Add causal reasoning to agent actions. Trigger on ANY high-level action with observable outcomes - emails, messages, calendar changes, file operations, API calls, notifications, reminders, purchases, deployments. Use for planning interventions, debugging failures, predicting outcomes, backfilling historical data for analysis, or answering "what happens if I do X?" Also trigger when reviewing past actions to understand what worked/failed and why.
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Select your agent
Option 1: Install via CLI (recommended)
Recommended (no pre-install needed)
npx clawhub@latest --dir ~/.claude/skills install causal-inferenceOr via clawhub CLI (if already installed)
clawhub --dir ~/.claude/skills install causal-inferenceβ οΈ Requires Node.js 18+. No Node? Use Option 2 below to download the ZIP instead. Install Node.js β
Option 2: Manual install (no Node required)
Download the ZIP, extract it, and place the folder at the path below. Restart your agent to activate.
Install path
~/.claude/skills/causal-inference/π‘Extract and place the folder at the path above, then restart your agent.
Category
CommunicationWhat Causal Inference can do for your AI workflow
Causal reasoning to agent directly from your Claude conversation
Works across Claude, Cursor, OpenClaw β install once, use everywhere
Trusted by 2,788+ developers worldwide
One-command installation β no complex setup required
Combine with other skills to build powerful multi-step AI workflows
Try these prompts with your AI agent after installing Causal Inference
Send a Slack message to the #engineering channel about the deployment
Formats and sends the message with relevant context, tagging the right people
Summarize all unread messages in my inbox from today
Reads messages across connected channels and returns a prioritized summary
Draft a reply to this customer complaint and send it for review
Writes an empathetic, professional response and routes it to the approval queue
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Staying on top of communications across multiple channels is a real challenge for modern teams. Causal Inference helps by enabling add causal reasoning to agent actions. trigger on any high-level action with observable outcomes - emails, messages, calendar changes, file operations, api calls, notifications, reminders, purchases, deployments. use for planning interventions, debugging failures, predicting outcomes, backfilling historical data for analysis, or answering "what happens if i do x?" also trigger when reviewing past actions to understand what worked/failed and why directly from your AI assistant, without switching apps or logging into separate platforms.
Causal Inference works across Claude, Cursor, OpenClaw through the Model Context Protocol (MCP) β an open standard that lets AI clients share tools and skills without lock-in. Because MCP is platform-agnostic by design, you install Causal Inference once and it becomes available across all your AI clients. Whether you're working in Claude for focused sessions or Cursor for integrated workflows, the skill behaves consistently.
Getting started with Causal Inference takes about two minutes. Place the skill at `~/.claude/skills/causal-inference/` (personal, all projects) or `.claude/skills/causal-inference/` (project-specific), then restart your AI client. From that point, typing `/causal-inference` in any conversation activates it, or the AI will use it on its own when it detects a relevant request.
Causal Inference has been installed 2,788 times, making it one of the more actively used skills in the Communication category. The install rate suggests it solves a real, recurring need rather than a niche edge case. Like all skills on DiscoverAISkills, it is free to install and use. The broader AI skills ecosystem continues to expand as developers contribute new capabilities across categories like developer tools, data analysis, writing, automation, and more.
Place the skill folder at ~/.claude/skills/causal-inference/ for personal use (all projects), or .claude/skills/causal-inference/ for project-specific use. Restart your AI client, then invoke with /causal-inference or let the AI discover it automatically.
Causal Inference supports Claude, Cursor, OpenClaw. It integrates seamlessly with these AI platforms to extend their capabilities.
Causal Inference is free to install. Check the repository for licensing information.
Add causal reasoning to agent actions. Trigger on ANY high-level action with observable outcomes - emails, messages, calendar changes, file operations, API calls, notifications, reminders, purchases, deployments. Use for planning interventions, debugging failures, predicting outcomes, backfilling historical data for analysis, or answering "what happens if I do X?" Also trigger when reviewing past actions to understand what worked/failed and why.
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Causal Inference is categorized under Communication. These skills help AI agents perform specialized tasks in this domain.