plan-orchestrator

Route hierarchical-planning intents to the correct backing script. Use when the user invokes /aura-frog:plan (with or without subcommand), mentions plan verbs (expand/next/replan/promote/archive/freeze/thaw/undo/status/conflicts), or types a plan-vocabulary bare word with .claude/plans/active.json present. Owns verb table, intent classifier, and 3-stage routing pipeline.

waza

Engineering skills for Claude: think (architecture), design (UI), check (code review), hunt (debugging), write (prose), learn (research), read (URL/PDF fetch), health (config audit). Triggers on slash commands or intent.

hunt-analytics-generation

Generate query-agnostic analytics that model adversary behavior by translating hunt investigative intent into analytic definitions grounded in schema semantics. This skill is used to define how behavior should manifest in data before query execution or validation, and works best when informed by system internals, adversary tradecraft, a structured hunt focus, and suggested data sources.

intent

Extract the underlying intent behind a request, issue, PR, or diff. Focus on problem and desired outcome; do not propose implementation, testing strategy, or rollout plans.

learning-goal

Guide the learner through a structured goal-setting exercise grounded in research on Mental Contrasting with Implementation Intentions (MCII). The exercise helps developers set concrete learning goals, visualize meaningful outcomes, anticipate realistic obstacles, and build if-then plans to overcome them.

askme

Verbalized Sampling (VS) protocol for deep intent exploration before planning. Use when starting ambiguous or complex tasks, when multiple interpretations exist, or when you need to explore diverse intent hypotheses and ask maximum clarifying questions before committing to an approach.

end

Session-closing skill that helps users wrap up intentionally. Use when: user says done, wrapping up, end my day, closing out, call it a day, goodnight, that's it for today, checkpoint, pause. Bookend to /start. Scans git activity, surfaces what happened, spawns a crystallize agent for deep analysis, commits uncommitted work, and closes with a brief summary. Works for end-of-day, end-of-research-batch, end-of-decision-sprint, or mid-work checkpoints.

Think Mcp

Intent security pre-flight checks for autonomous AI agents.

Governed execution layer for AI coding assistants: clarify intent, route capabilities, review evidence, verify results, and write back lessons across Claude Code, Codex, OpenClaw, and Cursor.

Save current project task progress to local task state file for cross-session continuity. Use when the user asks to save progress, uses an equivalent localized trigger phrase, the session is interrupted, or the user wants to resume work later. Writes to .claude/project-task-state.json so next session can load it via SessionStart hook.

dotnet-advisor

Routes .NET/C# requests to the correct domain skill and loads coding standards as baseline for all code paths. Determines whether the task needs API, UI, testing, devops, tooling, or debugging guidance based on prompt analysis and project signals, then invokes skills in the right order. Always invoked after [skill:using-dotnet] detects .NET intent. Do not use for deep API, UI, testing, devops, tooling, or debugging implementation guidance.

distill-pr-intent

Side-effect-free distillation of a single OpenClaw PR into a short intent memo (stdout-only).

PreClick — An MCP-native URL preflight scanning service for autonomous agents.

PreClick scans links for threats and confirms intent match with high accuracy before agents click.

ADR-Driven Development (front-end for `adr → nightshift`)

Turn an intent into one **grounded, cited, build-ready ADR**, then hand it to `nightshift:plan`'s landing step. This collapses `brainstorm → spec → writing-plans → nightshift` into **`adr → nightshift`** for "I know what I want, build it" work.

compact-docs-writer

Rewrite or refine a doc for maximum token economy without losing any rule or intent. Use for docs kept in version control and regularly re-read by agents; skip throwaway docs like plans.

mykg

Run mykg knowledge-graph commands inside Claude Code from one slash command `/mykg`. The user describes intent in natural language (extract, append, resume, approve, walkthrough, parse-docs, fetch-web, query); the skill parses intent, builds the right `mykg` CLI command from the live `--help` output, confirms, runs it, and drives the inbox/outbox watch loop for LLM-bearing commands (extract-graph). For read-only queries, prefers MCP tools when the mykg MCP server is online, falling back to reading session files directly. Ensures `.mcp.json` is configured (with user approval). Excludes `mykg init` (interactive shell command) and `mykg merge-graphs` (follow-up planning).

SpecLeft

Python intent tracing MCP: map specs to pytest tests, monitor implementation progress, offline-only.

🎬 AI Cinema Director Skill

**A specialized skill for AI Agents to direct high-fidelity cinematic video.** The Cinema Director skill translates high-level creative intent into technical cinematographic directives for state-of-the-art video models (Veo3, Kling, Luma).

asta-skill

Domain expertise for Ai2 Asta MCP tools (Semantic Scholar corpus). Intent-to-tool routing, safe defaults, workflow patterns, and pitfall warnings for academic paper search, citation traversal, and author discovery.

attend

Route upstream epistemic deficits and evaluate execution-time risks during AI operations. Scans for unresolved upstream protocol needs, materializes intent into tasks, classifies each for risk signals, delegates low-risk tasks to executor, and surfaces elevated-risk findings for user judgment. Type: (ExecutionBlind, User, EVALUATE, ExecutionContext) → SituatedExecution. Alias: Prosoche(προσοχή).

allium

An LLM-native language for sharpening intent alongside implementation. Velocity through clarity.

historic_sql_patterns

Identify recurring cross-table historic-SQL analytical intents from a bounded pattern shard and emit typed pattern evidence for deterministic wiki projection.

implement-change

Executes plan.md for an active change under Docs/<scope>/Specs/<change-name>/. Use after plan-change when the user approves implementation. Follows tasks in order, validates each step, retries obvious failures once, and stops to ask if blocked. Does not change spec intent without approval.

User Research, End to End

Route to the right workflow based on user intent.

Acceptance Criteria

Acceptance criteria define the observable behavior that must be true for a story or feature to be considered done. This skill turns feature context into concise, testable Given/When/Then scenarios that engineers and QA can verify without guessing intent.

almanak-strategy-builder

Build, test, and deploy DeFi trading strategies using the Almanak SDK. ALWAYS use this skill when the user mentions almanak, DeFi strategy, trading strategy, yield farming, liquidity provision, token swap, borrowing, lending, perpetuals, staking, vault deposit, bridging tokens, backtesting, paper trading, or on-chain execution. Use for writing strategy.py files, composing intents (Swap, LP, Borrow, Supply, Perp, Bridge, Stake, Vault, Prediction), working with config.json strategy parameters, running almanak strat or almanak gateway CLI commands, or debugging strategy execution on Anvil forks. Do NOT use for general smart contract development, Solidity code, or non-strategy SDK internals.

contextual-commit

Write contextual commits that capture intent, decisions, and constraints alongside code changes. Use when committing code, finishing a task, or when the user asks to commit. Extends Conventional Commits with structured action lines in the commit body that preserve WHY code was written, not just WHAT changed.

Packet Factory

The packet factory is the gatekeeper between intent and execution. Nothing with a side effect runs without an APPROVED packet.

Io.Github.IamNishant51/Atlas Pipeline

7-stage AI pipeline MCP server: Intent→Context→Git→Decompose→Variants→Critique→Optimize

intent-layer

Set up hierarchical Intent Layer (AGENTS.md files) for codebases. Use when initializing a new project, adding context infrastructure to an existing repo, user asks to set up AGENTS.md, add intent layer, make agents understand the codebase, or scaffolding AI-friendly project documentation.

specswarm-build

Spec-driven feature development workflow. Triggers on build/create/add/implement/develop intent.

LeanCTX v2.1.1 — Context Intelligence Engine + CCP

LeanCTX is a Rust binary that optimizes LLM context through 21 MCP tools, 90+ shell compression patterns, and tree-sitter AST parsing for 14 languages (TS/JS, Rust, Python, Go, Java, C, C++, Ruby, C#, Kotlin, Swift, PHP). It provides adaptive file reading, incremental deltas, intent detection, cross

Mcp Server

Build intent specs via Socratic AI conversation. Connect to your Intent Layer for context.

abm-ops

Account-based marketing for B2B SaaS. Use this skill to build a target account list, tier it 1:1 / 1:few / 1:many, size it against sales capacity, turn intent and engagement signals into plays, write the multi-channel orchestration contract each tier runs on, and measure the program in account coverage, penetration and pipeline instead of MQLs. Also triggers on: ABM, account-based marketing, target account list, TAL, named accounts, account tiering, 1:1 ABM, one-to-few, programmatic ABM, account selection, ideal customer profile fit, intent data, buying signals, 6sense, Bombora, Demandbase, account penetration, account coverage, sales and marketing alignment on accounts, enterprise account program.

product-playbook

World-class product planning framework with 22 PM frameworks (JTBD, PR-FAQ, North Star, OST, Working Backwards, DHM, etc.) from Teresa Torres, Shreyas Doshi, Marty Cagan, Gibson Biddle, April Dunford. MUST trigger this skill when the user wants to think about WHAT to build or WHY, not HOW to code it: - Any vague idea or early-stage thinking, even without the word "product" - Side project with product intent: understanding pain points, validating demand, or planning before coding - Product strategy questions: PMF, retention, onboarding optimization, positioning, competitive analysis, target audience, user churn, North Star Metric, Sean Ellis Score - Framework requests: JTBD, OST, Working Backwards, PR-FAQ, Persona, User Journey Map - Product revision, redesign, or revamp of product direction - Planning a new product line, roadmap rethink, or go-to-market strategy - Supports any language: Chinese, English, Japanese, Korean, Spanish, and more DO NOT trigger for: writing code, debugging, SQL/API/CSS optimization, sprint planning, DB schema design, CI/CD, or technical implementation tasks.

anycap-ai-tool-seo

Guide for planning and auditing SEO for AI tool, SaaS, and product-led websites. Powered by AnyCap -- the capability runtime that equips AI agents with web search and web crawl through a single CLI. Use when Codex needs to define SEO ICPs, map search intent to page types, inspect live SERPs, write page briefs for tool/comparison/alternatives/pricing/tutorial pages, prioritize technical SEO foundations, plan citations or backlinks, or decide whether programmatic SEO is safe and worthwhile. Trigger on mentions of AI tool SEO, SaaS SEO, product-led SEO, search intent, page type mapping, vs pages, alternatives pages, pricing pages, directory submissions, backlink plans, citations, or pSEO.

ambient-router

This skill should be used when classifying user intent for ambient mode, auto-loading relevant skills without explicit command invocation. Used by the always-on UserPromptSubmit hook.

brandkit

Premium brand-kit image generation skill for creating high-end brand-guidelines boards, logo systems, identity decks, and visual-world presentations. Trained for minimalist, cinematic, editorial, dark-tech, luxury, cultural, security, gaming, developer-tool, and consumer-app brand systems. Optimized for intentional logo concepting, refined composition, sparse typography, strong symbolic meaning, premium mockups, art-directed imagery, and flexible grid layouts.

Keyword Cluster

Transform seed keywords into a prioritised cluster plan: each cluster grouped by search intent and theme, with volume totals, a pillar concept, spoke articles, and suggested H1/H2 for each spoke.

discoclaw-discord-bot-setup

Create and invite a DiscoClaw Discord bot to a server, configure required intents/permissions, and generate/verify local .env settings for DiscoClaw. Use when setting up DiscoClaw for a new user/server, rotating bot tokens, debugging why the bot cannot read messages (Message Content Intent), or when generating an invite URL for a given client ID.

Intent Distill

memex-brainstorming

You MUST use this before any creative work - creating features, building components, adding functionality, or modifying behavior. Explores user intent, requirements and design before implementation.

vowline

General operating skill for AI agents handling meaningful work across domains: ambiguous requests, multi-step execution, tool use, coding, debugging, research, writing, artifacts, planning, review, decisions, visual work, prompt work, and handoff. Use when intent inference, safe action, evidence, verification, concise reporting, or completion criteria matter, including alongside narrower active skills. Skip only trivial one-shot replies.

Kawa Code MCP

Intent tracking, decision recording, and team coordination for AI coding assistants

App Intents Pro

Expose app actions to the system: Siri, Shortcuts, Spotlight, widgets, and controls.