skill-comment-insights SKILL.md skillA
skill-comment-insights from zju-real/easel is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add zju-real/easel/skill-comment-insights@git:20261012.0d53744Pins git:20261012.0d53744 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- zju-real/easel
- Path
skills/builtin/skill-comment-insights/SKILL.md- Versions recorded
- 1
- Latest version
- git:20261012.0d53744, committed Oct 12, 2026
- Size
- 3,118 bytes
- Repository stars
- 4,469
- License
- Apache-2.0
评论区量化分析：对一批评论做情感分析（正/中/负占比 + 代表评论）、高频词与短语提取、 以及需求/吐槽/提问的诉求挖掘，为内容复盘和选题反哺提供数据。当用户说"评论情感分析" "评论区分析""用户在说什么""评论正负面比例""评论高频词""评论关键词""口碑分析""评论词云" "用户诉求""评论区吐槽"时使用。基于 jieba（分词）+ SnowNLP（情感）+ 社媒情感词典。.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# 评论区量化分析（comment-insights） > 对评论做量化洞察：情感分布、高频词/短语、需求与吐槽挖掘。走 > `scripts/comment_insights.py`（jieba + SnowNLP + 社媒情感词典）。 > 和 skill-community-ops 的分工：community-ops 是"怎么回评论 + 危机应对"（运营动作）； > 本 SKILL 是"评论区在说什么"（量化数据）。评论抓取见 skill-xhs-analyzer。 ## ⚠️ 依赖 `pip install jieba snownlp`（首次 jieba 会构建词典缓存）。 ## 输入 评论数据，三种格式： - `.txt`：每行一条评论 - `.json`：字符串数组，或对象数组（`--column` 指定字段，默认 content） - `.csv`：`--column` 指定评论列（默认首列/content） ## 输出（`outputs/主题名/`） - 报告 JSON：情感分布/占比 + 正负代表评论 + 高频词 + 高频短语 + 需求/吐槽/提问计数与例子 - 终端可读摘要 ## 执行 脚本路径（相对项目根）：`skills/builtin/skill-comment-insights/scripts/comment_insights.py`。 ```bash python <skill>/scripts/comment_insights.py analyze -i comments.txt --top 20 \ -o outputs/主题名/report.json # CSV 指定列 python <skill>/scripts/comment_insights.py analyze -i comments.csv --column 评论内容 ``` ## 结果怎么用 1. **情感占比**：负面偏高 → 结合负面代表评论定位问题；配合 skill-community-ops 做回应/危机。 2. **高频词/短语**：用户关注点与话题；可喂 chart-visualization/infographic 出词云图。 3. **需求（demands）**：求链接/求教程/求同款 → 直接转化为下一条选题（配合 community-ops 选题反哺）。 4. **吐槽（complaints）**：产品/服务问题信号 → 复盘改进（配合 skill-content-postmortem）。 ## 规则 1. 情感为 SnowNLP 基线 + 社媒词典修正的**近似值**，用于看趋势与占比，非逐条精判； 关键决策需人工核对代表评论，或让 LLM 对存疑评论精读。 …
Read the whole file at its exact version.
How to install
mdr add zju-real/easel/skill-comment-insights@sha256:6b3f6abaca60a189The line at the top of this page pins the label git:20261012.0d53744, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_kgxqsatl4q3btrtc)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Oct 12, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (3118 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
zju-real/easel · 4,469 stars · license Apache-2.0 · pushed 2026-11-02 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_kgxqsatl4q3btrtc GET https://markdownregistry.com/api/v1/resolve?ref=zju-real/easel/skill-comment-insights GET https://markdownregistry.com/api/v1/blob/6b3f6abaca60a189a4ff3149135604fd2b9588380b66a0f690f4377067630e2e
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.