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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aibot88 Bundle GreenfieldParallel persona planning for new projects. Research agent runs first to build domain context, then Architect, PM, and Security agents run in parallel. Synthesis agent combines all perspectives into a detailed GSD-style PLAN.md with Tensions section.
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aibot88 Bundle Improve A2Improve adoption criterion A2 (Agent-Authored Contributions) by setting up the tooling and guidance that enables and tracks agent contributions. Raises the fulfillment level by one step.
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aibot88 Bundle Improve A7Improve adoption criterion A7 (Proactive Quality Management) by configuring automated dependency updates, security scanning, and agent-driven tech debt PRs. Raises the fulfillment level by one step.
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aibot88 Bundle Instar DevInstar-specific development skill used by the instar-developing agent (Echo, or any agent assigned instar-dev responsibilities). Wraps /build with mandatory side-effects review, signal-vs-authority principle check, and artifact generation. Structural enforcement via pre-commit/pre-push hooks — the instar repo refuses commits and pushes that didn't come through this skill. NOT a user-facing skill — end users should never invoke it.
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aibot88 Bundle MCP ExposeExpose un module existant via MCP en generant automatiquement un MCP server Edge Function. Supporte deux modes — wrapper Edge Function existante OU CRUD direct PostgREST sur tables. Auth dual (OAuth + API key). Utiliser quand on dit "expose le module X par MCP", "creer un MCP pour le module Y", "mcp-expose", ou quand on veut rendre un module accessible aux agents.
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aibot88 Bundle NewstickerGerman-language news skill for the OpenClaw and AI agent ecosystem. Use when the user asks for current news, briefings, breaking alerts, or ClawNews.de archive search about OpenClaw, ClawHub, LLMs, AI agents, security, tools, open source, or community topics. Typical triggers: "Was gibt es Neues?", "Gibt es Breaking News?", "Suche ClawNews nach X", "ClawNews Briefing", "News zu [Thema]", "What's new in OpenClaw?". DACH region, German-language output and sources from ClawNews.de.
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aibot88 Bundle Prompt EngPrompt engineering specialist for system prompt optimization. Designs effective prompts, A/B testing, prompt injection detection, AI response quality. Triggers: 'prompt', 'system prompt', 'AI quality', 'prompt injection', 'LLM output'. Use when: creating/improving prompts, testing effectiveness, debugging poor AI responses, securing against injection.
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aibot88 Bundle Sdd ThreatSTRIDE脅威モデリングに基づくthreat-model.mdを生成。保護対象資産・信頼境界・脅威・緩和策を定義し、セキュリティ要件を導出する。
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aibot88 Bundle Tool GuardAllowlist/denylist for AI agent tool calls with approval gates for destructive operations. Define which tools the agent can use freely, which require confirmation, and which are blocked entirely. Combines LOCO-Agent's resource authorization with Flare's anomaly-aware security heuristics. Trigger phrases: "restrict tools", "tool permissions", "block bash", "approval gate", "limit what you can do", "tool whitelist", "tool blacklist".
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aibot88 Bundle TS LibraryUse when authoring TypeScript libraries or npm packages - covers project setup, package.json exports, build tooling (tsdown/unbuild), API design patterns, type inference tricks, testing, and publishing to npm. Use when bundling, configuring dual CJS/ESM output, or setting up release workflows.
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aibot88 Bundle Zoom MCP WhiteboardGuidance for the bundled Zoom Whiteboard MCP connector. Use for Whiteboard MCP auth, endpoints, ID mapping, and tool workflows such as list_whiteboards and get_a_whiteboard. Prefer this skill when the request is specifically about Whiteboard MCP rather than general Zoom MCP.
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aibot88 Bundle AdversarialMulti-Agent Adversarial Analysis System for code security
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aibot88 Bundle Agent SmithIntelligent financial management skill for Claude Code that provides comprehensive PocketSmith API integration with AI-powered analysis, transaction categorization, rule management, tax intelligence, and scenario planning. Use when working with PocketSmith data for (1) Transaction categorization and rule management, (2) Financial analysis and reporting, (3) Australian tax compliance (ATO) and deduction tracking, (4) Scenario analysis and forecasting, (5) PocketSmith setup health checks, (6) Budget optimization and spending insights.
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aibot88 Bundle MCP Architect Analyze MCPAnalyze existing MCP server implementation for optimization opportunities and best practice compliance. 分析現有MCP服務器實現,識別優化機會與最佳實踐合規性。
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aibot88 Bundle Audit AgentComprehensive security and code quality audit. Use for thorough security, vulnerability, and code quality analysis. Related: project-health-checker for quick diagnostic checks.
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aibot88 Bundle Audit Trail모든 사용자 발화·agent 행동·phase 전환·gate 판정을 ISO 8601 타임스탬프와 함께 감사 로그에 기록한다. 사용자 입력은 축약·요약 없이 verbatim blockquote로 보존하며, SOC2·ISMS-P 감사 요구사항에 매핑되는 보존 정책(30·90·365일)을 프로젝트별로 선택한다. 모든 AIDLC skill이 호출 가능한 공통 감사 계층을 제공한다.
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aibot88 Bundle Browser CdpUse this skill when you need to control a Chrome browser via CDP (Chrome DevTools Protocol) to reuse existing login sessions. Covers: launching Chrome in debug mode, opening URLs, waiting for page load, evaluating JavaScript, taking snapshots, and extracting auth tokens. Trigger phrases: browser automation, CDP, agent-browser, 浏览器操作, 操作浏览器, Chrome CDP, 复用登录态, extract token from browser.
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aibot88 Bundle Cmmc ExpertCMMC v2.0 expert for DoD contractors. Provides deep knowledge of Cybersecurity Maturity Model Certification including 5 levels, 14 domains, 171 practices, NIST 800-171 alignment, and C3PAO assessment preparation.
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aibot88 Bundle Commit LintFormats and lints code with ruff using a sub-agent. Use after tests pass to ensure code style compliance.
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aibot88 Bundle ConfiguringUniversal environment variable loader for AI agent environments. Loads secrets and config from Claude.ai, Claude Code, OpenAI Codex, Jules, and standard .env files.
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aibot88 Bundle Dev FactoryAutomated software development agent using ChatDev 2.0 and GLM-5. Discovers topics from GitHub Trending, CVE databases, and security news → generates code with 7-agent ChatDev team → tests automatically → publishes to GitHub. Self-correction loop (error → fix → retry, max 3 times). Use when you want to automate development, create security tools, or generate DevOps utilities. Triggers: "자동 개발", "도구 생성", "builder agent", "chatdev".
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aibot88 Bundle Graph AuditUse when checking that every SKILL.md conforms to the schema, that manifest entries match authored frontmatter, or that relation targets point at real sibling skills. Covers schema conformance, manifest sync, relation integrity, eval-artifact coherence, grounding presence, and name-directory parity. Do NOT use for general code review, runtime agent debugging, or auditing non-skill files.
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aibot88 Bundle Hard CheeseThis skill should be used when the user wants a metacognitive vibecheck gate before code is shared for review or a pull request is opened — phrases like "/hard-cheese", "/cheese --hard", "gate this before I push", "vibecheck me", "make sure I understand this diff", "epistemic-debt check". Reads the working diff, asks the human author to explain its causal logic in their own words, spawns a fresh-context judge sub-agent to grade the explanation against the SOLO Taxonomy (pass ≥ Multistructural), and either accepts (PASS) or returns Socratic feedback for retry (FAIL, capped at `--socratic-cap N`). Writes the audit trail to `.cheese/hard/<slug>.md`. Use standalone before opening a PR, or as the propagated `--hard` flag on `/cook`, `/press`, `/age`, `/cure` so the gate fires at the share-for-review handoff. Do NOT use for code review (`/age`), test hardening (`/press`), or fix application (`/cure`) — those review the artifact; hard-cheese reviews the human's understanding of it.
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aibot88 Bundle Inner FlameUniversal self-review protocol for all Rune teammates. Adapts checklist per agent role (worker, fixer, reviewer, researcher, forger, aggregator). Enforces completeness verification, hallucination detection, codebase rule compliance, and value assessment before any task can be marked complete. Use when: Any teammate is about to mark a task complete or send a Seal. Keywords: self-review, inner-flame, quality gate, hallucination, verification, completeness
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aibot88 Bundle Libtv VideoSeedance 2.0 video & image generation via LibTV Gateway - AI text-to-video, image-to-video, video continuation, style transfer, and text-to-image using Seedance 2.0 model. Also supports Kling 3.0, Wan 2.6, Midjourney, Seedream 5.0. Trigger phrases: seedance, generate video, make a video, generate image, make an image, draw, libtv, liblib.
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aibot88 Bundle Lookup DocsFetch current documentation for libraries used in channelhub (Bun, grammy, MCP SDK, Playwright, bun:sqlite, etc.). Prefer Context7 when installed; fall back to WebFetch against the canonical doc site. Use when the user asks "how does X API work" or you're about to call an unfamiliar library method.
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aibot88 Bundle Maven ToolsJVM dependency intelligence via Maven Tools MCP server. Use when user asks about Java/Kotlin/Scala dependencies, versions, upgrades, CVEs, or licenses. Use when analyzing pom.xml, build.gradle, or any Maven Central dependency. Use when user says 'check my dependencies', 'should I upgrade X', 'is this version safe', or 'what's the latest version of Y'.
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aibot88 Bundle Nature DataPrepare, audit, or revise Nature-ready Data Availability statements, data repository plans, dataset citations, and FAIR metadata checklists for manuscripts. Use when the user asks about Nature data availability, research data sharing, repository selection, accession numbers, restricted or sensitive data, source data, supplementary datasets, DataCite-style dataset references, FAIR metadata for academic publication, or Chinese-to-English data availability wording for Chinese-speaking authors preparing Nature-family submissions.
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aibot88 Bundle Oma DeepsecDrive Vercel's `deepsec` agent-powered vulnerability scanner end-to-end: installing the `.deepsec/` workspace, bootstrapping `INFO.md`, running cost-aware `scan` / `process` / `triage` / `revalidate` / `export` passes, gating PRs with `process --diff`, writing custom matchers, and triaging findings. Use whenever the user mentions deepsec, asks an agent to scan a repo for vulnerabilities, runs into `pnpm deepsec` / `bunx deepsec` commands, wants a CI-based PR security review, sees a `.deepsec/` directory, or asks about `INFO.md` / matchers / `process --diff` / `revalidate`, even when the tool name is not spoken. Deepsec scans are expensive (a single full scan can cost hundreds to tens of thousands of dollars) so the skill exists in part to keep the user from getting surprised.
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aibot88 Bundle Pentest LLMLLM application red team — OWASP LLM Top 10, prompt injection, RAG poisoning, MCP server abuse, agent tool abuse, jailbreak testing advisory. Triggers on LLM red team, prompt injection, jailbreak, RAG poisoning, OWASP LLM Top 10, MCP abuse, agent tool abuse, AI security testing.
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aibot88 Bundle Review Work5-agent parallel review gate using agent teams. Spawns Goal Verification, QA Execution, Code Quality, Security Audit, and Context Mining teammates. ALL must pass.
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aibot88 Bundle Runtime HalRuntime HAL for multi-runtime agent orchestration. Detects active AI assistant (Claude Code, Codex, Gemini, Cursor) and exposes uniform interface for startup injection, GUPP enforcement, and communication selection.
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aibot88 Bundle Safety ScanScan inputs for prompt injection, unsafe content, and adversarial attacks using AIDefence
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aibot88 Bundle Sales BaltoBalto platform help — contact center real-time AI guidance with live call coaching, automated QA on 100% of calls, compliance monitoring, and automatic call summarization to CRM. Use when agents aren't following compliance scripts and you need real-time enforcement, QA team is only sampling a fraction of calls and missing problems, new agent ramp time is too long and you want live guidance to accelerate it, need real-time PCI/HIPAA/regulatory scanning during calls, Balto prompts aren't triggering correctly or showing on the wrong screen, comparing Balto vs Observe.AI or CallMiner for contact center QA, or configuring Balto with Five9, Genesys, or Amazon Connect. Do NOT use for building a general coaching program (use /sales-coaching) or reviewing a specific call transcript (use /sales-call-review).
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aibot88 Bundle Sales BoomiBoomi platform help — enterprise iPaaS, 1000+ connectors, API Management, Data Hub MDM, Flow low-code builder, Event Streams, B2B/EDI, AgentStudio AI agents, MCP support. Use when Boomi integration keeps failing or data isn't syncing, connector won't authenticate to SAP or Salesforce, per-connection pricing is spiraling and you need to optimize, debugging a Boomi process is painful with vague error messages, evaluating Boomi vs MuleSoft vs Workato, or setting up API management and governance. Do NOT use for simple Zapier/Make automations (use /sales-integration) or MuleSoft-specific questions (use /sales-mulesoft).
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aibot88 Bundle Skill VettrStatic analysis security scanner for third-party OpenClaw skills. Detects eval/spawn risks, malicious dependencies, typosquatting, and prompt injection patterns before installation. Use when vetting skills from ClawHub or untrusted sources.
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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 audit-trail, dev-factory, hard-cheese. 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.