Iterative Retrieval
affaan-m/ECC
Pattern for progressively refining context retrieval to solve the subagent context problem.
Locates and retrieves a target substance or material from a container in the environment.
$ npx skills add zjunlp/SkillNet --skill scienceworld-substance-fetcher -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install zjunlp/SkillNet scienceworld-substance-fetcher --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/zjunlp/SkillNet.git skills-src && mkdir -p .claude/skills && cp -r skills-src/experiments/src/skills/scienceworld/scienceworld-substance-fetcher .claude/skills/scienceworld-substance-fetcher && 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 "scienceworld-substance-fetcher" agent skill from https://github.com/zjunlp/SkillNet/tree/main/experiments/src/skills/scienceworld/scienceworld-substance-fetcher into .claude/skills/scienceworld-substance-fetcher/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scienceworld-substance-fetcher", 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/zjunlp/SkillNet/tree/main/experiments/src/skills/scienceworld/scienceworld-substance-fetcherType 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 zjunlp/SkillNet --skill scienceworld-substance-fetcher -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install zjunlp/SkillNet scienceworld-substance-fetcher --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/zjunlp/SkillNet.git skills-src && mkdir -p .agents/skills && cp -r skills-src/experiments/src/skills/scienceworld/scienceworld-substance-fetcher .agents/skills/scienceworld-substance-fetcher && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "scienceworld-substance-fetcher" agent skill from https://github.com/zjunlp/SkillNet/tree/main/experiments/src/skills/scienceworld/scienceworld-substance-fetcher into .agents/skills/scienceworld-substance-fetcher/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scienceworld-substance-fetcher", 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 zjunlp/SkillNet --skill scienceworld-substance-fetcher -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install zjunlp/SkillNet scienceworld-substance-fetcher --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/zjunlp/SkillNet.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/experiments/src/skills/scienceworld/scienceworld-substance-fetcher .cursor/skills/scienceworld-substance-fetcher && 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 "scienceworld-substance-fetcher" agent skill from https://github.com/zjunlp/SkillNet/tree/main/experiments/src/skills/scienceworld/scienceworld-substance-fetcher into .cursor/skills/scienceworld-substance-fetcher/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scienceworld-substance-fetcher", 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/zjunlp/SkillNet.git --path experiments/src/skills/scienceworld/scienceworld-substance-fetcher--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 zjunlp/SkillNet --skill scienceworld-substance-fetcher -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install zjunlp/SkillNet scienceworld-substance-fetcher --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/zjunlp/SkillNet.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/experiments/src/skills/scienceworld/scienceworld-substance-fetcher .gemini/skills/scienceworld-substance-fetcher && 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 "scienceworld-substance-fetcher" agent skill from https://github.com/zjunlp/SkillNet/tree/main/experiments/src/skills/scienceworld/scienceworld-substance-fetcher into .gemini/skills/scienceworld-substance-fetcher/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scienceworld-substance-fetcher", 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 zjunlp/SkillNet scienceworld-substance-fetcherInstalls 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 zjunlp/SkillNet --skill scienceworld-substance-fetcher -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/zjunlp/SkillNet.git skills-src && mkdir -p .github/skills && cp -r skills-src/experiments/src/skills/scienceworld/scienceworld-substance-fetcher .github/skills/scienceworld-substance-fetcher && 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 "scienceworld-substance-fetcher" agent skill from https://github.com/zjunlp/SkillNet/tree/main/experiments/src/skills/scienceworld/scienceworld-substance-fetcher into .github/skills/scienceworld-substance-fetcher/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scienceworld-substance-fetcher", 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 zjunlp/SkillNet --skill scienceworld-substance-fetcher -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install zjunlp/SkillNet scienceworld-substance-fetcher --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/zjunlp/SkillNet.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/experiments/src/skills/scienceworld/scienceworld-substance-fetcher .opencode/skills/scienceworld-substance-fetcher && 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 "scienceworld-substance-fetcher" agent skill from https://github.com/zjunlp/SkillNet/tree/main/experiments/src/skills/scienceworld/scienceworld-substance-fetcher into .opencode/skills/scienceworld-substance-fetcher/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scienceworld-substance-fetcher", 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.
scienceworld-substance-fetcherLocates and retrieves a target substance or material from a container in the environment.
Scienceworld Substance Fetcher is an agent skill from zjunlp/SkillNet. Locates and retrieves a target substance or material from a container in the environment. Use this skill when the task requires processing a specific substance (e.g., chocolate, sodium chloride, a chemical) and you need to find and acquire it. Searches rooms and containers (fridge, cupboard, counter) and retrieves the substance via pick up or move actions.
Its SKILL.md is about 690 tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including reference files (for example `references/action_primer.md`).
The repository describes itself as: Create, Evaluate, and Connect AI Skills. The licence is MIT.
4 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit c527136. It shows what the files ask for, not the result of running them.
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.
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.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Scienceworld Substance Fetcher loads about 690 tokens when it runs, and up to ~915 if it reads all its reference files. Until then it costs about 97 tokens; SKILL.md has 326 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.
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.
The full file from zjunlp/SkillNet at commit c527136, republished under its MIT licence (© zjunlp). 326 words, ~690 tokens.
.claude/skills/scienceworld-substance-fetcher/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.Locate a specified target substance (e.g., chocolate, sodium chloride) within the environment and retrieve it for subsequent processing.
teleport to [room] to navigate to likely locations (e.g., kitchen, workshop, greenhouse).look around to survey a room and identify containers.fridge, cupboard, counter, drawer) listed in the room description.pick up [substance].move [substance] to [destination container] to prepare it for use.open or close actions.pick up for direct acquisition. Use move only when necessary to transfer the substance to a specific vessel for an experiment.examine [substance] or check your inventory to confirm success before proceeding to the next phase of the experiment.Task Context: "Your task is to measure the melting point of chocolate..."
teleport to kitchenlook around (Observes: "In the fridge is: chocolate...")pick up chocolate or move chocolate to metal potworkshop for chemicals, greenhouse for plants).look around to confirm the substance's location and container.© zjunlp, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 1 other file (references) in experiments/src/skills/scienceworld/scienceworld-substance-fetcher of zjunlp/SkillNet.
Open the folder on GitHubat commit c527136
Scienceworld Substance Fetcher 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 |
|---|---|---|---|---|---|---|
| Scienceworld Substance Fetcher this skillzjunlp/SkillNet | 1.4k | — | ~690 | Automated safety check: Pass | MIT | |
| Iterative Retrievalaffaan-m/ECC | 277k | 7 repos | ~1.6k | Automated safety check: Pass | MIT | |
| Apple Containersickn33/agentic-awesome-skills | 47k | 1 repos | ~2.5k | Automated safety check: Pass | Apache-2.0 | |
| Container Security Hardeningsickn33/agentic-awesome-skills | 47k | 1 repos | ~1k | Automated safety check: Notes | MIT | |
| Container Queriesthedaviddias/Front-End-Checklist | 74k | — | ~526 | Automated safety check: Pass | MIT | |
| CSS Containmentthedaviddias/Front-End-Checklist | 74k | — | ~512 | Automated safety check: Pass | MIT |
affaan-m/ECC
Pattern for progressively refining context retrieval to solve the subagent context problem.
sickn33/agentic-awesome-skills
Build, run, and manage OCI/Linux containers as lightweight per-container VMs on Apple-silicon macOS using Apple's open-source container CLI, no Docker daemon required.
sickn33/agentic-awesome-skills
Harden Docker/container images and runtime deployments with secure base images, non-root users, CVE scanning, SBOM/signing, seccomp/AppArmor, and Kubernetes pod security controls.
thedaviddias/Front-End-Checklist
A skill your agent uses when reviewing stylesheets, component styles, and responsive behavior related to Use container queries for component-level responsiveness.
thedaviddias/Front-End-Checklist
A skill your agent uses when reviewing stylesheets, component styles, and responsive behavior related to Use CSS containment to limit repaint scope.
mukul975/Anthropic-Cybersecurity-Skills
Detects container escape at runtime across tooling - namespace manipulation, capability abuse, kernel exploits, sensitive host mounts, and anomalous syscalls - and explains which signals matter…
zjunlp/SkillNet
Search, download, create, evaluate, analyze and route reusable agent skills with SkillNet.
zjunlp/SkillNet
This skill searches for a specific receptacle (e.g., garbage can, cabinet) by systematically exploring the environment, checking multiple locations until found.
zjunlp/SkillNet
Prepares a household appliance (microwave, oven, toaster, fridge) for use by ensuring it is in the correct open/closed state.
zjunlp/SkillNet
Operates a device or appliance (like a desklamp, microwave, or fridge) to interact with another object.
zjunlp/SkillNet
Performs an initial scan of the ALFWorld environment to identify all visible objects and receptacles.
zjunlp/SkillNet
Uses a heating appliance (microwave, stoveburner, oven) to apply heat to a specified object.
Locates and retrieves a target substance or material from a container in the environment. Scienceworld Substance Fetcher is an agent skill from zjunlp/SkillNet. Locates and retrieves a target substance or material from a container in the environment.
Scienceworld Substance Fetcher fits situations like: the task requires processing a specific substance (e.g; sodium chloride; A chemical) and you need to find and acquire it.
Run `npx skills add zjunlp/SkillNet --skill scienceworld-substance-fetcher -a claude-code`. Or copy the skill folder (experiments/src/skills/scienceworld/scienceworld-substance-fetcher in zjunlp/SkillNet) into .claude/skills/scienceworld-substance-fetcher in your project. Claude Code loads it when a task matches its description.
Run `npx skills add zjunlp/SkillNet --skill scienceworld-substance-fetcher -a codex`. Or copy the skill folder (experiments/src/skills/scienceworld/scienceworld-substance-fetcher in zjunlp/SkillNet) into .agents/skills/scienceworld-substance-fetcher in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add zjunlp/SkillNet --skill scienceworld-substance-fetcher -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-substance-fetcher, .gemini/skills/scienceworld-substance-fetcher, .github/skills/scienceworld-substance-fetcher and .opencode/skills/scienceworld-substance-fetcher in your project.
SKILL.md names no scripts, command-line tools or credentials: Scienceworld Substance Fetcher is instructions for the agent only.
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.
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.
Scienceworld Substance Fetcher is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 690 tokens (SKILL.md is roughly 2.8k 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 225 tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Scienceworld Substance Fetcher: Iterative Retrieval (affaan-m/ECC, 277k stars), Apple Container (sickn33/agentic-awesome-skills, 47k stars), Container Security Hardening (sickn33/agentic-awesome-skills, 47k stars) and Container Queries (thedaviddias/Front-End-Checklist, 74k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
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.