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/next-move prediction in Claude Code

/next-move execution results

windags-skills

463+ agent skills for Claude Code, Codex, Gemini CLI, Cursor, and 40+ other coding agents.
Built by WinDAGs — DAG orchestration for multi-agent workflows.

next-move · skill search · all skills · install · windags.ai


/next-move

The flagship skill. Tell it what you're working on (or don't — it reads your git state), and it produces a predicted DAG of the highest-impact agents to run next.

/next-move                           # auto-detect from git + conversation
/next-move fix the flaky auth tests  # tell it what you care about

/next-move prediction output

What you get:

  • Problem classification — well-structured, ill-structured, or wicked
  • 3-8 subtasks decomposed into parallel waves
  • Each subtask matched to the best skill from 463+ via BM25 retrieval
  • Risk analysis with mitigations (PreMortem agent)
  • Time and cost estimates per node
  • Accept / Modify / Reject feedback loop

How it works: A 5-agent meta-DAG runs inside your Claude Code session:

Wave 0: Sensemaker    — classify the problem, halt gate if uncertain
Wave 1: Decomposer    — break into subtasks with dependencies
Wave 2: Skill Selector — BM25 search → match skills to subtasks  (parallel)
Wave 2: PreMortem      — scan for failure patterns                (parallel)
Wave 3: Synthesizer    — assemble the predicted DAG + present to user

No extra API keys. No external services. Runs entirely in your Claude session.


Skill Search

BM25 ranked retrieval across the full catalog. Porter stemming, real stopword removal, document-length normalization. Zero API keys — runs locally.

BM25 skill search

Queries like "drone computer vision" find computer-vision-pipeline and drone-cv-expert. "Wedding photo 3d gaussian" finds wedding-immortalist at 35.9. Stemming handles morphological variants — "deploy" matches "deployment" and "deployed".


DAG Execution

Skills don't just get recommended — they get executed in parallel waves. The WinDAGs engine spawns real agents (claude -p) with skill-injected prompts, running independent nodes concurrently.

DAG execution


Install

Claude Code (plugin):

claude plugin add /path/to/windags-skills

Manual (any agent):

git clone https://github.com/curiositech/windags-skills.git

# Use /next-move:
cp -r windags-skills/skills/next-move ~/.claude/commands/

# Or symlink the whole catalog:
ln -s $(pwd)/windags-skills/skills ~/.claude/skills

Single skill:

cp -r windags-skills/skills/api-architect ~/.claude/commands/

All Skills (463)

Category Count Highlights
Agent & Orchestration 78 dag-orchestrator, next-move, skill-architect, task-decomposer
Research & Academic 61 raft-consensus, bdi-agents, chain-of-thought, tree-of-thoughts
Design & Creative 46 design-system-creator, pixel-art, typography, vibe-matcher
Backend & Infrastructure 35 api-architect, microservices, caching, websocket
Cognitive Science 29 naturalistic-decision-making, sensemaking, expertise-elicitation
AI & Machine Learning 27 ai-engineer, RAG, computer-vision, embeddings
DevOps & Infrastructure 26 github-actions, kubernetes, terraform, docker
Frontend & UI 24 nextjs, react-performance, animation, framer-motion
Data & Analytics 17 data-pipeline, dbt, data-viz, dimensional-modeling
Mobile Development 17 ios, react-native, flutter, swiftui
Code Quality & Testing 16 vitest, playwright, code-review, refactoring
Productivity & Meta 16 prompt-engineer, documentation, skill-creator
Recovery & Wellness 16 sobriety, crisis-intervention, speech-pathology
Lifestyle & Personal 14 ADHD, grief, finance, interior-design
Content & Marketing 14 SEO, copywriting, product-launches
Career & Interview 9 interview-prep, resume, hiring-manager
Legal & Compliance 7 expungement, HIPAA, legal-tech
Video & Audio 6 video-production, TTS, sound-design
Security 5 auth, vulnerability-scanning, zero-trust

How Skills Work

Each skill is a markdown file (SKILL.md) with YAML frontmatter:

---
name: api-architect
description: "Expert API designer for REST, GraphQL, gRPC architectures"
category: Backend & Infrastructure
tags: [api, rest, graphql, grpc]
---

The body contains activation triggers, core capabilities, anti-patterns, and reference files. When an agent loads a skill, it gains bespoke expertise — not just instructions, but deep domain knowledge with working examples.

Skills follow the Agent Skills open standard and work with Claude Code, OpenAI Codex CLI, Gemini CLI, Cursor, VS Code Copilot, and 30+ other agents.


License

BUSL-1.1 (Business Source License). Free for non-commercial and personal use. Converts to Apache 2.0 on 2030-03-03.

Commercial licensing: licensing@curiositech.ai


Built by Curiositech · windags.ai

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190+ agent skills for Claude Code, Codex, Gemini CLI, Cursor, and 40+ other agents. Apache-2.0.

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