Iterative Retrieval
affaan-m/ECC
Pattern for progressively refining context retrieval to solve the subagent context problem.
Retrieves data from the Colleague Circle and Career Insights sections of Maimai (maimai.cn).
$ npx skills add OpenMinis/MinisSkills --skill maimai-hub -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install OpenMinis/MinisSkills maimai-hub --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/OpenMinis/MinisSkills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/maimai-hub .claude/skills/maimai-hub && 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 "maimai-hub" agent skill from https://github.com/OpenMinis/MinisSkills/tree/main/maimai-hub into .claude/skills/maimai-hub/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "maimai-hub", 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/OpenMinis/MinisSkills/tree/main/maimai-hubType 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 OpenMinis/MinisSkills --skill maimai-hub -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install OpenMinis/MinisSkills maimai-hub --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/OpenMinis/MinisSkills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/maimai-hub .agents/skills/maimai-hub && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "maimai-hub" agent skill from https://github.com/OpenMinis/MinisSkills/tree/main/maimai-hub into .agents/skills/maimai-hub/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "maimai-hub", 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 OpenMinis/MinisSkills --skill maimai-hub -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install OpenMinis/MinisSkills maimai-hub --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/OpenMinis/MinisSkills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/maimai-hub .cursor/skills/maimai-hub && 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 "maimai-hub" agent skill from https://github.com/OpenMinis/MinisSkills/tree/main/maimai-hub into .cursor/skills/maimai-hub/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "maimai-hub", 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/OpenMinis/MinisSkills.git --path maimai-hub--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 OpenMinis/MinisSkills --skill maimai-hub -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install OpenMinis/MinisSkills maimai-hub --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/OpenMinis/MinisSkills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/maimai-hub .gemini/skills/maimai-hub && 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 "maimai-hub" agent skill from https://github.com/OpenMinis/MinisSkills/tree/main/maimai-hub into .gemini/skills/maimai-hub/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "maimai-hub", 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 OpenMinis/MinisSkills maimai-hubInstalls 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 OpenMinis/MinisSkills --skill maimai-hub -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/OpenMinis/MinisSkills.git skills-src && mkdir -p .github/skills && cp -r skills-src/maimai-hub .github/skills/maimai-hub && 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 "maimai-hub" agent skill from https://github.com/OpenMinis/MinisSkills/tree/main/maimai-hub into .github/skills/maimai-hub/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "maimai-hub", 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 OpenMinis/MinisSkills --skill maimai-hub -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install OpenMinis/MinisSkills maimai-hub --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/OpenMinis/MinisSkills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/maimai-hub .opencode/skills/maimai-hub && 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 "maimai-hub" agent skill from https://github.com/OpenMinis/MinisSkills/tree/main/maimai-hub into .opencode/skills/maimai-hub/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "maimai-hub", 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.
maimai-hubRetrieves data from the Colleague Circle and Career Insights sections of Maimai (maimai.cn).
Maimai Hub is an agent skill from OpenMinis/MinisSkills. Retrieves data from the Colleague Circle and Career Insights sections of Maimai (maimai.cn). Supports: posts from a specific company's Colleague Circle, the site-wide Career Insights feed (hot/latest/following), the Colleague Circle popularity ranking, and looking up a webcid by company name. This skill must be triggered whenever the user mentions "Maimai," "Colleague Circle," "Career Insights," "maimai," "maimai-hub," or any scenario that requires reading Maimai content.
Its SKILL.md is about 1.2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including scripts (for example `scripts/maimai.py`).
The repository describes itself as: Skills collection for Minis. The licence is MIT.
3 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit ae8c5db. 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.
Ships 1 file in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
python3From the folder's file list and the shell code blocks in SKILL.md.
Hosts in commands or code, which the agent is likely to contact:
maimai.cnFrom 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.
Maimai Hub loads about 1.2k tokens when it runs. Until then it costs about 122 tokens; SKILL.md has 296 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); the scripts in this folder are not scanned.
The full file from OpenMinis/MinisSkills at commit ae8c5db, republished under its MIT licence (© OpenMinis). 296 words, ~1,247 tokens.
.claude/skills/maimai-hub/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.Before each use, retrieve the latest cookies with browser_use get_cookies. This must be done on the desktop version of the page because the mobile version does not include csrftoken:
1. browser_use set_user_agent → desktop_safari
2. browser_use navigate → https://maimai.cn/web/search_center
3. browser_use get_cookies → save to env file
4. Confirm that the env file contains COOKIE_CSRFTOKEN (otherwise, retry steps 2-3)Example ENV file path: /var/minis/offloads/env_cookies_maimai_cn_XXXXXXXX.sh
When the script returns an empty array or HTTP 404, automatically switch to reading the page content directly in the browser:
Colleague Circle page URL format:
https://maimai.cn/company/gossip_discuss?webcid=<WEBCID>
Note: The old paths /web/gossip_discuss and /community/gossip_discuss now both return 404.
You must use /company/gossip_discuss.Fallback steps:
1. browser_use navigate → https://maimai.cn/company/gossip_discuss?webcid=<WEBCID>
2. Scroll multiple times to load more content (scroll down × 4~6, 800px each time)
3. Extract post text with browser_use get_readable or execute_js:
document.querySelectorAll('[class*="content"],[class*="text"],[class*="body"]')
Filter criteria: length 15~800, exclude noise such as "Maimai", "illegal", and "Colleague Circle popularity"
4. Deduplicate the extracted results, then compile and summarize themScript: /var/minis/skills/maimai-hub/scripts/maimai.py
# Colleague Circle posts (must be an employee of that company)
python3 /var/minis/skills/maimai-hub/scripts/maimai.py gossip_circle \
--webcid 9AG14xzt --count 20 --env <ENV_FILE>
# Look up a Colleague Circle by company name (automatically finds webcid)
python3 /var/minis/skills/maimai-hub/scripts/maimai.py gossip_circle \
--company Ant Group --count 20 --env <ENV_FILE>
# Site-wide Career Insights feed
python3 /var/minis/skills/maimai-hub/scripts/maimai.py gossip_feed \
--tab hot --count 20 --env <ENV_FILE>
# tab: hot(Trending) | new(Latest) | follow(Following) | recommend(Recommended)
# Colleague Circle popularity ranking (gets popular company webcids)
python3 /var/minis/skills/maimai-hub/scripts/maimai.py circle_rank \
--env <ENV_FILE>
# Look up webcid by company name
python3 /var/minis/skills/maimai-hub/scripts/maimai.py search_company \
--name ByteDance --env <ENV_FILE>Priority:
webcid=([A-Za-z0-9]+)https://maimai.cn/web/search_center, then execute JS:window.share_data.data.mycard.web_cid // returns the webcid directly; .company is the full company namecircle_rank command)Colleague Circle page URL (for browser fallback): https://maimai.cn/company/gossip_discuss?webcid=<WEBCID>
Built-in webcid cache (major tech companies):
| Company | webcid |
|---|---|
| ByteDance | jYZTTwkX |
| Pinduoduo | 1cDwhLvjW |
| Tencent | 167PEUToR |
| Alibaba | EnT6guJz |
| Ant Group | 9AG14xzt |
| Baidu | mWqfo5EX |
| Meituan | 5DDx3ANi |
| Xiaomi | KvzN4IGA |
| JD.com | SJdjsQ5S |
| Kuaishou | RO3MvtaT |
error_code: 21003 indicates no permission.The script returns JSON. Fields for each post: id, time, text, likes, cmts, spreads, ip_loc
When summarizing, sort by engagement (likes + cmts), identify the main topics, and do not list the original text item by item.
get_cookies.https://maimai.cn/company/gossip_discuss?webcid=xxx).© OpenMinis, 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 (scripts) in maimai-hub of OpenMinis/MinisSkills.
Open the folder on GitHubat commit ae8c5db
Maimai Hub 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 |
|---|---|---|---|---|---|---|
| Maimai Hub this skillOpenMinis/MinisSkills | 446 | — | ~1.2k | Automated safety check: Pass | MIT | |
| Iterative Retrievalaffaan-m/ECC | 276k | 7 repos | ~1.6k | Automated safety check: Pass | MIT | |
| Formatting Insight AxesPostHog/posthog | 40k | — | ~2.1k | Automated safety check: Pass | Custom licence | |
| 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.
PostHog/posthog
Pick the right y-axis unit when creating or updating an insight via posthog:insight-create or posthog:insight-update — both TrendsQuery (trendsFilter.aggregationAxisFormat) and SQL insights…
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
vercel/next.js
Write or audit an insight-kind error page for the Next.js dev overlay.
OpenMinis/MinisSkills
Automate Android apps that have no public API or web version by driving the UI layer through the Accessibility Service.
OpenMinis/MinisSkills
Install and run OpenAI Codex CLI inside the Minis/iSH Alpine sandbox on iOS, where rustls TLS and async sockets are broken.
OpenMinis/MinisSkills
Score a claim against the evidence behind it. An agent skill from OpenMinis/MinisSkills.
OpenMinis/MinisSkills
HyperFrames CLI and Minis rendering. An agent skill from OpenMinis/MinisSkills.
OpenMinis/MinisSkills
Predict when a person's brain works best from their sleep, using the WhenPeak performance-intelligence API, and turn it into concrete scheduling advice.
OpenMinis/MinisSkills
Generate a mobile-first, immersive, Amap(Gaode)-style custom landmark marker HTML map for travel itinerary planning, place showcasing, location sharing, etc.
Retrieves data from the Colleague Circle and Career Insights sections of Maimai (maimai.cn). Maimai Hub is an agent skill from OpenMinis/MinisSkills.cn).
Run `npx skills add OpenMinis/MinisSkills --skill maimai-hub -a claude-code`. Or copy the skill folder (maimai-hub in OpenMinis/MinisSkills) into .claude/skills/maimai-hub in your project. Claude Code loads it when a task matches its description.
Run `npx skills add OpenMinis/MinisSkills --skill maimai-hub -a codex`. Or copy the skill folder (maimai-hub in OpenMinis/MinisSkills) into .agents/skills/maimai-hub 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 OpenMinis/MinisSkills --skill maimai-hub -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/maimai-hub, .gemini/skills/maimai-hub, .github/skills/maimai-hub and .opencode/skills/maimai-hub in your project.
Going by SKILL.md and its folder, Maimai Hub needs Python for the scripts in its folder and the command-line tools its instructions call (python3). Our summary lists: Python 3.
SKILL.md names 1 domain. In commands or code: maimai.cn; the agent is likely to contact it when it follows the instructions. 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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
Maimai Hub is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.2k tokens (SKILL.md is roughly 5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Maimai Hub: Iterative Retrieval (affaan-m/ECC, 276k stars), Formatting Insight Axes (PostHog/posthog, 40k 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.
OpenMinis (a GitHub organization) maintains it in OpenMinis/MinisSkills, which has 446 GitHub stars. The repository holds 49 skills in this directory. The repository was last updated on October 7, 2026.
Source: OpenMinis/MinisSkills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.