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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johnalbertini14-glitch Bundle Security Scanner 2Run a comprehensive local security scan on your OpenClaw installation. Checks config, network exposure, credentials, OS hardening, and agent guardrails. Scores your setup and offers auto-fixes. Everything stays local — no data leaves your machine.
1 - johnalbertini14-glitch Bundle Aiops Agent 2
AIOps Agent - AI驱动的智能运维系统
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aibot88 Bundle Aichat LLM CLI Shell Assistant RAGAIChat is a comprehensive LLM command-line tool written in Rust that combines chat-REPL, shell command generation, RAG, AI tools, and multi-provider support into a single binary. It connects to 20+ LLM providers including OpenAI, Claude, Gemini, and Ollama.
3 - aibot88 Bundle Fabric AI Prompt Pattern Framework
Fabric is an open-source framework for augmenting humans using AI. It provides a modular system of crowdsourced prompt patterns that solve specific problems—from summarizing content to extracting wisdom to analyzing security threats—all usable from the command line.
3 - johnalbertini14-glitch Bundle Prompt Engineer 2
Expert prompt engineer specializing in advanced prompting techniques, LLM optimization, and AI system design. Masters chain-of-thought, constitutional AI, and production prompt strategies. Use when building AI features, improving agent performance, or crafting system prompts.
1 - johnalbertini14-glitch Bundle Youtube Search 2
YouTube Search API via AIsa unified endpoint. Search YouTube videos, channels, and playlists with a single AIsa API key — no Google API key or OAuth required. Use this skill when users want to search YouTube content. For other AIsa capabilities (LLM, financial data, Twitter, web search), see the aisa-core skill.
1 - johnalbertini14-glitch Bundle Enhanced Memory 2
An enhanced memory system for OpenClaw agents that replaces the default single-file MEMORY.md with a complete memory architecture: hierarchical directory organization by category, [category:value] tag indexing with multi-tag AND search, automatic lifecycle management (active → archive, never delete), and intelligent cross-category retrieval that auto-routes queries to the right memory module. Gives your agent structured, searchable, long-lived memory out of the box.
1 - johnalbertini14-glitch Bundle Token Optimizer 2
Automatically analyze and reduce OpenClaw token waste through context compression, tool-call deduplication insights, model selection guidance, and session hygiene checks. Use when sessions are nearing context limits, costs are climbing, or you want proactive token optimization before expensive tasks.
1 - aibot88 Bundle Gpg Encryption Key Management Agent
Manages GPG key lifecycle and file encryption operations using GnuPG CLI and GPGME library. Handles keyserver synchronization, trust model management, and automated encrypted backup workflows.
3 - johnalbertini14-glitch Skill Archive 2
Archive Memory 📦
1 - johnalbertini14-glitch Bundle RAG 2
Complete RAG (Retrieval-Augmented Generation) system for OpenClaw. Indexes chat sessions, workspace code, documentation, and skills into local ChromaDB for semantic search. Enables finding past solutions, code patterns, and decisions instantly. Uses local embeddings (all-MiniLM-L6-v2) with no API keys required. Automatically ingests and updates knowledge base from ~/.openclaw/agents/main/sessions and workspace files.
1 - aibot88 Bundle Repomix Codebase Context Packer LLM
Repomix packs an entire code repository into a single AI-friendly file optimized for LLM consumption. It provides token counting, security scanning via Secretlint, Tree-sitter-based code compression, and outputs in XML, Markdown, or plain text format.
3 - aibot88 Bundle LLM Sast Scanner 2
General-purpose Static Application Security Testing (SAST) skill for code vulnerability analysis. Trigger when the user asks to: "analyze code for vulnerabilities", "review code security", "find security bugs", "do a SAST scan", "check for [vulnerability type] in code", "audit source code", or requests a security code review of any language or framework. Covers 34 vulnerability classes across web, API, auth, mobile, and logic layers.
3 - aibot88 Bundle Expose Fastapi Routes As MCP Tools With Fastapi MCP
Mount FastAPI-MCP on an existing FastAPI app so agents can call authenticated route-backed MCP tools with preserved schemas.
3 - johnalbertini14-glitch Bundle Submit To Agentbeat 2
Complete submission flow for autonomous AI agents into the on-chain agent economy. Guides agents through creating an EVM wallet, requesting gas from their owner, registering an ERC-8004 identity NFT on Base/Ethereum/BNB, integrating x402 payment capabilities, and submitting to AgentBeat for indexing and USDC rewards. Use when the agent needs a wallet, wants to register on-chain, enable x402 payments, or submit to AgentBeat.
1 - johnalbertini14-glitch Bundle Skill Auditor 3
Security scanner for OpenClaw skills. Detects malicious code, obfuscated payloads, prompt injection, social engineering, typosquatting, and data exfiltration before installation. Features 0-100 numeric risk scoring, MITRE ATT&CK mappings, base64/hex deobfuscation, IoC database, whitelist system, and SHA256 file inventory. Use before installing any third-party skill. Triggers: audit skill, check security, scan skill, is this skill safe, security review, quarantine.
1 - aibot88 Bundle Develop And Harden Wordpress Plugins With Lifecycle And Secu
Use Automattic’s official wp-plugin-development skill when an agent needs to build, refactor, secure, or package a WordPress plugin with correct activation hooks, settings handling, uninstall behavior, and data hygiene. This is a plugin engineering playbook, not a generic WordPress listing.
3 - aibot88 Bundle Rewrite Git History To Purge Secrets Binaries Or Accidental
Use git-filter-repo when an agent needs to surgically rewrite repository history after a leaked secret, a huge binary commit, or a bad subtree split. The agent analyzes the problem, builds the rewrite command, and leaves a clean follow-up checklist for force-push, clone reset, and downstream cleanup.
3 - aibot88 Bundle Run Day 2 Openclaw Operations With Production Runbooks And R
Use a practical OpenClaw operations runbook to stabilize long-running deployments, tune coordinator and worker patterns, and apply reusable prompt templates for monitoring, security, and cost control.
3 - aibot88 Bundle Scan LLM Systems For Jailbreaks Prompt Injections And Unsafe
Probe a model or agent stack with adversarial test suites so safety failures show up before deployment or review.
3 - aibot88 Bundle Scan MCP Servers For Security Findings Before Connecting The
Run MCP Scanner against a remote or local MCP server before trusting it, so the agent gets a bounded security review of tools, prompts, resources, dependencies, and supply-chain risk.
3 - aibot88 Bundle Scan Repositories For AI Supply Chain And Agent Security Ris
Use Medusa Security before trusting a repository, dependency, or AI-agent codebase when an agent needs a focused scan for repo poisoning, prompt-injection, MCP, and AI supply-chain findings.
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holobiomicslab Skill Multiblock Pls Model Fitting 3Use when you have split multi-assay LC-MS intensity data into training (90%) and test (10%) subsets with assay-specific column prefixes, and you need to fit a discriminant or regression model that respects the block structure (separate assays) while jointly predicting a phenotypic outcome (e.
- holobiomicslab Skill Siamese Architecture Scoring 3
Use when after a TCN-based formula prediction model has generated initial formula candidates from MS/MS spectra, apply this skill to rescore and refine those candidates when you need to improve ranking accuracy.
- holobiomicslab Skill Reference Database Screening 2
Use when after a CNN model has generated predicted molecular embeddings from mass spectrometry data, use this skill to match those predictions against a curated reference database of known molecular embeddings.
- holobiomicslab Skill Roc Curve Auc Metric Evaluation 2
Use when after training a NeatMS CNN model on labeled MS1 peaks and generating predictions on a held-out test set, compute ROC-AUC to assess whether the model achieves the target discrimination threshold (AUC ≥ 0.9) without evidence of overfitting.
- holobiomicslab Skill Model Metadata Extraction 3
Use when when you need to programmatically interface with a TensorFlow Serving model instance and must discover or validate the expected input names (e.
- holobiomicslab Skill Multitask Model Inference 3
Use when you have a trained multitask model checkpoint and preprocessed spectral inputs (1D NMR spectra, 1H-only, 13C-only, or combined 1H+13C), and you need to generate simultaneous predictions of molecular formula and connectivity structure to quantify modality contributions, compare single vs..
- holobiomicslab Skill Configuration File Modification 2
Use when when you need to expand or contract a mass spectrometry dataset by adding or removing allowed instrument types (e.
- holobiomicslab Skill Correlation Matrix Construction 2
Use when after obtaining per-sample model predictions and metabolite signal intensities from a trained deep learning model (e.g., DeepMSProfiler) on LC-MS data from multiple disease groups, and you need to identify and visualize metabolite–disease associations as correlation strengths.
- holobiomicslab Skill Retention Time Mass Alignment 3
Use when you have two independent LC-MS untargeted metabolomic feature datasets (each with retention time and m/z values) and need to identify which features in one dataset correspond to features in the other.
- holobiomicslab Skill Inchikey Smiles Standardization 2
Use when when you have raw MS/MS spectra from repositories like GNPS that lack or have inconsistent chemical structure annotations (InChI/SMILES), and you need to produce a curated dataset with uniform 14-character InChIKey and SMILES/InChI annotations for downstream machine learning or similarity.
- holobiomicslab Skill Lc Ms Retention Time Adjustment 2
Use when you have centroided .mzML LC–MS data with multiple sample runs and a preliminary compound target table with theoretical or measured retention times, but you suspect the expected RT values may not align with actual retention windows in your dataset.
- holobiomicslab Skill Mass Spectral Data Augmentation 2
Use when when you have limited real GC-MS overlapped peak data but need thousands of labeled examples to train a deep learning model for mass spectral deconvolution.
- holobiomicslab Skill Molecular Structure Attribution 2
Use when you have a trained GNN model predicting CCS values from molecular graphs and need to understand which structural features (node and edge attributes) are most influential for specific predictions or across a test set.
- holobiomicslab Skill Feature Ablation Analysis 3
Use when when you have a trained GNN model for molecular property prediction (e.g., collision cross section) and need to identify which graph structural features—atomic properties, bond types, or higher-order graph descriptors—are driving the model's predictions.
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 security-scanner, aiops-agent, aichat-llm-cli-shell-assistant-rag. 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.