AI & ML

pcatattacks Bundle

Launch a collaborative team meeting using agent teams. Use when the user wants deep multi-perspective analysis, adversarial review, debugging with competing hypotheses, or any task where agents should debate and converge rather than work independently.

pcatattacks Bundle

Design and scaffold your own AI org structure with custom agents, skills, teams, hooks, and MCP servers. Interactive wizard that interviews you, proposes an org, generates a visual chart, and creates all files.

maschad Bundle

Semantic search across credit documentation using 4096-dimensional embeddings (Qwen3-Embedding-8B). Enables natural language queries to find relevant clauses, covenants, terms, and structures across assignments, credit agreements, fee letters, security agreements, and other credit documents. Use when searching credit documentation, researching precedents, extracting covenant structures, or analyzing collateral packages.

nicolasmosquerar Skill

Foundation → Platform → Workloads separation with cross-stack references and state isolation

nicolasmosquerar Skill

Enforce infrastructure policies with OPA/Conftest, Checkov, and SCPs

nicolasmosquerar Skill

Implement budget alerts, instance restrictions, and tag-based cost allocation

nicolasmosquerar Skill

PR-driven infrastructure changes with plan previews, approval gates, and OIDC authentication

nicolasmosquerar Skill

Multi-region DR patterns with automated failover, backup strategies, and RTO/RPO targets

nicolasmosquerar Skill

Implement mandatory tagging for cost allocation, security ownership, and compliance with enforceable policies

nicolasmosquerar Skill

Same code for dev/staging/prod with configuration-only differences

nicolasmosquerar Skill

Implement VPC segmentation with IPAM integration, dual-stack IPv4/IPv6, and multi-tenant isolation patterns

nicolasmosquerar Skill

State isolation patterns by environment, account, and domain to reduce blast radius

nicolasmosquerar Skill

Replace infrastructure instead of modifying it in place for predictable, reliable deployments

agentic-community Skill

Debug issues in the MCP Gateway Registry using first-principles thinking. Invoke when something is broken, timing out, returning errors, or behaving unexpectedly. Forces structured root-cause analysis before any code change is proposed.

agentic-community Skill

Complete macOS setup and teardown for MCP Gateway & Registry (AI-registry). Clones the repository, installs all services, configures Keycloak auth, registers the Cloudflare docs server, and verifies the full stack. Also supports complete teardown. Can be run directly from its GitHub URL without the repository already cloned. Uses an interactive or default-values mode chosen at startup.

agentic-community Bundle

Generate a usage report for MCP Gateway Registry by SSHing into the telemetry bastion host, exporting telemetry data from DocumentDB, and producing a formatted markdown report with deployment insights.

agentic-community Skill

Search the MCP Gateway Registry using semantic search. Takes a natural language query, calls the /api/search/semantic endpoint, and returns formatted results directly in the conversation.

agentic-community Skill

ARCHIVED - LLM-driven usage report generation (pre-deterministic refactor). Kept as a reference for comparing prose, structure, and content philosophy against the current /usage-report skill. NOT MEANT TO BE INVOKED.

agentic-community Skill

Generate a search quality benchmark for the AI Registry. Generates ground truth from the registry's assets, runs 100+ queries against the semantic search API, evaluates results using NDCG@10/MRR/Recall, and produces a markdown report. Use when you want to measure search quality after changes to the scoring algorithm, embedding model, or indexed content.

agentic-community Skill

Given an MCP server URL, probe the server via curl to discover its metadata and tools, then generate a markdown file with copy-pasteable content for each field in the Amazon Bedrock AgentCore "Create record" form.

agentic-community Skill

Generate an A2A agent card JSON by analyzing agent source code in a folder or GitHub URL. Studies the code to detect agent name, skills, tools, auth, protocol, and generates a spec-compliant agent card.

agentic-community Skill

Generate an MCP server card JSON (mcp-gateway-registry format) by analyzing server source code in a folder or GitHub URL. Studies code to detect server name, tools, transport, auth, and generates a registry-compatible config.

machu-gwu Bundle

Look up authoritative, up-to-date Claude Code, Agent SDK, hooks, MCP, skills, plugins, settings, subagents, and admin documentation. Use when the user asks how a Claude Code feature works, what a config field does, how to set up hooks/MCP/skills/subagents/plugins, when troubleshooting a Claude Code error or unexpected behavior, or when you need to cite current official docs rather than rely on training-cutoff knowledge.

citedy-skills Skill

Analyze prompts for constraint complexity, audit failure risks, and generate optimized rewrites for Claude and GPT. Based on "How LLMs Follow Instructions" (Rocchetti & Ferrara, 2026) constraint taxonomy research. Use when reviewing prompt files, optimizing prompt bases, or auditing instruction quality. Trigger phrases — "analyze prompt", "prompt audit", "optimize prompts", "constraint analysis", "prompt review", "check prompts".

assimovt Skill

Evaluate product bets and shape pitches using Shape Up's appetite model and Bezos's Type 1/Type 2 decision framework. Use when asked to assess a product bet, evaluate initiative risk, decide resource allocation, or shape a pitch for a new feature or project.

46ki75 Bundle

Expert guidance for the Model Context Protocol (MCP), the JSON-RPC 2.0 protocol connecting LLM apps to external tools and data. Covers spec versions 2024-11-05 through 2025-11-25 (architecture, transports, Resources, Prompts, Tools, Sampling, Roots, Elicitation, Tasks, lifecycle, OAuth 2.1, utilities) plus the official language SDKs: the Rust SDK `rmcp` (full guide — `ServerHandler`/`ClientHandler`, `#[tool_router]`/`#[tool_handler]`/`#[task_handler]` macros, `StreamableHttpService`, Cargo features, SEP-1319 tasks, `tokio::io::duplex` test harness) and the TypeScript SDK `@modelcontextprotocol/sdk` (incl. the `pkce-challenge` Vite/bundler resolver failure). Use when building MCP servers or clients in any language, working with transports or OAuth, or debugging SDK-specific issues. Always invoke for questions mentioning MCP, modelcontextprotocol, `rmcp`, tools/list, tools/call, sampling/createMessage, elicitation/create, Streamable HTTP, Mcp-Session-Id, `pkce-challenge`, or `@modelcontextprotocol/sdk`.

46ki75 Bundle

Eval-driven prompt refinement that runs entirely inside Claude Code via the Agent/Task tool — no Python, no SDK, no API key. Each candidate run and each judge call executes in an isolated subagent with a fresh context window, so samples are independently graded and the main session stays focused on synthesis and iteration. Trivially parallel: spawn N candidate + M judge subagents in one assistant message. Invoke when the user wants to evaluate, A/B test, regress-test, or iterate on a prompt directly inside Claude Code, especially when they reference subagents, the Task/Agent tool, or "test this prompt without writing code". Phrases like "use Claude Code to evaluate this prompt", "spawn subagents to test", "parallel-test these variants", "A/B these prompts in Claude Code", "grade this rubric with subagents", or "iterate this prompt with fresh contexts" qualify. Pairs with the broader `prompt-evaluation` skill for shared dataset-design and binary-judge methodology.

atm301 Bundle

AI/Prompt 工程師 Gemma — Gemini/Claude/GPT API、prompt 設計、token 成本、rate limit、JSON schema。Use when user mentions Gemini/Claude API/GPT/prompt/LLM/token/rate limit/429/streaming/prompt caching/JSON schema/AI 工具/AI agent/few-shot/temperature, or asks to 優化 prompt or 省 token 成本 or 穩定輸出 JSON. 熟 Gemini 2.5 Flash 與 Claude。

ameen-alam Bundle

Browser automation using Playwright MCP. Navigate websites, fill forms, click elements, take screenshots, and extract data. Use for web browsing, form submission, web scraping, or UI testing. NOT for static content (use curl/wget).

ryoppippi Bundle

Guides ccusage Rust and Node tests. Use when adding or fixing cargo tests, Node test files, CLI snapshots, Claude model pricing, LiteLLM compatibility, or fixture-backed tests.

ryoppippi Skill

Guides ccusage agent source formats. Use when checking where an agent stores its logs, how raw records map to tokens and models, how precomputed costs interact with cost modes, or which reports an agent supports.

ryoppippi Skill

Guides repo-local skill creation and updates. Use when adding or editing .agents/skills, root AGENTS.md routing, SKILL.md frontmatter, description trigger quality, references layout, skill scripts, or skill file line budgets.

agentkit-seo Bundle

Route broad or ambiguous VitaeContext work to the right module while keeping context scoped. Use when a request spans multiple surfaces, asks for overall digital-presence strategy, involves provider or install architecture, needs agent-context planning, or the correct platform skill is unclear.

agentkit-seo Bundle

Build, deepen, validate, index, and maintain a private hierarchical career knowledge graph from supplied career materials. Use when the user asks to create or update a VitaeGraph, model education with nested courses or thesis work, enrich projects from Git repositories, or supply deep selected career context to another VitaeContext skill.

microsoft Bundle

Adds Microsoft Entra SSO (single sign-on, no OBO) to a Microsoft 365 Copilot declarative agent whose tools are served by an MCP server — for BOTH widget standards: (1) the MCP Apps standard (from create-mcp-app / the MCP Apps SDK): a plugin manifest such as readiness_plugin.json (or another *_plugin.json with a runtimes[] block) and an EXPRESS-based MCP server; and (2) the OpenAI Apps (OAI Apps) layout from the ui-widget-developer skill: appPackage/mcpPlugin.json and a raw-http MCP server. When the layout is ambiguous, DEFAULT to the MCP Apps standard (most projects use it). The skill auto-detects the layout, reuses the existing named devtunnel + env/.env.local (never creates a second tunnel), registers the Entra app + ATK OAuth (MicrosoftEntra), patches the plugin manifest's runtimes[] auth to OAuthPluginVault, injects a minimal JWKS bearer-token guard into the existing server (an EXPRESS middleware for MCP Apps, or a raw-http guard WITHOUT rewriting to Express for OAI Apps), validates, sideloads, and prints

dotnet Skill

Use when investigating, developing, debugging, testing, or reviewing Aspire VS Code extension behavior under extension/, including extension UI, command, debugger, RPC, DCP, MCP, and CLI-integration issues or features.