Aspire
microsoft/aspire.dev
Orchestrates Aspire distributed applications using the Aspire CLI for running, debugging, and managing distributed apps.
Add causal reasoning to agent actions. An agent skill from sundial-org/awesome-openclaw-skills.
Install Causal Inference
$ npx skills add sundial-org/awesome-openclaw-skills --skill causal-inference -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install sundial-org/awesome-openclaw-skills causal-inference --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/sundial-org/awesome-openclaw-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/causal-inference .claude/skills/causal-inference && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "causal-inference" agent skill from https://github.com/sundial-org/awesome-openclaw-skills/tree/main/skills/causal-inference into .claude/skills/causal-inference/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "causal-inference", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/sundial-org/awesome-openclaw-skills/tree/main/skills/causal-inferenceType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add sundial-org/awesome-openclaw-skills --skill causal-inference -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install sundial-org/awesome-openclaw-skills causal-inference --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sundial-org/awesome-openclaw-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/causal-inference .agents/skills/causal-inference && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "causal-inference" agent skill from https://github.com/sundial-org/awesome-openclaw-skills/tree/main/skills/causal-inference into .agents/skills/causal-inference/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "causal-inference", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add sundial-org/awesome-openclaw-skills --skill causal-inference -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install sundial-org/awesome-openclaw-skills causal-inference --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sundial-org/awesome-openclaw-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/causal-inference .cursor/skills/causal-inference && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "causal-inference" agent skill from https://github.com/sundial-org/awesome-openclaw-skills/tree/main/skills/causal-inference into .cursor/skills/causal-inference/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "causal-inference", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/sundial-org/awesome-openclaw-skills.git --path skills/causal-inference--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add sundial-org/awesome-openclaw-skills --skill causal-inference -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install sundial-org/awesome-openclaw-skills causal-inference --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sundial-org/awesome-openclaw-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/causal-inference .gemini/skills/causal-inference && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "causal-inference" agent skill from https://github.com/sundial-org/awesome-openclaw-skills/tree/main/skills/causal-inference into .gemini/skills/causal-inference/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "causal-inference", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install sundial-org/awesome-openclaw-skills causal-inferenceInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add sundial-org/awesome-openclaw-skills --skill causal-inference -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/sundial-org/awesome-openclaw-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/causal-inference .github/skills/causal-inference && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "causal-inference" agent skill from https://github.com/sundial-org/awesome-openclaw-skills/tree/main/skills/causal-inference into .github/skills/causal-inference/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "causal-inference", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add sundial-org/awesome-openclaw-skills --skill causal-inference -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install sundial-org/awesome-openclaw-skills causal-inference --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sundial-org/awesome-openclaw-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/causal-inference .opencode/skills/causal-inference && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "causal-inference" agent skill from https://github.com/sundial-org/awesome-openclaw-skills/tree/main/skills/causal-inference into .opencode/skills/causal-inference/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "causal-inference", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
causal-inference- GitHub stars
- 663
- Token cost
- ~1.9k tokens
- SKILL.md length
- 357 words
- Files
- 8 (incl. scripts, references)
- Skills in repo
- 383
- Repo updated
- First seen
- Licence
- None found
At a glance
Add causal reasoning to agent actions. An agent skill from sundial-org/awesome-openclaw-skills.
- Works in 5 steps: Identify intervention variable(s) → Query causal model for expected outcome… → Compute expected utility + uncertainty… → …
- ANY high-level action with observable outcomes - emails
- SKILL.md covers Core Invariant, When to Trigger, Backfill: Bootstrap from… and Architecture, plus 5 more sections
- Runs Python scripts from its folder; calls python3
What it does
Causal Inference is an agent skill from sundial-org/awesome-openclaw-skills. 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.
Its SKILL.md is about 1.9k tokens, which your agent loads only when the skill is triggered. The skill folder holds 9 other files, including scripts and reference files (for example `references/do-calculus.md`, `references/estimation.md` and `scripts/backfill_calendar.py`).
It sits in Development, covering Econometrics and empirical research, Deployment and Debugging. The repository describes itself as: Top OpenClaw skills, with the most popular and useful ones.
When your agent uses it
- ANY high-level action with observable outcomes - emails
- Calendar changes
- File operations
- Planning interventions
Example prompts
- “what happens if I do X?”
- “/causal-inference”
Requirements
- Python 3
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
- Identify intervention variable(s)
- Query causal model for expected outcome distribution
- Compute expected utility + uncertainty bounds
- If uncertainty > threshold OR expected harm > threshold → refuse or escalate to user
- Log prediction for later validation
What it can do on your machine
Read from SKILL.md and the folder at commit b80cde2. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Ships 5 files in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
python3
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Causal Inference loads about 1.9k tokens when it runs, and up to ~3.3k if it reads all its reference files. Until then it costs about 117 tokens; SKILL.md has 357 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 357 words (~1,941 tokens).
“A lightweight causal layer for predicting action outcomes, not by pattern-matching correlations, but by modeling interventions and counterfactuals.”
- name
- causal-inference
Files
SKILL.md and 7 other files (scripts, references) in skills/causal-inference of sundial-org/awesome-openclaw-skills.
- SKILL.md
- references/do-calculus.md
- references/estimation.md
- scripts/backfill_calendar.py
- scripts/backfill_email.py
- scripts/backfill_messages.py
- scripts/estimate_effect.py
- scripts/log_action.py
Open the folder on GitHubat commit b80cde2
Compare with similar skills
Causal Inference next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Causal Inference this skillsundial-org/awesome-openclaw-skills | 663 | — | ~1.9k | Automated safety check: Pass | None | |
| Aspiremicrosoft/aspire.dev | 196 | 4 repos | ~1.1k | Automated safety check: Pass | MIT | |
| Intrinsic Core Debuggingintrinsic-ai/intrinsic-core | 557 | — | ~3.8k | Automated safety check: Notes | Apache-2.0 | |
| Build Deploy TroubleshootParesh-Maheshwari/morphe-ai | 177 | — | ~1.1k | Automated safety check: Pass | GPL-3.0 | |
| Medusa Cloud Local Buildmedusajs/medusa-agent-skills | 228 | — | ~1k | Automated safety check: Notes | None | |
| Frappe Agent ValidatorImpertio-Studio/Frappe_Claude_Skill_Package | 188 | — | ~2.8k | Automated safety check: Pass | MIT |
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Related
Questions about Causal Inference
What does Causal Inference do?
Add causal reasoning to agent actions. An agent skill from sundial-org/awesome-openclaw-skills. Causal Inference is an agent skill from sundial-org/awesome-openclaw-skills. Add causal reasoning to agent actions.
When should I use Causal Inference?
Causal Inference fits situations like: ANY high-level action with observable outcomes - emails; calendar changes; file operations; planning interventions.
How do I install Causal Inference in Claude Code?
Run `npx skills add sundial-org/awesome-openclaw-skills --skill causal-inference -a claude-code`. Or copy the skill folder (skills/causal-inference in sundial-org/awesome-openclaw-skills) into .claude/skills/causal-inference in your project. Claude Code loads it when a task matches its description.
How do I install Causal Inference in Codex?
Run `npx skills add sundial-org/awesome-openclaw-skills --skill causal-inference -a codex`. Or copy the skill folder (skills/causal-inference in sundial-org/awesome-openclaw-skills) into .agents/skills/causal-inference in your project. Codex loads it when a task matches its description.
Can I use Causal Inference in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add sundial-org/awesome-openclaw-skills --skill causal-inference -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/causal-inference, .gemini/skills/causal-inference, .github/skills/causal-inference and .opencode/skills/causal-inference in your project.
What does Causal Inference need to run?
Going by SKILL.md and its folder, Causal Inference needs Python for the scripts in its folder and the command-line tools its instructions call (python3). Our summary lists: Python 3.
Does Causal Inference access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Causal Inference safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Causal Inference use?
No licence was found for Causal Inference or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Causal Inference use?
About 1.9k tokens (SKILL.md is roughly 7.8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 1.4k tokens, read only when the agent opens those files.
What are the alternatives to Causal Inference?
Skills that share tags, products or a category with Causal Inference: Aspire (microsoft/aspire.dev, 196 stars), Intrinsic Core Debugging (intrinsic-ai/intrinsic-core, 557 stars), Build Deploy Troubleshoot (Paresh-Maheshwari/morphe-ai, 177 stars) and Medusa Cloud Local Build (medusajs/medusa-agent-skills, 228 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Causal Inference?
sundial-org (a GitHub organization) maintains it in sundial-org/awesome-openclaw-skills, which has 663 GitHub stars. The repository holds 383 skills in this directory. The repository was last updated on March 7, 2026.
Source: sundial-org/awesome-openclaw-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.