlocks, trips and fail actions as quoted. Never assigns safety functions, ranges or setpoints. Use when the user asks to "run the instrumentation and control enrichment", "add the instrument section to the P&ID draft", "list the control loops the philosophy requires" or "carry the PFD instruments into the P&ID" after the piping section. Do not use for safety flags, SIL or trip classification, use process-safety-flags instead; do not use to assign tag numbers, use tagging-and-numbering. Drafts for human review; never approves, authorises or signs off.
-
sprintberlin Bundle Zoho Social MCPZoho Social via MCP with action catalog, least-privilege profiles, portal/brand/channel helpers, media upload, and verified draft/schedule workflows. Use whenever a task involves Zoho Social: creating, validating, scheduling, or publishing posts, uploading or listing media library assets, or resolving portals, brands, and channels.
-
xjyloly-prog Bundle Blender MCP SetupSet up or diagnose the plugin-owned Blender MCP connection when Blender is missing, the Add-on is disabled, Start MCP Server has not been clicked, or no guarded Harness session is discoverable.
-
coding-dev-tools Bundle Engraphis MemoryGive the agent durable, scoped, explainable memory across sessions and repositories through the Engraphis MCP tools. Use when you learn a convention, decision, bug cause/fix, or user preference worth keeping; when prior context would help before you answer or act (to avoid re-asking or re-deriving); when asked "why is it like this" or "how has this changed over time"; or when starting or resuming work in a repo. Triggers: remember, recall, "what do we know about X", why/rationale, timeline/history, retire/pin/correct, session handoff, index/search code.
-
sumleo Bundle Prompt2jevUse when a user asks to convert an LLM prompt, system prompt, prompt template, or prompt-and-parse step (classifier, router, judge, grader, extractor, guardrail) into TypeSafe Jev decisions, points at the code that runs one (an LLM call that returns labels, scores, booleans, or JSON fields, with its parser and the branches on its output) and wants it replaced with typed questions, describes a decision requirement in natural language with no prompt yet, or asks for a Python script, TypeScript module, or other program that calls Jev. Also use when a request mentions Jev, TypeSafe, System One, "turn this prompt into questions", or "make this decision structured".
-
hi-donwi Skill MCP BuilderDesign, implement, test, or review Model Context Protocol (MCP) servers and tool integrations, including schemas, auth, transport, permissions, evaluation, and agent usability. Use when exposing external APIs/data/actions to agents. Do not use for ordinary application APIs unless they are being surfaced through MCP.
-
hi-donwi Skill Agent HandoffResume another agent's work or prepare a handoff with repository state, evidence, ownership, and next steps. Use after an interrupted session, an agent change, or explicitly requested parallel work. Do not use for general codebase onboarding.
-
alaaldin97 Bundle Find SkillsFind an existing agent skill instead of building one from scratch. Use when the user asks to find a skill for a task, whether a skill already exists for something, or says they are about to build a skill and wants to check first. Searches The Skill Foundry, skillspool.org and GitHub. Does NOT fire on: writing or editing a skill they already have, reviewing a skill's quality, or finding a Python package, VS Code extension or MCP server.
-
alaaldin97 Bundle Skill ReviewerReview an agent skill before it is submitted or merged. Use when the user asks to review a skill, check a SKILL.md, audit a skill's description, work out why a skill is not firing, why a skill fires on the wrong prompts, or whether a skill is ready to open a pull request against The Skill Foundry. Does NOT fire on: reviewing ordinary source code, reviewing a pull request that contains no SKILL.md, or writing a brand-new skill from scratch.
-
hi-donwi Skill AI Tool SecurityReview AI tool execution, prompt injection boundaries, and outbound data access. Use when configuring agent tools, MCP permissions, shell automation, or AI provider access. Do not use for general application authentication or dependency audits.
-
aleff-github Bundle Nice Try GptAnalyzes authorized CTF challenges by reproducing intended solves, identifying cheap LLM shortcuts, applying minimal human-friendly transformations, and verifying results end-to-end. Appropriate when reviewing or adapting CTFs to reduce pattern-matching shortcuts without materially increasing human difficulty.
-
hi-donwi Skill Codebase OnboardingBuild a concise mental model of an unfamiliar repository: architecture, entry points, workflows, ownership hotspots, tests, risks, and next files to read. Use when starting work in an unknown or large codebase, before major refactors, or when asked to explain how a project works. Do not use for tiny edits in already-understood code.
-
hi-donwi Skill Context EngineeringSelect and refresh the minimum context needed for an active task. Use when starting or resuming work, switching projects, or correcting stale agent context. Do not use to design access boundaries; use context-privacy for that.
-
kirrito-k423 Bundle Skill Creator创建或更新 Codex Skill,默认将规范源目录保存在独立的 agent-skills Git 仓库根目录下,仅通过符号链接安装到全局 Skill 目录。用户要求创建、初始化、迁移、安装、覆盖或更新 Skill 时使用,包括通常会触发系统内置 skill-creator 的请求。保留原有质量检查,不得把规范源目录直接存入全局 Skill 目录,也不得原地修改系统内置的 .system Skill。所有 Skill 的人类可读内容必须使用中文。
-
cloudquant Bundle Jccb项目框架代码库 RAG 与 grep 搜索技能。需要查看后端框架源码时触发
-
first-touch-inc Skill Hubspot Social Task RunnerFind HubSpot CRM tasks due today in the user/owner queue that already represent LinkedIn/social steps, such as connect, message, or follow-up, then execute the approved social action through FirstTouch and mark the HubSpot task complete only after the action is queued or sent. Use only when HubSpot MCP is connected and the team already creates these social-step tasks every day.
-
kirrito-k423 Bundle Model Intelligence Check生成供用户人工判断模型表现的降智检验图片。用户要求降智检测、智能自检、鹈鹕测试、复杂 SVG 指令遵循测试,或基于 sub2api issue 7176 检验当前模型时使用。由当前对话模型独立解题并编写 SVG,保留首次结果,提供可视图片与人工核对项,不自动判定智商、真实模型身份或是否降智。
-
felipelobomotta-blip Bundle Book Swarm PanelUse when a book project needs MiroFish-style simulated reader swarms, niche reader panels, public-opinion simulation, launch reaction testing, cultural/sensitivity risk scouting, agent interviews, review heatmaps, or revision tickets from many fictional readers. Use for requests mentioning simulated readers, public opinion, BookTok/Goodreads/Reddit/Twitter reaction, niche specialists, 20+ agents, crowd response, market reaction, or "MiroFish for books".
-
felipelobomotta-blip Bundle Literary Agent PanelUse when a manuscript, book concept, opening pages, synopsis, query package, or Book Genesis project needs simulated literary agent, acquiring editor, bookseller, and target-reader review for market viability and publication readiness.
-
felipelobomotta-blip Skill Continuity GuardianCross-manuscript consistency auditor. Runs after every 3-5 chapter batch and after full manuscript completion. Catches continuity errors, information-flow violations, timeline contradictions, and orphaned plot threads that individual chapter writers miss. The agent that asks "but how does he KNOW that?"
-
mohitagw15856 Skill Schedule Recipe 2Turn 'run this every Friday at 4pm' into a working, copy-paste schedule on the user's actual runner. Use when asked to schedule a recurring AI task, set up a routine or cron job for a skill, automate a weekly report, or wire a skill into n8n or GitHub Actions. Produces the exact setup for the chosen runner plus the prompt to run, failure alerting, and a first-run test plan.
-
mohitagw15856 Skill Solar Breakeven 2Model whether solar panels pay for themselves for your roof — net cost after incentives, bill offset with degradation, electricity inflation, the inverter replacement, and the breakeven year, plus the policy risk no calculator controls. Use when asked are solar panels worth it, when does solar break even, check this solar quote's payback claim, or model solar for my bill. Produces the year-by-year table from the script, the breakeven year, the quote-vs-model comparison, and the not-modeled list led by net-metering risk.
-
mohitagw15856 Skill AI Tool Picker 2Figure out which AI tool actually fits the task in front of you — chatbot, coding assistant, image model, agent, or none — instead of forcing one tool onto everything. Use when asked which AI tool should I use for, what's the best AI for, do I even need AI for this, or should I use ChatGPT or something else. Produces a match between your task and the right kind of AI tool (with why), the trade-offs that matter for your case, when the answer is a non-AI tool or plain human effort, and how to try it cheaply before committing — so you pick by fit, not by hype or habit.
-
mohitagw15856 Skill Context Budget 2Plan a session's context window like the budget it is — what loads up front, what gets linked instead, what stays fetch-on-demand, and how to keep the stable prefix cache-friendly so repeated turns cost cents instead of dollars. Use when asked my agent keeps blowing its context, plan what to load into the session, why is every turn so expensive, or design the context for this workflow. Produces the load/link/fetch allocation, the cache-aware prefix layout, the per-turn cost shape, and the eviction rules for when the window fills anyway.
-
affaan-m Bundle Unified Memory 4Share durable, inspectable context and handoffs between Claude, Codex, Hermes, Cursor, OpenCode, and other agents through the local ECC Memory Vault. Use when an agent must save work state, transfer context, resume another agent's task, or search shared project knowledge.
226k -
dotnet Skill Create Skill Test 2Scaffolds eval.yaml evaluation specs for agent skills in the dotnet/skills repository. Use when creating skill tests, writing evaluation stimuli, defining graders and rubrics, sizing an eval for statistical power, or setting up test fixture files. Handles the Vally eval.yaml schema, fixture organization, and overfitting avoidance. Do not use for running or debugging existing evals (use improve-skill-quality) nor for skills authoring (use create-skill).
4k -
agentskillexchange Skill Draft Internal Status Updates And Incident Comms 2Use Anthropic's internal-comms skill to turn raw project notes into company-ready status reports, 3P updates, FAQs, leadership notes, and incident writeups. The skill is valuable because it gives the agent a bounded communication workflow and format guidance, not because it exposes a generic skills repo.
28 -
agentskillexchange Skill Mailgun Javascript Sdk For Email Delivery And Domain Ope 2An ASE skill built around the official Mailgun JavaScript SDK for sending email and managing Mailgun API workflows from Node.js. It fits agent tasks that need transactional messaging, domain-aware email operations, event handling, and direct integration with the Mailgun platform.
28 -
seaworld008 Bundle MCP Builder 2Build MCP servers that expose external APIs or services through well-scoped tools in Python or TypeScript.
65 -
mohitagw15856 Skill Offer Comparison 2Compare two or more job offers as total-comp curves over four years — vesting cliffs, bonuses, 401(k) match, and the crossover year computed, not vibed. Use when asked to compare job offers, which offer pays more over time, model my equity vesting, or is the startup offer actually worth it. Produces a year-by-year and cumulative comp table per offer, the crossover analysis, and negotiation levers ranked by dollar impact.
-
mohitagw15856 Skill The Open House 2Simulate the open house and the listing agent's read of you — the questions that profile your budget and urgency, the staging that hides what inspection finds, and the offer-pressure choreography, run before you fall in love with anything. Use when asked what is the listing agent thinking, practice viewing a house, what should I not say at an open house, or simulate the offer pressure. Produces the walkthrough transcript with the agent's private profile of you, the what-the-staging-hides checklist, and a debrief on information discipline — what to ask, what to never volunteer.
-
mohitagw15856 Skill Prompt Debugging 2Figure out why a prompt isn't working and fix it — diagnose the actual failure (ambiguity, missing context, wrong format, conflicting instructions) instead of randomly rewording. Use when asked why isn't my prompt working, the AI keeps ignoring my instructions, my prompt gives inconsistent results, or how do I fix this prompt. Produces a diagnosis of the specific failure mode, the targeted fix for it (not a vibes rewrite), a corrected prompt, a check that it generalizes rather than fixing one case, and the principle behind the fix so you stop hitting it — turning prompt frustration into a debuggable, repeatable process.
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 process-model-check, skill-file-reviewer, blender-export. 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.