ae-community

ae-community

Cross-skill collaboration

When remaining work is outside this skill's scope, or a necessary prerequisite needs another capability, follow the collaboration protocol. Choose from the skills available in this run by capability, preserve verified context, and continue the remaining task. Reuse this protocol if already loaded.

Skill revision: 2.4.2.

The AE Community domain provides social and chat data analysis plus validated community data reporting. Curated analysis commands run as `ae-cli community +<subcommand>`; chat analysis uses dynamic Capability Gateway commands; reporting uses the direct `ae-cli community data report` ingestion command.

Global AE CLI Rules

AE CLI (ae-cli) is the command-line tool for the AE (Agentic Engine) analysis platform. For AE analysis-side requests, prefer ae-cli and this skill's reference docs over model memory.

Global parameters:

Output and errors:

• Successful commands return machine-readable JSON by default. Envelope may include optional _notice.host_compat.
• Failed commands return { "ok": false, "error": { "type": "...", "message": "...", "hint": "..." } } and exit non-zero.
• CRITICAL — Host compat (do this first): After each ae-cli run, check stderr and _notice.host_compat. If either is present, open the user reply with a short ⚠️ version warning and quote the `npm i -g` / `npx skills add` (or update-cluster) lines verbatim, then present the business result. Soft tip; ok: true can still carry the notice.

Safety constraints:

• Read commands can execute directly after required IDs and references are verified.
• Ordinary write commands require explicit user intent but no CLI confirmation. Only high-risk-write commands use the confirmation gate.
• Never invent command names, flags, JSON payloads, project_id, resource IDs, field names, event names, property names, metric definitions, or date formats. Read the matching command reference and discover real project metadata first.
• NEVER fabricate or guess resource names (reports, dashboards, events, properties, metrics, clusters, tags, alerts). Always use list commands to discover real resources first. If a resource is not found after fuzzy search and full list fallback, explicitly tell the user "resource not found" and stop - do not proceed with fabricated names.

Community commands use the domain community (this skill). Other AE domains include: analysis (analysis and audience), analysis-meta (metadata), and operation (operations).

Overview

Typical use cases:

• Search and inspect posts or videos, then drill into detail and comment analytics
• Track sentiment, keywords/tags, and macro overview metrics by time range
• Monitor risky or moderated content
• Analyze livestream rooms, sessions, and AI-generated session reports
• Analyze customer-service DMs, customer after-sales groups, and in-game chat
• Produce daily/weekly/activity-style reports via composite references under references/community-*.md

For per-command flags and copy-paste examples, use the files in `references/`.

Parameter conventions

• Lists (comma-separated): e.g. --channel-id-list 1,2,3, --keywords a,b, --sentiment-types 0,1
• Dates: yyyy-MM-dd for range endpoints (e.g. --start-time, --end-time, --date)
• Data reporting: community data report requires --space-id, --channel-id, and --source-id as positive int64 identifiers. Here --space-id maps to Iris game_id.
• Reporting endpoint: use --endpoint or AE_IRIS_SYNC_ENDPOINT. --host does not select, derive, or modify the ingestion endpoint.
• Reporting input: use exactly one mode: --data-type <type> --data <inline|path|@path|->, or --payload <inline|path|@path|->.
• Reporting schema: run ae-cli community data report --help before building input to check the required record fields for every supported data_type; use the reporting reference for field limits and normalization behavior.

Core concepts

Channel ID prerequisite (+get_channel_info)

Many commands need `--channel-id` or `--channel-id-list` (post detail, comment summaries, live lists, channel-scoped search). If you only have --space-id / --game-id, run:

ae-cli community +get_channel_info --space-id <id> --game-id <id>

Then use returned channel IDs in follow-up commands. Details: `references/get_channel_info.md`.

Scenario routing

Route users to composite workflows when intent matches:

Common scenarios

1. Search and content drill-down

ae-cli community +search_posts --space-id 1 --game-id 1 \
  --start-time 2026-04-01 --end-time 2026-04-07

ae-cli community +get_post_detail --space-id 1 --game-id 1 \
  --channel-id 1 --uuid <uuid> --resource-type 0

ae-cli community +get_comments_summary --space-id 1 --game-id 1 \
  --channel-id 1 --uuid <uuid>

2. Analysis and sentiment

ae-cli community +get_channel_info --space-id 1 --game-id 1

ae-cli community +get_overview_metrics --space-id 1 --game-id 1 \
  --start-time 2026-04-01 --end-time 2026-04-07

ae-cli community +get_sentiment_overview --space-id 1 --game-id 1 \
  --start-time 2026-04-01 --end-time 2026-04-07

3. Hot topics and daily snapshot

ae-cli community +get_hot_topics --space-id 1 --game-id 1

ae-cli community +get_daily_summary --space-id 1 --game-id 1 --date 2026-04-01

4. Livestream

ae-cli community +get_livestream_list --space-id 1 --game-id 1

ae-cli community +get_livestream_detail --space-id 1 --game-id 1 --stream-id <id>

ae-cli community +get_livestream_analysis --space-id 1 --game-id 1 --stream-id <id>

5. Chat analysis

Chat capabilities are L3 and must be discovered before use. Read `community-chat-analysis.md` for scenario selection, call-scoped identity classification, comparison windows, metric definitions, evidence limits, and report templates. Never report customer-service performance without a staff identity list. The list must be the complete staff roster for the selected service scope, even for a single-agent question; a partial roster is discovery context, not permission to calculate KPIs.

ae-cli capability search "chat" --domain community
ae-cli capability inspect community.chat.overview
ae-cli capability run community.chat.overview \
  --input '{"game_id":3,"start":"<start-yyyy-MM-dd>","end":"<end-yyyy-MM-dd>"}'

6. Data reporting

Read `community-data-report.md` before building input. Use an explicit ingestion endpoint and verified IDs; do not derive them from the active AE host or analysis results.

ae-cli --dry-run community data report \
  --endpoint https://<iris-ingress>/sync_content \
  --space-id <space-id> --channel-id <channel-id> --source-id <source-id> \
  --data-type chat --data @chat.json

ae-cli community data report \
  --endpoint https://<iris-ingress>/sync_content \
  --space-id <space-id> --channel-id <channel-id> --source-id <source-id> \
  --data-type chat --data @chat.json

Data Reporting Workflow

1. Obtain the complete /sync_content endpoint from the user or AE_IRIS_SYNC_ENDPOINT. Never guess, derive, or concatenate it.
2. Verify the real space, channel, and source IDs. Never fabricate identifiers; --space-id becomes Iris game_id.
3. Run ae-cli community data report --help before constructing records. Use the installed command's required-field list for each data_type as the source of truth, then consult the reporting reference for detailed limits and normalization.
4. Prefer @file or stdin (-) for sensitive records so payloads do not enter shell history.
5. Before the first submission of a dataset, run --dry-run. Its summary is redacted and does not print business content.
6. After the user has clearly requested submission, run the risk: write command directly. It does not need --yes or another confirmation.
7. Interpret success only as status: "queued" with persistence_verified: false, never as per-record acceptance or durable storage.
8. A timeout leaves delivery state unknown. Check the downstream query/storage side before considering another submission, and never retry automatically.

Dry-run debugging

ae-cli --dry-run community +get_channel_info --space-id 1 --game-id 1
ae-cli --dry-run community +search_posts --space-id 1 --game-id 1 \
  --start-time 2026-04-01 --end-time 2026-04-07

References (per-command)

Command groups

Commands below are shown without the ae-cli community prefix; all use the + prefix on the CLI.

Content (community_content)

+get_livestream_list, +get_livestream_detail, +get_livestream_analysis, +get_post_detail, +get_comments_summary, +get_comment_tag_analysis, +get_corpus_tags, +get_risk_content, +search_posts, +get_livestream_overview, +get_livestream_rooms, +get_livestream_room_metrics

Analysis (community_analysis)

+get_channel_info, +get_overview_metrics, +get_sentiment_overview, +get_tag_trends

Hot (community_hot)

+get_daily_summary, +get_hot_topics, +get_topic_detail

Data reporting (direct ingestion data plane)

Composite scenario skills

Structured multi-step report workflows — open the linked reference for the complete ae-cli command sequence.

Write operations

Most community commands are read-only. community data report is an ordinary `risk: write` command: explicit user intent is sufficient and no confirmation or --yes is required. Only commands marked `risk: high-risk-write` use the confirmation gate.