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x-timeline-digest

Build a deduplicated digest from X (Twitter) For You

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Source Code

x-timeline-digest

Overview

This skill uses bird to read X/Twitter timelines and build a high-signal digest. Sources:

  • For You timeline
  • Following timeline What it does:
  1. Fetch recent tweets
  2. Filter incrementally (avoid reprocessing)
  3. Deduplicate (ID + near-duplicate text)
  4. Rank and trim
  5. Generate a Chinese digest
  6. Output a structured payload

    Delivery (Telegram, email, etc.) is NOT handled here. Upstream OpenClaw workflows decide how to notify users.

Configuration

All config is read from: skills.entries["x-timeline-digest"].config

Config fields

Name Type Default Description
intervalHours number 6 Interval window in hours
fetchLimitForYou number 100 Tweets fetched from For You
fetchLimitFollowing number 60 Tweets fetched from Following
maxItemsPerDigest number 25 Max tweets in one digest
similarityThreshold number 0.9 Near-duplicate similarity threshold
statePath string ~/.openclaw/state/x-timeline-digest.json State file path

Dependencies

  • bird must be installed and available in PATH
  • bird must already be authenticated (cookie login)
  • Read-only usage

Usage

1. Basic (Raw JSON)

Run the digest generator to get a clean, deduplicated JSON payload:

node skills/x-timeline-digest/digest.js

2. Intelligent Digest (Recommended)

To generate the "Smart Brief" (Categorized, Summarized, Denoised):

  1. Run the script: node skills/x-timeline-digest/digest.js > digest.json
  2. Read the prompt template: read skills/x-timeline-digest/PROMPT.md
  3. Send the prompt to your LLM, injecting the content of digest.json where {{JSON_DATA}} is.

Note: The script automatically applies heuristic filtering (removes "gm", ads, short spam) before outputting JSON.

Bird Commands Used

For You timeline: bird home -n --json Following timeline: bird home --following -n --json

State Management

State is persisted to statePath.

State structure

{ "lastRunAt": "2026-02-01T00:00:00+08:00", "sentTweetIds": { "123456789": "2026-02-01T00:00:00+08:00" } }

Rules

  • Tweets already in sentTweetIds must not be included again
  • After a successful run:
  • Update lastRunAt
  • Add pushed tweet IDs to sentTweetIds
  • Keep IDs for at least 30 days

Processing Pipeline

  1. Fetch from For You and Following
  2. Incremental filter using lastRunAt
  3. Hard deduplication by tweet id
  4. Near-duplicate merge using text similarity
  5. Rank and trim to maxItemsPerDigest
  6. Summarize into Chinese digest

Output

The skill returns one JSON object: { "window": { "start": "2026-02-01T00:00:00+08:00", "end": "2026-02-01T06:00:00+08:00", "intervalHours": 6 }, "counts": { "forYouFetched": 100, "followingFetched": 60, "afterIncremental": 34, "afterDedup": 26, "final": 20 }, "digestText": "中文摘要内容", "items": [ { "id": "123456", "author": "@handle", "createdAt": "2026-02-01T02:15:00+08:00", "text": "tweet text", "url": "https://x.com/handle/status/123456", "sources": ["following"] } ] }