Iterative Retrieval
affaan-m/ECC
Pattern for progressively refining context retrieval to solve the subagent context problem.
Acquires a specified object by moving it from the environment into the agent's inventory using 'pick up OBJ'.
$ npx skills add zjunlp/SkillNet --skill scienceworld-object-retriever -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install zjunlp/SkillNet scienceworld-object-retriever --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-object-retriever .claude/skills/scienceworld-object-retriever && 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-object-retriever" agent skill from https://github.com/zjunlp/SkillNet/tree/main/experiments/src/skills/scienceworld/scienceworld-object-retriever into .claude/skills/scienceworld-object-retriever/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scienceworld-object-retriever", 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-object-retrieverType 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-object-retriever -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install zjunlp/SkillNet scienceworld-object-retriever --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-object-retriever .agents/skills/scienceworld-object-retriever && 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-object-retriever" agent skill from https://github.com/zjunlp/SkillNet/tree/main/experiments/src/skills/scienceworld/scienceworld-object-retriever into .agents/skills/scienceworld-object-retriever/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scienceworld-object-retriever", 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-object-retriever -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install zjunlp/SkillNet scienceworld-object-retriever --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-object-retriever .cursor/skills/scienceworld-object-retriever && 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-object-retriever" agent skill from https://github.com/zjunlp/SkillNet/tree/main/experiments/src/skills/scienceworld/scienceworld-object-retriever into .cursor/skills/scienceworld-object-retriever/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scienceworld-object-retriever", 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-object-retriever--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-object-retriever -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install zjunlp/SkillNet scienceworld-object-retriever --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-object-retriever .gemini/skills/scienceworld-object-retriever && 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-object-retriever" agent skill from https://github.com/zjunlp/SkillNet/tree/main/experiments/src/skills/scienceworld/scienceworld-object-retriever into .gemini/skills/scienceworld-object-retriever/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scienceworld-object-retriever", 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-object-retrieverInstalls 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-object-retriever -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-object-retriever .github/skills/scienceworld-object-retriever && 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-object-retriever" agent skill from https://github.com/zjunlp/SkillNet/tree/main/experiments/src/skills/scienceworld/scienceworld-object-retriever into .github/skills/scienceworld-object-retriever/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scienceworld-object-retriever", 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-object-retriever -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-object-retriever --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-object-retriever .opencode/skills/scienceworld-object-retriever && 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-object-retriever" agent skill from https://github.com/zjunlp/SkillNet/tree/main/experiments/src/skills/scienceworld/scienceworld-object-retriever into .opencode/skills/scienceworld-object-retriever/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scienceworld-object-retriever", 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-object-retrieverAcquires a specified object by moving it from the environment into the agent's inventory using 'pick up OBJ'.
Scienceworld Object Retriever is an agent skill from zjunlp/SkillNet. Acquires a specified object by moving it from the environment into the agent's inventory using 'pick up OBJ'. Use this skill when a task requires an object to be manipulated, tested, or transported and it is not yet in your inventory. Makes the object available for further actions like testing, measuring, or placing.
Its SKILL.md is about 430 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 Object Retriever loads about 434 tokens when it runs, and up to ~697 if it reads all its reference files. Until then it costs about 87 tokens; SKILL.md has 214 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). 214 words, ~434 tokens.
.claude/skills/scienceworld-object-retriever/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.Acquire a target object from the environment and place it into your inventory for further use.
teleport to LOC if needed to reach the room containing the object.look around to confirm the object is present and identify its exact name.pick up OBJ using the exact name from the environment description.Task: Retrieve a metal fork from the kitchen for conductivity testing.
teleport to kitchenlook around — see "a metal fork" on the counterpick up metal forkpick up. Use teleport to LOC if necessary.look around does not reveal the object, use examine on containers or furniture (e.g., examine table).open OBJ first.© 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-object-retriever of zjunlp/SkillNet.
Open the folder on GitHubat commit c527136
Scienceworld Object Retriever 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 Object Retriever this skillzjunlp/SkillNet | 1.4k | — | ~434 | Automated safety check: Pass | MIT | |
| Iterative Retrievalaffaan-m/ECC | 276k | 7 repos | ~1.6k | Automated safety check: Pass | MIT | |
| Object Altthedaviddias/Front-End-Checklist | 74k | — | ~429 | Automated safety check: Pass | MIT | |
| Iterative Retrievalaffaan-m/ECC | 276k | 2 repos | ~1.1k | Automated safety check: Pass | MIT | |
| Iterative Retrievalaffaan-m/ECC | 276k | 2 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Iterative Retrievalaffaan-m/ECC | 276k | 1 repos | ~1.1k | Automated safety check: Pass | MIT |
affaan-m/ECC
Pattern for progressively refining context retrieval to solve the subagent context problem.
thedaviddias/Front-End-Checklist
A skill your agent uses when reviewing rendered HTML, interactive components, or design-system patterns related to Provide alternative text for objects.
affaan-m/ECC
サブエージェントのコンテキスト問題を解決するために、コンテキスト取得を段階的に洗練するパターン. An agent skill from affaan-m/ECC.
affaan-m/ECC
서브에이전트 컨텍스트 문제를 해결하기 위한 점진적 컨텍스트 검색 개선 패턴. An agent skill from affaan-m/ECC.
affaan-m/ECC
逐步优化上下文检索以解决子代理上下文问题的模式
sickn33/agentic-awesome-skills
Configure object storage with S3, GCS, and MinIO. An agent skill from sickn33/agentic-awesome-skills.
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.
Acquires a specified object by moving it from the environment into the agent's inventory using 'pick up OBJ'. Scienceworld Object Retriever is an agent skill from zjunlp/SkillNet. Acquires a specified object by moving it from the environment into the agent's inventory using 'pick up OBJ'.
Scienceworld Object Retriever fits situations like: A task requires an object to be manipulated; transported and it is not yet in your inventory.
Run `npx skills add zjunlp/SkillNet --skill scienceworld-object-retriever -a claude-code`. Or copy the skill folder (experiments/src/skills/scienceworld/scienceworld-object-retriever in zjunlp/SkillNet) into .claude/skills/scienceworld-object-retriever in your project. Claude Code loads it when a task matches its description.
Run `npx skills add zjunlp/SkillNet --skill scienceworld-object-retriever -a codex`. Or copy the skill folder (experiments/src/skills/scienceworld/scienceworld-object-retriever in zjunlp/SkillNet) into .agents/skills/scienceworld-object-retriever 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-object-retriever -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-object-retriever, .gemini/skills/scienceworld-object-retriever, .github/skills/scienceworld-object-retriever and .opencode/skills/scienceworld-object-retriever in your project.
SKILL.md names no scripts, command-line tools or credentials: Scienceworld Object Retriever 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 Object Retriever is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 434 tokens (SKILL.md is roughly 1.7k 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 263 tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Scienceworld Object Retriever: Iterative Retrieval (affaan-m/ECC, 276k stars), Object Alt (thedaviddias/Front-End-Checklist, 74k stars), Iterative Retrieval (affaan-m/ECC, 276k stars) and Iterative Retrieval (affaan-m/ECC, 276k 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 1,394 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.