Agent skill

Ae Community

by infometa in infometa/workbuddyskills

AE community analysis and data reporting for posts, comments, topics, livestreams, customer-service chats, WeCom after-sales groups, and in-game chat.

No licenceAuto-check passedData & Analytics

Install Ae Community

skills CLI
$ npx skills add infometa/workbuddyskills --skill ae-community -a claude-code

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

GitHub CLI
$ gh skill install infometa/workbuddyskills ae-community --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/infometa/workbuddyskills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/connectors/thinkingai-agentic-engine/skills/ae-cli/references/domains/ae-community .claude/skills/ae-community && 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
ae-community
GitHub stars
346
Token cost
~3.8k tokens
SKILL.md length
1,228 words
Files
29 (incl. references)
Skills in repo
218
Repo updated
First seen
Licence
None found

At a glance

AE community analysis and data reporting for posts, comments, topics, livestreams, customer-service chats, WeCom after-sales groups, and in-game chat.

  • Works in 6 steps: Search and content drill-down → Analysis and sentiment → Hot topics and daily snapshot → …
  • Community content insight
  • SKILL.md covers Global AE CLI Rules, Overview, Parameter conventions and Core concepts, plus 7 more sections
  • Calls npm and npx

What it does

Ae Community is an agent skill from infometa/workbuddyskills. AE community analysis and data reporting for posts, comments, topics, livestreams, customer-service chats, WeCom after-sales groups, and in-game chat. Use for community content insight, sentiment, intent, evidence drill-down, community data ingestion/import/submission, and WeCom chat data integration (社区数据上报、导入、提交社区数据、企微聊天数据接入).

Its SKILL.md is about 3.8k tokens, which your agent loads only when the skill is triggered. The skill folder holds 29 other files, including reference files (for example `references/community-activity-analysis.md`, `references/community-analyzing-official-content.md` and `references/community-analyzing-theme-comment.md`).

It sits in Data & Analytics, covering Data pipelines and ETL and Customer support. The repository describes itself as: WorkBuddy skills / connectors / experts archive for offline study.

When your agent uses it

  • Community content insight
  • Evidence drill-down
  • Community data ingestion/import/submission
  • WeCom chat data integration (社区数据上报、导入、提交社区数据、企微聊天数据接入)

Example prompts

  • “/ae-community”

Requirements

  • Node.js

Workflow steps

6 steps, taken from the step headings in SKILL.md.

  1. Search and content drill-down
  2. Analysis and sentiment
  3. Hot topics and daily snapshot
  4. Livestream
  5. Chat analysis
  6. Data reporting

What it can do on your machine

Read from SKILL.md and the folder at commit 692b3eb. 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

    Shell commands in SKILL.md call:

    • npm
    • npx

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md. Its commands use npm and npx, which can reach the network depending on how they are called.

    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

Ae Community loads about 3.8k tokens when it runs, and up to ~24k if it reads all its reference files. Until then it costs about 86 tokens; SKILL.md has 1,228 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~86
When it runs · the whole SKILL.md, loaded when a task matches
~3.8k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~24k

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 1,228 words (~3,830 tokens).

name
ae-community

Read the full SKILL.md on GitHub

Files

SKILL.md and 28 other files (references) in connectors/thinkingai-agentic-engine/skills/ae-cli/references/domains/ae-community of infometa/workbuddyskills.

  • SKILL.md
  • references/community-activity-analysis.md
  • references/community-analyzing-official-content.md
  • references/community-analyzing-theme-comment.md
  • references/community-character-analysis.md
  • references/community-chat-analysis.md
  • references/community-daily-report.md
  • references/community-data-report.md
  • references/community-hottopic-insight.md
  • references/community-weekly-report.md
  • references/get_channel_info.md
  • references/get_comment_tag_analysis.md
  • references/get_comments_summary.md
  • references/get_corpus_tags.md
  • references/get_daily_summary.md
  • references/get_hot_topics.md
  • references/get_livestream_analysis.md
  • references/get_livestream_detail.md
  • references/get_livestream_list.md
  • references/get_livestream_overview.md
  • … and 9 more

Open the folder on GitHubat commit 692b3eb

Compare with similar skills

Ae Community 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.

Ae Community compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Ae Community this skillinfometa/workbuddyskills346—~3.8kAutomated safety check: PassNone
Crawl4AI Web Scrapingsmallnest/goclaw5991 repos~2.5kAutomated safety check: PassMIT
Glue 09 10 Migrationaws-samples/aws-glue-samples1.5k—~2.4kAutomated safety check: PassMIT-0
Migrate Glue Devendpoint To Interactive Sessionsaws-samples/aws-glue-samples1.5k—~3.6kAutomated safety check: PassMIT-0
Dbt Databricks PR Readydatabricks/dbt-databricks380—~2.8kAutomated safety check: PassApache-2.0
Apache Spark EngineerJeffallan/claude-skills12k1 repos~1.7kAutomated safety check: PassMIT

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Questions about Ae Community

What does Ae Community do?

AE community analysis and data reporting for posts, comments, topics, livestreams, customer-service chats, WeCom after-sales groups, and in-game chat. Ae Community is an agent skill from infometa/workbuddyskills. AE community analysis and data reporting for posts, comments, topics, livestreams, customer-service chats, WeCom after-sales groups, and in-game chat.

When should I use Ae Community?

Ae Community fits situations like: community content insight; evidence drill-down; community data ingestion/import/submission; weCom chat data integration (社区数据上报、导入、提交社区数据、企微聊天数据接入).

How do I install Ae Community in Claude Code?

Run `npx skills add infometa/workbuddyskills --skill ae-community -a claude-code`. Or copy the skill folder (connectors/thinkingai-agentic-engine/skills/ae-cli/references/domains/ae-community in infometa/workbuddyskills) into .claude/skills/ae-community in your project. Claude Code loads it when a task matches its description.

How do I install Ae Community in Codex?

Run `npx skills add infometa/workbuddyskills --skill ae-community -a codex`. Or copy the skill folder (connectors/thinkingai-agentic-engine/skills/ae-cli/references/domains/ae-community in infometa/workbuddyskills) into .agents/skills/ae-community in your project. Codex loads it when a task matches its description.

Can I use Ae Community 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 infometa/workbuddyskills --skill ae-community -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ae-community, .gemini/skills/ae-community, .github/skills/ae-community and .opencode/skills/ae-community in your project.

What does Ae Community need to run?

Going by SKILL.md and its folder, Ae Community needs the command-line tools its instructions call (npm and npx). Our summary lists: Node.js.

Does Ae Community access the network?

SKILL.md contains no URLs. Its commands use npm and npx, which can reach the network depending on how they are called. This is read from the text; nothing was executed.

Is Ae Community 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 Ae Community use?

No licence was found for Ae Community or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Ae Community use?

About 3.8k tokens (SKILL.md is roughly 15k 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 21k tokens, read only when the agent opens those files.

What are the alternatives to Ae Community?

Skills that share tags, products or a category with Ae Community: Crawl4AI Web Scraping (smallnest/goclaw, 599 stars), Glue 09 10 Migration (aws-samples/aws-glue-samples, 1.5k stars), Migrate Glue Devendpoint To Interactive Sessions (aws-samples/aws-glue-samples, 1.5k stars) and Dbt Databricks PR Ready (databricks/dbt-databricks, 380 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Ae Community?

infometa (a GitHub user) maintains it in infometa/workbuddyskills, which has 346 GitHub stars. The repository holds 218 skills in this directory. The repository was last updated on October 8, 2026.

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