Iterative Retrieval
affaan-m/ECC
Pattern for progressively refining context retrieval to solve the subagent context problem.
从用户的 WPS 笔记中检索历史知识和过去的想法。当用户提到"回忆过去的笔记"、"之前写过什么"、"历史想法"、"以前的笔记"、"查找旧笔记"等需要从笔记库中找回过往知识的场景时使用此技能。此技能属于灵感引擎（ie-）记忆层，专门处理笔记知识检索，不涉及通用文件搜索或代码查找。
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Install Ie Retrieve Memory
$ npx skills add wpsnote/wpsnote-skills --skill ie-retrieve-memory -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install wpsnote/wpsnote-skills ie-retrieve-memory --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/wpsnote/wpsnote-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/ie-retrieve-memory .claude/skills/ie-retrieve-memory && 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 "ie-retrieve-memory" agent skill from https://github.com/wpsnote/wpsnote-skills/tree/main/skills/ie-retrieve-memory into .claude/skills/ie-retrieve-memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ie-retrieve-memory", 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/wpsnote/wpsnote-skills/tree/main/skills/ie-retrieve-memoryType 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 wpsnote/wpsnote-skills --skill ie-retrieve-memory -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install wpsnote/wpsnote-skills ie-retrieve-memory --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/wpsnote/wpsnote-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/ie-retrieve-memory .agents/skills/ie-retrieve-memory && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "ie-retrieve-memory" agent skill from https://github.com/wpsnote/wpsnote-skills/tree/main/skills/ie-retrieve-memory into .agents/skills/ie-retrieve-memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ie-retrieve-memory", 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 wpsnote/wpsnote-skills --skill ie-retrieve-memory -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install wpsnote/wpsnote-skills ie-retrieve-memory --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/wpsnote/wpsnote-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/ie-retrieve-memory .cursor/skills/ie-retrieve-memory && 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 "ie-retrieve-memory" agent skill from https://github.com/wpsnote/wpsnote-skills/tree/main/skills/ie-retrieve-memory into .cursor/skills/ie-retrieve-memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ie-retrieve-memory", 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/wpsnote/wpsnote-skills.git --path skills/ie-retrieve-memory--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 wpsnote/wpsnote-skills --skill ie-retrieve-memory -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install wpsnote/wpsnote-skills ie-retrieve-memory --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/wpsnote/wpsnote-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/ie-retrieve-memory .gemini/skills/ie-retrieve-memory && 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 "ie-retrieve-memory" agent skill from https://github.com/wpsnote/wpsnote-skills/tree/main/skills/ie-retrieve-memory into .gemini/skills/ie-retrieve-memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ie-retrieve-memory", 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 wpsnote/wpsnote-skills ie-retrieve-memoryInstalls 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 wpsnote/wpsnote-skills --skill ie-retrieve-memory -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/wpsnote/wpsnote-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/ie-retrieve-memory .github/skills/ie-retrieve-memory && 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 "ie-retrieve-memory" agent skill from https://github.com/wpsnote/wpsnote-skills/tree/main/skills/ie-retrieve-memory into .github/skills/ie-retrieve-memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ie-retrieve-memory", 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 wpsnote/wpsnote-skills --skill ie-retrieve-memory -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install wpsnote/wpsnote-skills ie-retrieve-memory --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/wpsnote/wpsnote-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/ie-retrieve-memory .opencode/skills/ie-retrieve-memory && 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 "ie-retrieve-memory" agent skill from https://github.com/wpsnote/wpsnote-skills/tree/main/skills/ie-retrieve-memory into .opencode/skills/ie-retrieve-memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ie-retrieve-memory", 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
ie-retrieve-memory- GitHub stars
- 179
- Token cost
- ~460 tokens
- SKILL.md length
- 106 words
- Files
- 1
- Skills in repo
- 29
- Repo updated
- First seen
- Licence
- None found
At a glance
从用户的 WPS 笔记中检索历史知识和过去的想法。当用户提到"回忆过去的笔记"、"之前写过什么"、"历史想法"、"以前的笔记"、"查找旧笔记"等需要从笔记库中找回过往知识的场景时使用此技能。此技能属于灵感引擎（ie-）记忆层，专门处理笔记知识检索，不涉及通用文件搜索或代码查找。
- Works in 4 steps: 关键词检索 → 标签检索 → 时间维度检索 → …
- SKILL.md covers 适用场景, 不适用场景, 检索策略 and 输出格式, plus 2 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Ie Retrieve Memory is an agent skill from wpsnote/wpsnote-skills. 从用户的 WPS 笔记中检索历史知识和过去的想法。当用户提到"回忆过去的笔记"、"之前写过什么"、"历史想法"、"以前的笔记"、"查找旧笔记"等需要从笔记库中找回过往知识的场景时使用此技能。此技能属于灵感引擎（ie-）记忆层，专门处理笔记知识检索，不涉及通用文件搜索或代码查找。
Its SKILL.md is about 460 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
Example prompts
- “回忆过去的笔记”
- “之前写过什么”
- “/ie-retrieve-memory”
Workflow steps
4 steps, taken from the step headings in SKILL.md.
- 关键词检索
- 标签检索
- 时间维度检索
- 笔记内容深入检索
What it can do on your machine
Read from SKILL.md and the folder at commit 2d9885d. 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
Ie Retrieve Memory loads about 460 tokens when it runs. Until then it costs about 40 tokens; SKILL.md has 106 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); files beside SKILL.md are not scanned.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 106 words (~460 tokens).
- name
- ie-retrieve-memory
Files
Just SKILL.md in skills/ie-retrieve-memory of wpsnote/wpsnote-skills.
Open the folder on GitHubat commit 2d9885d
Compare with similar skills
Ie Retrieve Memory 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 |
|---|---|---|---|---|---|---|
| Ie Retrieve Memory this skillwpsnote/wpsnote-skills | 179 | — | ~460 | Automated safety check: Pass | None | |
| Iterative Retrievalaffaan-m/ECC | 275k | 7 repos | ~1.6k | Automated safety check: Pass | MIT | |
| Iterative Retrievalaffaan-m/ECC | 275k | 2 repos | ~1.1k | Automated safety check: Pass | MIT | |
| Iterative Retrievalaffaan-m/ECC | 275k | 2 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Iterative Retrievalaffaan-m/ECC | 275k | 1 repos | ~1.1k | Automated safety check: Pass | MIT | |
| Retrieval Reflexgarrytan/gbrain | 31k | — | ~735 | Automated safety check: Pass | MIT |
Similar skills
Iterative Retrieval
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Iterative Retrieval
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Iterative Retrieval
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Retrieval Reflex
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When/what to retrieve — open the brain page for a salient entity before answering from memory.
Remote Retrieval Automation
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Questions about Ie Retrieve Memory
What does Ie Retrieve Memory do?
从用户的 WPS 笔记中检索历史知识和过去的想法。当用户提到"回忆过去的笔记"、"之前写过什么"、"历史想法"、"以前的笔记"、"查找旧笔记"等需要从笔记库中找回过往知识的场景时使用此技能。此技能属于灵感引擎（ie-）记忆层，专门处理笔记知识检索，不涉及通用文件搜索或代码查找。. Ie Retrieve Memory is an agent skill from wpsnote/wpsnote-skills.
How do I install Ie Retrieve Memory in Claude Code?
Run `npx skills add wpsnote/wpsnote-skills --skill ie-retrieve-memory -a claude-code`. Or copy the skill folder (skills/ie-retrieve-memory in wpsnote/wpsnote-skills) into .claude/skills/ie-retrieve-memory in your project. Claude Code loads it when a task matches its description.
How do I install Ie Retrieve Memory in Codex?
Run `npx skills add wpsnote/wpsnote-skills --skill ie-retrieve-memory -a codex`. Or copy the skill folder (skills/ie-retrieve-memory in wpsnote/wpsnote-skills) into .agents/skills/ie-retrieve-memory in your project. Codex loads it when a task matches its description.
Can I use Ie Retrieve Memory 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 wpsnote/wpsnote-skills --skill ie-retrieve-memory -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ie-retrieve-memory, .gemini/skills/ie-retrieve-memory, .github/skills/ie-retrieve-memory and .opencode/skills/ie-retrieve-memory in your project.
What does Ie Retrieve Memory need to run?
SKILL.md names no scripts, command-line tools or credentials: Ie Retrieve Memory is instructions for the agent only.
Does Ie Retrieve Memory 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 Ie Retrieve Memory 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 Ie Retrieve Memory use?
No licence was found for Ie Retrieve Memory or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Ie Retrieve Memory use?
About 460 tokens (SKILL.md is roughly 1.8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Ie Retrieve Memory?
Skills that share tags, products or a category with Ie Retrieve Memory: Iterative Retrieval (affaan-m/ECC, 275k stars), Iterative Retrieval (affaan-m/ECC, 275k stars), Iterative Retrieval (affaan-m/ECC, 275k stars) and Iterative Retrieval (affaan-m/ECC, 275k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Ie Retrieve Memory?
wpsnote (a GitHub organization) maintains it in wpsnote/wpsnote-skills, which has 179 GitHub stars. The repository holds 29 skills in this directory. The repository was last updated on May 25, 2026.
Source: wpsnote/wpsnote-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.