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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seguelacedric Skill Aca Auto ResearchAutonomous ACA research loop for finding the next best action. Use when the user asks the agent to research opportunities, find gaps, run the outbound research loop, or decide what ACA should do next.
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seguelacedric Skill Aca MCP OpsUse this when connecting to or operating ACA via MCP for leads, lists, sequences, campaigns, and replies.
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seguelacedric Skill Aca Crew RolesUse this when creating, briefing, or reviewing specialized ACA sales-crew agent roles and their job boundaries.
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seguelacedric Skill Aca Crew HandoffUse this when coordinating the ACA multi-agent sales crew handoffs from signal to meeting.
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skyfox675 Bundle Pr ChecksSingle-lane interval watcher that keeps open agent PRs green and mergeable — the CI + conflict + merge-queue medic lane of a multi-agent fleet. Watches for failing required checks, DIRTY/conflicted branches, AND merge_group (queue) failures that head checks are blind to; dispatches fixes, dequeues + drafts poison-pill PRs that drop a whole ALLGREEN group, and re-arms innocent PRs ejected by a group drop. Loops on an interval ("/loop <interval> start"). Use when running a CI/checks lane, when a PR is green on its own head yet never merges, when one bad PR stalls the entire merge queue, or when telling a real poison pill apart from a flake or an innocent ejection.
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skyfox675 Bundle Pr CleanupSingle-lane interval watcher that tidies up after agent PRs close — the post-merge janitor lane of a multi-agent fleet. Acts ONLY on closed PRs — deletes merged local branches, removes spent worktrees, closes the linked GitHub/Jira issue on merge, and releases the claim lock. Critical when PRs land on an integration branch (not the repo default), because GitHub then does NOT auto-close "Closes
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skyfox675 Bundle MCP BuilderGuide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).
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skyfox675 Bundle Pr CommentsSingle-lane interval watcher that drives PR review threads to resolved, then arms auto-merge — the review-thread-closer lane of a multi-agent fleet. Watches every open agent PR for AI-review-bot and human review comments, dispatches a fix sub-agent or posts a reasoned counter, resolves the thread only after the fix is pushed, and owns the INITIAL arm-after-bot-review (deliberately not done at dispatch, to avoid racing the bot). Loops on an interval ("/loop <interval> start"). Use when running a comments/review lane, when reviewed-but-unmerged PRs pile up because unresolved threads block auto-merge, when you must decide whether a PR is safe to arm yet, or to handle the race where review comments land after a PR is already queued.
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skyfox675 Bundle Gh Issue FilingWrite and triage GitHub issues that AI sub-agents can implement without asking a single follow-up question — the six-section groomed-issue format (verified file:line evidence, literal acceptance criteria, traceability hint), the filing-time label taxonomy, duplicate and cross-reference etiquette between concurrent operators, follow-up filing instead of scope creep, and the recon protocol that classifies stub issues into ready-to-dispatch / needs-spec-input / blocked via a sandboxed cheap-model decision tree with a machine-parseable output contract. Use whenever you are about to file, draft, groom, split, enrich, or triage a GitHub issue or a batch of them — when an operator reports a bug or pastes an error, when a feature request needs to become trackable work, when you discover adjacent work mid-task that must become a follow-up issue rather than scope creep, or when an issue queue needs triage before dispatch — even if the user just says "file this", "make a ticket", or "write that up".
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skyfox675 Bundle Gh Issue LabelsDefines and operates the label-based control plane for multi-agent GitHub orchestration — agent-model:* (per-issue model override), agent-effort:* (effort directive carried in the dispatch prompt, not an API param), agent-claimed (active lock marker), do-not-dispatch (operator hold), do-not-rebase (auto-rebase opt-out), and ready-to-dispatch (advisory grooming signal). Use whenever you are selecting an issue to dispatch, resolving which model or effort tier a sub-agent should run at, deciding whether an issue may be claimed at all, applying or honoring an operator hold, breaking an auto-rebase starvation loop on a PR, or bootstrapping these labels in a new repo (scripts/bootstrap-labels.sh) — even if the user never says "labels"; every dispatch or claim decision must consult this taxonomy first.
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ysyecust Skill Automation Audit OpsECC用の証拠ベースの自動化インベントリとオーバーラップ監査ワークフロー。ユーザーがどのジョブ、フック、コネクタ、MCPサーバー、またはラッパーがライブか、壊れているか、冗長であるか、修正前に不足しているかを知りたい場合に使用します。
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dailybothq Bundle Deepworkplan Addon Dailybot 3Optional DeepWorkPlan addon that connects an AI-first repo to the developer's Dailybot team — installing (with consent) the Dailybot agent skill (DailybotHQ/agent-skill, currently 3.10.3) and/or the Dailybot CLI (DailybotHQ/cli, >= 3.7.0), wiring the plan lifecycle into best-effort agent updates - kickoff when a plan starts, significant task completions, a blocked report when an unattended run halts, and a milestone on plan completion - with payloads derived from the plan's state layer, and optionally committing the Dailybot skill's deterministic hook enforcement (dailybot hook lifecycle hooks) so the agent harness itself reminds agents about unreported work. Opt-in, never required, never blocks the work, reconciles existing setups instead of clobbering them, and defers all auth to the Dailybot skill's own consent flow. Use when the developer or team already uses Dailybot and wants DWP progress visible to humans.
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dailybothq Bundle Deepworkplan Addon AI Diff Reviewer 3Optional DeepWorkPlan addon that connects an AI-first repo to the AI Diff Reviewer (DailybotHQ/ai-diff-reviewer on GitHub, "AI Diff Reviewer" on the Marketplace, current v2.0.0) — installing (with consent) the vendored coding-agent skill (DailybotHQ/ai-diff-reviewer, five sub-skills — parent default flow, generate-extension, setup, open-pr, apply-review) and, if the developer picks Flow B (dual-surface), letting the upstream setup sub-skill write .github/workflows/pr-review.yml so every pull request to the target repo is reviewed in CI with byte-identical parity to the local review. Wires the mandatory DWP Security Review task to run the parent default flow ("Review my current branch") as an additive step producing verdict + findings table + severity, appended under a dedicated heading in analysis_results/SECURITY_REVIEW.md. In Flow B, also surfaces the upstream apply-review sub-skill as an OPTIONAL developer-invoked companion during execute for walking through CI-posted findings per-finding (apply / defer /
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thinkfleetai Skill OracleBest practices for using the oracle CLI (prompt + file bundling, engines, sessions, and file attachment patterns).
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internscience Skill Clawhub 3Search and install agent skills from ClawHub, the public skill registry.
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internscience Skill Planner 3A guideline for how to plan, split, assign tasks, and report back. Governs how the main agent triages user instructions, plans multi-agent work, splits plans into execution blocks, assigns blocks to project agents via route_to_project, tracks progress with beads, and reports outcomes.
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clanker25 Skill Idea EvaluatorEvaluates an idea by hosting a multi-turn debate between a Pro and Con agent, delivering a final verdict on whether it's worth pursuing.
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clanker25 Skill Idea Evaluator ConThe Con Agent persona for idea evaluation. Critiques an idea by identifying potential flaws, risks, and market challenges.
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clanker25 Skill Idea Evaluator ProThe Pro Agent persona for idea evaluation. Logically supports an idea, arguing for its market fit, feasibility, and potential.
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clanker25 Bundle Antigravity Maintainer Batch ReleaseRun protected AAS maintainer sweeps, PR merge batches, canonical sync, Core preview checks, and scripted releases. Use for repository maintenance, main alignment, CLI/MCP/Workbench changes, or release work; not ordinary contribution tasks.
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quality-max Skill UI UX ScanQuick UI/UX deficiency scan of any page. Checks touch targets, contrast, font consistency, spacing issues, empty states, loading indicators, and common UX anti-patterns. Uses Playwright MCP only — no signup.
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quality-max Skill I18N Rtl AuditAudit a page for internationalization readiness — layout breaks under long translations (pseudo-localization), RTL rendering issues, hardcoded UI strings, and missing lang/dir attributes. Playwright MCP only, no signup.
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quality-max Skill Core Web VitalsMeasure Core Web Vitals on any URL — LCP, CLS, INP, TTFB, FCP — using the browser's own performance APIs. Grades each metric against Google's thresholds and produces an A-F report. Playwright MCP only, no signup.
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quality-max Skill Broken Link ScanFind broken links on any website. Crawls the page, checks every link for 404s, redirects, and timeouts. Reports dead links with their location. Uses Playwright MCP only — no signup.
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quality-max Skill Diff Risk ReviewReview the current git diff for correctness, security, and performance risks before you commit. Produces severity-ranked findings with the exact file:line and a suggested fix. Pure Claude Code — no MCP, no signup.
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quality-max Skill Console Error ScanDetect JavaScript errors, warnings, and failed network requests on any page. Navigates the URL, collects console output and network failures. Uses Playwright MCP only — no signup.
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quality-max Skill Mixed Content ScanScan an HTTPS page for mixed content — HTTP scripts, styles, images, iframes, and insecure form actions. Separates browser-blocked active mixed content from passive, with the exact offending URLs. Playwright MCP, no signup.
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quality-max Skill Cold Load WaterfallProfile a cold, cache-empty page load and build a text waterfall — the longest-pole requests, time to first byte, and time to interactive. Flags the critical-path bottlenecks. Playwright MCP only, no signup.
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quality-max Skill Complexity HotspotsRank the most complex code in a repo — long functions, deep nesting, high cyclomatic complexity, and god-files — worst-first, with a refactor suggestion for each. Pure Claude Code, no MCP, no signup.
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quality-max Skill Cookie Privacy ScanAudit a site's cookies and trackers — inventory every cookie, flag missing Secure/HttpOnly/SameSite, list third-party trackers, and detect tracking that fires before consent. Playwright MCP only, no signup.
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quality-max Skill Error Handling AuditAudit a repo (or diff) for weak error handling — swallowed exceptions, bare catches, unhandled promise rejections, missing network timeouts/retries, and errors logged but not surfaced. Pure Claude Code, no MCP, no signup.
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quality-max Skill Form Validation ScanProbe the forms on a page for validation gaps — missing required-field enforcement, no client-side validation, accepts malformed input, and absent error messaging. Reports per-field findings. Playwright MCP only, no signup.
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quality-max Skill Responsive ScreenshotsScreenshot any URL at 5 viewport sizes — mobile, tablet, laptop, desktop, and ultrawide. Saves PNGs and reports layout issues. Uses Playwright MCP only — no signup.
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quality-max Skill Agentic App Risk ReviewDefensive review of an LLM/agent application for OWASP-LLM-style risks — prompt injection, unsafe tool calls, excessive agency, and PII/secret leakage. Reads your code, flags issues with file:line. Pure Claude Code, no signup.
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waelabouceo Skill Prompt LinterA defensive security skill that detects prompt-injection and dangerous commands in untrusted text.
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waelabouceo Skill Note Taker 2Append timestamped notes to a local notes file.
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 aca-auto-research, ACA MCP ops, ACA crew roles. 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.