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Agent skill

Scienceworld Process Monitor

by zjunlp in zjunlp/SkillNet

This skill observes the state of an active apparatus and its contents to track progress.

MITAuto-check passed

Install Scienceworld Process Monitor

skills CLI
$ npx skills add zjunlp/SkillNet --skill scienceworld-process-monitor -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install zjunlp/SkillNet scienceworld-process-monitor --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/zjunlp/SkillNet.git skills-src && mkdir -p .claude/skills && cp -r skills-src/experiments/src/skills/scienceworld/scienceworld-process-monitor .claude/skills/scienceworld-process-monitor && rm -rf skills-src

Use ~/.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/

Facts

Skill name
scienceworld-process-monitor
GitHub stars
1.4k
Token cost
~377 tokens
SKILL.md length
172 words
Files
2 (incl. references)
Skills in repo
122
Repo updated
First seen
Licence
MIT

At a glance

This skill observes the state of an active apparatus and its contents to track progress.

  • Works in 4 steps: look at — verify it is active and… → examine — check its current state… → Compare the observed state to the… → …
  • You need to periodically check for state changes (e.g.
  • SKILL.md covers When to Use, Procedure and Example
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Scienceworld Process Monitor is an agent skill from zjunlp/SkillNet. This skill observes the state of an active apparatus and its contents to track progress. Use when you need to periodically check for state changes (e.g., solid to liquid) during a heating or reaction process. The skill uses 'look at' or 'examine' actions on the apparatus and substance.

Its SKILL.md is about 380 tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including reference files (for example `references/state_transitions.md`).

The repository describes itself as: Create, Evaluate, and Connect AI Skills. The licence is MIT.

When your agent uses it

  • You need to periodically check for state changes (e.g.
  • Solid to liquid) during a heating
  • Reaction process

Example prompts

  • “look at”
  • “examine”
  • “/scienceworld-process-monitor”

Workflow steps

4 steps, taken from the first numbered list in SKILL.md.

  1. look at — verify it is active and contains the target substance.
  2. examine — check its current state description.
  3. Compare the observed state to the previous state. If changed (e.g., "chocolate" to "liquid chocolate"), proceed to the next task step.
  4. If no change, use wait then repeat from step 1.

What it can do on your machine

Read from SKILL.md and the folder at commit c527136. 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

    No scripts in the folder and no shell commands in SKILL.md.

    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

Scienceworld Process Monitor loads about 377 tokens when it runs, and up to ~716 if it reads all its reference files. Until then it costs about 79 tokens; SKILL.md has 172 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~79
When it runs · the whole SKILL.md, loaded when a task matches
~377
With references · SKILL.md plus every file in references/, read only if the agent opens them
~716

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); files beside SKILL.md are not scanned.

SKILL.md

The full file from zjunlp/SkillNet at commit c527136, republished under its MIT licence (© zjunlp). 172 words, ~377 tokens.

Download SKILL.mdSave it as .claude/skills/scienceworld-process-monitor/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.
name
scienceworld-process-monitor
description
This skill observes the state of an active apparatus and its contents to track progress. Use when you need to periodically check for state changes (e.g., solid to liquid) during a heating or reaction process. The skill uses 'look at' or 'examine' actions on the apparatus and substance.

Process Monitoring Protocol

When to Use

Activate when an apparatus (stove, burner) is active and you need to check whether a substance has undergone a state change (e.g., solid to liquid, liquid to gas).

Procedure

  1. look at <APPARATUS> — verify it is active and contains the target substance.
    • If apparatus is not active, use activate <APPARATUS> first.
    • If substance is missing, check inventory or nearby containers.
  2. examine <SUBSTANCE> — check its current state description.
  3. Compare the observed state to the previous state. If changed (e.g., "chocolate" to "liquid chocolate"), proceed to the next task step.
  4. If no change, use wait then repeat from step 1.

Run every few steps during an active process. This skill only observes — it does not modify the apparatus or handle substances.

Example

Task: Monitor chocolate melting on a stove.

  1. look at stove — observation: "a stove (activated), containing: chocolate"
  2. examine chocolate — observation: "chocolate"
  3. No change yet. wait
  4. examine chocolate — observation: "liquid chocolate"
  5. State change detected. Proceed to take a temperature measurement.

© zjunlp, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 1 other file (references) in experiments/src/skills/scienceworld/scienceworld-process-monitor of zjunlp/SkillNet.

  • SKILL.md
  • references/state_transitions.md

Open the folder on GitHubat commit c527136

Compare with similar skills

Scienceworld Process Monitor 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.

Scienceworld Process Monitor compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Scienceworld Process Monitor this skillzjunlp/SkillNet1.4k—~377Automated safety check: PassMIT
Monitoring Observabilityrohitg00/awesome-claude-code-toolkit2.7k—~1.4kAutomated safety check: PassApache-2.0
Observability Monitoring Monitor Setupaiskillstore/marketplace4337 repos~645Automated safety check: PassNone
Gke Observabilitygoogle/skills21k—~4.4kAutomated safety check: PassApache-2.0
Monitor Streamruvnet/ruflo74k—~188Automated safety check: PassMIT
Langsmith ObservabilityOrchestra-Research/AI-Research-SKILLs13k2 repos~2.4kAutomated safety check: PassMIT

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Questions about Scienceworld Process Monitor

What does Scienceworld Process Monitor do?

This skill observes the state of an active apparatus and its contents to track progress. Scienceworld Process Monitor is an agent skill from zjunlp/SkillNet. This skill observes the state of an active apparatus and its contents to track progress.

When should I use Scienceworld Process Monitor?

Scienceworld Process Monitor fits situations like: you need to periodically check for state changes (e.g; solid to liquid) during a heating; reaction process.

How do I install Scienceworld Process Monitor in Claude Code?

Run `npx skills add zjunlp/SkillNet --skill scienceworld-process-monitor -a claude-code`. Or copy the skill folder (experiments/src/skills/scienceworld/scienceworld-process-monitor in zjunlp/SkillNet) into .claude/skills/scienceworld-process-monitor in your project. Claude Code loads it when a task matches its description.

How do I install Scienceworld Process Monitor in Codex?

Run `npx skills add zjunlp/SkillNet --skill scienceworld-process-monitor -a codex`. Or copy the skill folder (experiments/src/skills/scienceworld/scienceworld-process-monitor in zjunlp/SkillNet) into .agents/skills/scienceworld-process-monitor in your project. Codex loads it when a task matches its description.

Can I use Scienceworld Process Monitor 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 zjunlp/SkillNet --skill scienceworld-process-monitor -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/scienceworld-process-monitor, .gemini/skills/scienceworld-process-monitor, .github/skills/scienceworld-process-monitor and .opencode/skills/scienceworld-process-monitor in your project.

What does Scienceworld Process Monitor need to run?

SKILL.md names no scripts, command-line tools or credentials: Scienceworld Process Monitor is instructions for the agent only.

Does Scienceworld Process Monitor 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 Scienceworld Process Monitor 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. Review the folder before installing.

What licence does Scienceworld Process Monitor use?

Scienceworld Process Monitor is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Scienceworld Process Monitor use?

About 377 tokens (SKILL.md is roughly 1.5k 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 339 tokens, read only when the agent opens those files.

What are the alternatives to Scienceworld Process Monitor?

Skills that share tags, products or a category with Scienceworld Process Monitor: Monitoring Observability (rohitg00/awesome-claude-code-toolkit, 2.7k stars), Observability Monitoring Monitor Setup (aiskillstore/marketplace, 433 stars), Gke Observability (google/skills, 21k stars) and Monitor Stream (ruvnet/ruflo, 74k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Scienceworld Process Monitor?

zjunlp (a GitHub organization) maintains it in zjunlp/SkillNet, which has 1,397 GitHub stars. The repository holds 122 skills in this directory. The repository was last updated on October 9, 2026.

Source: zjunlp/SkillNet on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.