# Community Analyzing Theme Comment

> Perform deep analysis of a topic’s comment section and generate a structured analytical report. Use this skill when users need an in-depth comment analysis for a specific topic (post or video).

- Skill: `thinkingaiagenticengine/community-analyzing-theme-comment` (Agent Skill, multi-file: 3 files)
- Install (CLI): `npx skillmds@latest add thinkingaiagenticengine/community-analyzing-theme-comment`
- Raw SKILL.md: https://api.skillmd.com/api/skills/thinkingaiagenticengine/community-analyzing-theme-comment/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Docs & Writing
- Author: thinkingaiagenticengine (https://skillmd.com/u/thinkingaiagenticengine)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/thinkingaiagenticengine/community-analyzing-theme-comment

---


# Skill: analyzing-theme-comment (deep comment analysis)

## Overview

This skill performs deep analysis of comment threads for a specified post or video in the game community, following a structured flow to produce a report covering trends, viewpoint distribution, and synthesis.

## Prerequisites

- **Tool:** ae-community (ae-cli community commands)
- **gameId:** Must be explicit
- **Channel:** Know which channel hosts the target post/video

## When to use

- Sentiment in a hot post’s comments
- Audience feedback after a video drop
- Viewpoint distribution for a specific topic
- Evaluating content performance and player mood

---

## Execution flow

### Step 1: Identify the target post or video

#### 1.1 Check whether the user specified a target

Confirm the user provided:

- Post/video UUID
- `channelId`
- Resource type: post (`0`) or video (`1`)

**If yes, go to Step 2.**

#### 1.2 Search when no target is given

Use `ae-cli community +search_posts`:

```bash
ae-cli community +search_posts \
  --space-id <space_id> --game-id <game_id> \
  --start-time <yyyy-MM-dd> --end-time <yyyy-MM-dd> \
  --search-word "<keyword>" \
  --channel-id-list 1,2 \
  --resource-type 0,1 \
  --order-by 4 --page-num 1 --page-size 100
```

**Key parameters:**

| Flag           | Required | Notes                     |
| -------------- | -------- | ------------------------- |
| `--space-id`   | Yes      | Space ID                  |
| `--game-id`    | Yes      | Game ID                   |
| `--start-time` | Yes      | Lower bound, `yyyy-MM-dd` |
| `--end-time`   | Yes      | Upper bound, `yyyy-MM-dd` |
| `--search-word`| No       | Keyword                   |
| `--channel-id-list` | No | Comma-separated channel IDs, for example `1,2` |
| `--resource-type`   | No | Comma-separated types: `0` post, `1` video; for example `0,1` |
| `--order-by`        | No | Use `4` to sort by heat descending |
| `--page-num`        | No | Page number, starting at `1` |
| `--page-size`       | No | Page size, maximum `10000` |

**Channel reference:**

| channelId | Name     |
| --------- | -------- |
| 1         | TapTap   |
| 2         | BiliBili |
| 3         | Douyin   |
| 5         | Weibo    |
| 7         | RedNote  |
| 8         | HeyBox   |
| 9         | Douyu    |
| 11        | Tieba    |
| 17        | Nga      |

**Logic:**

1. Search by keyword or hot topic
2. Sort by heat; surface top items
3. Have the user pick a target
4. Capture UUID and channelId

---

### Step 2: Fetch comments

#### 2.1 Post/video detail

Use `ae-cli community +get_post_detail`:

```bash
ae-cli community +get_post_detail \
  --space-id <space_id> --game-id <game_id> \
  --channel-id <channel_id> --uuid <content_uuid> \
  --resource-type <0_or_1> \
  --reply-order-by 0 --reply-page-num 1 --reply-page-size 100
```

| Flag             | Required | Notes               |
| ---------------- | -------- | ------------------- |
| `--space-id`     | Yes      | Space ID            |
| `--game-id`      | Yes      | Game ID             |
| `--channel-id`   | Yes      | Channel ID          |
| `--uuid`         | Yes      | Content UUID        |
| `--resource-type`| Yes      | `0` post, `1` video |
| `--reply-order-by` | No     | `0` newest first, `1` oldest first |
| `--reply-page-num` | No     | Comment page number, starting at `1` |
| `--reply-page-size`| No     | Comment page size, maximum `10000` |

#### 2.2 Paginate to completeness

1. Fetch the first page with `--reply-page-num 1 --reply-page-size 100`.
2. If the response indicates more comments, rerun the same command with `--reply-page-num` incremented by one.
3. Repeat until the response indicates no next page; do not claim completeness before then.
4. For video danmu, paginate independently with `--danmu-page-num` and `--danmu-page-size` when danmu is part of the requested analysis.

**Filter out low-value replies:**

- Spam / duplicates / flood
- Emoji-only or symbol-only (“???”, “!!!”)
- Fewer than 3 meaningful characters
- System/automated official messages

**Record:**

- Total vs. valid comment counts
- Time span
- Channel distribution if applicable

---

### Step 3: Deep analysis

#### 3.1 Trend

**3.1.1 Time distribution (daily)**

| Date       | Comments | Cumulative |
| ---------- | -------- | ---------- |
| 2026-03-10 | 150      | 150        |
| …          | …        | …          |

**3.1.2 Sentiment by day**

| Date       | Positive | Neutral | Negative |
| ---------- | -------- | ------- | -------- |
| 2026-03-10 | 0.45     | 0.35    | 0.20     |
| …          | …        | …       | …        |

---

#### 3.2 Viewpoints

**3.2.1 Method**

1. Cluster themes from valid text
2. Surface recurring keywords/phrases
3. Merge near-duplicates
4. Split positive vs. negative stances

**3.2.2 Viewpoint object**

| Field       | Description                     |
| ----------- | ------------------------------- |
| Title       | Short label (~20 chars)         |
| Description | ~100 chars                      |
| Match count | Comments aligned with this view |
| Examples    | Up to 10 representative quotes  |

**3.2.3 Opposing views**

- Allow clear pro/con on the same subject
- Do not merge contradictions; list separately

**Example:**

**Positive viewpoint 1**

- **Title:** Roguelike mode praised
- **Description:** Players like the new roguelike loop for variety and replay value.
- **Matches:** 45
- **Quotes:** …

**Negative viewpoint 1**

- **Title:** Daily grind frustration
- **Description:** Some players say dailies take too long and mats are too scarce for low spenders.
- **Matches:** 38
- **Quotes:** …

---

#### 3.3 Synthesis

**3.3.1 Volume summary**

- Total vs. valid counts
- Overall sentiment mix
- Peaks and likely drivers
- Optional benchmark vs. similar content

**3.3.2 Viewpoint synthesis**

- Dominant positive themes and reach
- Dominant negative themes and reach
- Conflict axes
- Core asks from players

**3.3.3 Ecosystem**

- Tone: harmonious / polarized / neutral
- Alignment with OP/video
- Audience segments and risks/opportunities

---

## Output format

```
# Themed Comment Deep-Dive Report

## 1. Basics
- Title: [title]
- Channel: [name]
- Published: [time]
- Analysis window: [start] – [end]
- Valid comments: [X]

## 2. Trends
### 2.1 Time series
[table or narrative]
### 2.2 Sentiment mix
[table or narrative]

## 3. Viewpoints
### 3.1 Positive
[…]
### 3.2 Negative
[…]

## 4. Summary
### 4.1 Volume
### 4.2 Viewpoints
### 4.3 Ecosystem & recommendations
```

---

## Notes

1. **Completeness:** Paginate until all comments are retrieved.
2. **Quality:** Strictly filter spam/noise.
3. **Objectivity:** Ground clusters in actual text.
4. **Opposition:** Preserve real splits in opinion.
5. **Representative quotes:** Weight typicality, engagement, recency.

---

## Error handling

| Situation                    | Action                                      |
| ---------------------------- | ------------------------------------------- |
| Invalid gameId               | Ask user to verify                          |
| Missing post/video           | Verify UUID                                 |
| Fetch failure                | Retry; check connectivity                   |
| Fewer than 10 valid comments | Warn sample is thin; suggest another target |
| Invalid channelId            | Show channel list                           |

---

## Tool dependencies

| Tool                              | Role              |
| --------------------------------- | ----------------- |
| ae-cli community +search_posts    | Find posts/videos |
| ae-cli community +get_post_detail | Detail + comments |
| ae-cli community +get_comments_summary | Optional assist   |

---