AI & ML

bestagentkits Bundle

Structured research summarization agent skill for non-dev users. Handles academic papers, web articles, reports, and documentation. Extracts key findings, generates comparative analyses, and produces properly formatted citations. Use when: user wants to summarize a research paper, compare multiple sources, extract citations from documents, or create structured research briefs. Plugin for Claude Code, Codex, Gemini CLI, and OpenClaw.

bestagentkits Bundle

Computer vision engineering skill for object detection, image segmentation, and visual AI systems. Covers CNN and Vision Transformer architectures, YOLO/Faster R-CNN/DETR detection, Mask R-CNN/SAM segmentation, and production deployment with ONNX/TensorRT. Includes PyTorch, torchvision, Ultralytics, Detectron2, and MMDetection frameworks. Use when building detection pipelines, training custom models, optimizing inference, or deploying vision systems.

bestagentkits Bundle

Use when the user asks to optimize prompts, design prompt templates, evaluate LLM outputs with an eval set, measure RAG retrieval quality, validate agent/tool configurations, analyze token usage, or design structured-output contracts. Covers eval-driven prompt iteration, RAG metrics (relevance, faithfulness, coverage), agent workflow validation, and token/cost budgeting — all model-agnostic, with three stdlib Python tools.

bestagentkits Bundle

Security audit and vulnerability scanner for AI agent skills before installation. Use when: (1) evaluating a skill from an untrusted source, (2) auditing a skill directory or git repo URL for malicious code, (3) pre-install security gate for Claude Code plugins, OpenClaw skills, or Codex skills, (4) scanning Python scripts for dangerous patterns like os.system, eval, subprocess, network exfiltration, (5) detecting prompt injection in SKILL.md files, (6) checking dependency supply chain risks, (7) verifying file system access stays within skill boundaries. Triggers: "audit this skill", "is this skill safe", "scan skill for security", "check skill before install", "skill security check", "skill vulnerability scan".

bestagentkits Bundle

The method for finding the gap between what a system is supposed to do and what the code actually does — the class of bug generic scanners miss because they have no model of intent. Defines what counts as documented intent, what counts as implementation evidence, which mismatches matter, and how to avoid hand-wavy findings. Use when auditing AI-built code, reviewing access control against documented permissions, or checking whether a codebase matches its own documentation.

bestagentkits Bundle

Adversarial code review that breaks the self-review monoculture. Use when you want a genuinely critical review of recent changes, before merging a PR, or when you suspect Claude is being too agreeable about code quality. Forces perspective shifts through hostile reviewer personas that catch blind spots the author's mental model shares with the reviewer.

bestagentkits Bundle

Use when Codex should act as the Real Estate Buyer & Seller specialist from Agency Agents. Comprehensive real estate agent assistant for buyer representation, seller representation, listing management, offer negotiation, transaction coordination, and closing support — delivering a world-class client experience from first showing to final closing across residential and investment real estate

bestagentkits Bundle

Run parallel feature work safely with Git worktrees. Standardizes branch isolation, port allocation, environment sync, and cleanup so each worktree behaves like an independent local app. Optimized for multi-agent workflows where each agent or terminal session owns one worktree. Use when running multiple feature branches simultaneously, isolating experimental work, or coordinating multi-agent development across the same repo.

bestagentkits Bundle

Curate Claude Code's auto-memory into durable project knowledge. Analyze MEMORY.md for patterns, promote proven learnings to CLAUDE.md and .claude/rules/, extract recurring solutions into reusable skills. Use when: (1) reviewing what Claude has learned about your project, (2) graduating a pattern from notes to enforced rules, (3) turning a debugging solution into a skill, (4) checking memory health and capacity.

bestagentkits Bundle

Autonomous experiment loop that optimizes any file by a measurable metric. Inspired by Karpathy's autoresearch. The agent edits a target file, runs a fixed evaluation, keeps improvements (git commit), discards failures (git reset), and loops indefinitely. Use when: user wants to optimize code speed, reduce bundle/image size, improve test pass rate, optimize prompts, improve content quality (headlines, copy, CTR), or run any measurable improvement loop. Requires: a target file, an evaluation command that outputs a metric, and a git repo.

bestagentkits Bundle

Use when Codex should act as the Accounts Payable Agent specialist from Agency Agents. Autonomous payment processing specialist that executes vendor payments, contractor invoices, and recurring bills across any payment rail — crypto, fiat, stablecoins. Integrates with AI agent workflows via tool calls.

bestagentkits Bundle

Use when Codex should act as the Agentic Identity & Trust Architect specialist from Agency Agents. Designs identity, authentication, and trust verification systems for autonomous AI agents operating in multi-agent environments. Ensures agents can prove who they are, what they're authorized to do, and what they actually did.

bestagentkits Bundle

Use when Codex should act as the Report Distribution Agent specialist from Agency Agents. AI agent that automates distribution of consolidated sales reports to representatives based on territorial parameters

bestagentkits Bundle

Chief AI Officer advisory for startups: model build-vs-buy decisions (API vs fine-tune vs in-house), AI risk classification under EU AI Act + US state patchwork, AI cost economics (API-to-self-hosted breakeven), and AI team org evolution. Use when deciding whether to call an API or fine-tune, classifying AI use cases for regulatory risk, calculating when self-hosting pays off, sequencing AI hires, or when user mentions CAIO, AI strategy, model selection, foundation model, fine-tuning, EU AI Act, NIST AI RMF, AI governance, model risk, or AI economics. Strategic only — does not duplicate engineering AI/ML skills.

bestagentkits Bundle

Design and ship production-ready MCP (Model Context Protocol) servers from OpenAPI contracts instead of hand-written tool wrappers. Python and TypeScript support, schema validation, safe evolution. Use when exposing an existing API as an MCP server, building tool integrations for Claude or Codex or Cursor, or scaffolding an MCP project from scratch.

bestagentkits Bundle

Use when Codex should act as the Image Prompt Engineer specialist from Agency Agents. Expert photography prompt engineer specializing in crafting detailed, evocative prompts for AI image generation. Masters the art of translating visual concepts into precise language that produces stunning, professional-quality photography through generative AI tools.

bestagentkits Bundle

Use when Codex should act as the AI Engineer specialist from Agency Agents. Expert AI/ML engineer specializing in machine learning model development, deployment, and integration into production systems. Focused on building intelligent features, data pipelines, and AI-powered applications with emphasis on practical, scalable solutions.

bestagentkits Bundle

Use when Codex should act as the Prompt Engineer specialist from Agency Agents. Specialist in crafting, testing, and systematically optimizing prompts for LLMs — turning vague instructions into reliable, production-grade AI behaviors.

bestagentkits Bundle

Use when Codex should act as the Legal Billing & Time Tracking specialist from Agency Agents. Comprehensive legal billing and time tracking specialist for accurate time capture, invoice generation, billing narrative writing, collections management, trust account compliance, and billing analysis — maximizing revenue recovery while maintaining client relationships and ethical compliance across any firm size or billing model

bestagentkits Bundle

Use when Codex should act as the Geoprocessing Specialist specialist from Agency Agents. ArcPy and Python toolbox expert who automates spatial workflows — builds .pyt toolboxes, Model Builder processes, batch geoprocessing automation, and custom analysis scripts for ArcGIS Pro.

bestagentkits Bundle

Use when Codex should act as the Identity Graph Operator specialist from Agency Agents. Operates a shared identity graph that multiple AI agents resolve against. Ensures every agent in a multi-agent system gets the same canonical answer for "who is this entity?" - deterministically, even under concurrent writes.

bestagentkits Bundle

Use when Codex should act as the MCP Builder specialist from Agency Agents. Expert Model Context Protocol developer who designs, builds, and tests MCP servers that extend AI agent capabilities with custom tools, resources, and prompts.

bestagentkits Bundle

Use when Codex should act as the Roblox Systems Scripter specialist from Agency Agents. Roblox platform engineering specialist - Masters Luau, the client-server security model, RemoteEvents/RemoteFunctions, DataStore, and module architecture for scalable Roblox experiences

bestagentkits Bundle

Use when Codex should act as the Multi-Agent Systems Architect specialist from Agency Agents. Systems architect specializing in the design, coordination, and governance of multi-agent AI pipelines — covering topology selection, context management, inter-agent trust, failure recovery, human-in-the-loop gating, and observability for production-grade agent systems.

euxx Skill

Multi-agent code review for local changes, files, or directories. Detects bugs, security issues, and conventions-file violations (AGENTS.md/CLAUDE.md/GEMINI.md).

bestagentkits Bundle

Use when Codex should act as the Workflow Architect specialist from Agency Agents. Workflow design specialist who maps complete workflow trees for every system, user journey, and agent interaction — covering happy paths, all branch conditions, failure modes, recovery paths, handoff contracts, and observable states to produce build-ready specs that agents can implement against and QA can test against.

nanameru Bundle

Use when Codex needs to configure, troubleshoot, or use X's official MCP servers: X API MCP at https://api.x.com/mcp through the xurl bridge, X Docs MCP at https://docs.x.com/mcp, OAuth2 setup, MCP client config for Grok/Cursor/Claude/VS Code, X API documentation lookup, or safe X API tool usage.

hymn07 Bundle

Act as an execution-focused assistant for real Feishu/Lark tasks, reminders, and calendar events. Use when the user asks to capture, inspect, review, complete, postpone, schedule, reschedule, or delete work; wants a messy day/week/workload organized into a realistic plan; asks the agent to act like a secretary or chief of staff; mentions a concrete future commitment worth capturing; changes travel or meeting plans; or needs Feishu setup and authorization recovery.

bestagentkits Bundle

Use when Codex should act as the Strategy Duel Agent specialist from Agency Agents. Conducts live strategy duels using game theory and the 36 Chinese stratagems

uitbreidenos Skill

MLflow experiment tracking, model registry, artifact logging, model serving, multi-run comparison, sklearn/PyTorch integration

uitbreidenos Skill

Build multi-agent crews with CrewAI framework for collaborative AI task execution

uitbreidenos Skill

Mastra AI: TypeScript agent framework — agents, workflows, tools, memory, RAG, evals — for building production-grade AI applications

uitbreidenos Skill

Building NLP systems end to end — text preprocessing, fine-tuning transformer models, named entity recognition (NER), text classification, sentimen...

uitbreidenos Skill

Open source license classification: permissive vs copyleft vs network copyleft, compatibility matrix, deployment model obligations, attribution and notice requirements

uitbreidenos Skill

Activate token-efficient mode: caveman output, right model selection, MCP discipline, compaction strategy, cavecrew agents — all in one

uitbreidenos Skill

- User says they want to speak their prompt rather than type it