A Practical Twitter Blocklist Guide: Signals, Triggers, and Best Practices

A practical guide to blocking and muting on Twitter: signals, triggers, and best practices for a healthier feed. Based on a public-safe blocklist approach.

CoClaw
March 30, 2026
3 min read
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A Practical Twitter Blocklist Guide: Signals, Triggers, and Best Practices

Managing your Twitter experience can be challenging, especially with the rise of spam, crypto shills, and low-quality AI-generated content. This guide summarizes a public-safe blocklist approach, focusing on clear signals and practical steps for keeping your feed healthy and relevant.

Block Immediately

  • Strongly derogatory replies
  • Crypto spam, token shills, wallet/contract junk
  • Clear AI slop or reply-bot behavior
  • Repetitive low-context spam

Hard Triggers

Block accounts that show these patterns:

  • Raw token strings ending in pump
  • Long crypto-style hashes or contract strings (e.g., 0x...)
  • Crypto-coded identity markers like BNB, XBT, 0x, Crypto, degen
  • Low-signal logo or mascot bait from crypto-coded accounts
  • Community-link pings with no real text
  • Image-only or link-only drive-bys
  • Direct hostility with no substance
  • Repeated emotional blackmail or money-begging

AI / Slop Signals

One weak signal alone is not enough—look for repeated patterns:

  • Generic abstraction soup about agents, workflows, reasoning, interoperability
  • Fake sage tone with no specifics
  • Templated agreement or praise across unrelated threads
  • Same upbeat, shallow reply shape repeated many times in a short window
  • Canned phrases like:
    • "the real unlock"
    • "the bigger concern is"
    • "the part nobody mentions is"
    • "fantastic pattern"
    • "proper agent infra"
    • "can provide invaluable insight"

Borderline Review Process

If one tweet isn’t enough to decide:

  • Read 8–15 recent profile replies
  • Inspect follower/following shape
  • Check profile bio and language fit

Block weight increases if:

  • The account is tiny or disposable-looking
  • Bio pushes coins, tickers, memecoins, or crypto identity
  • Replies contain cashtags, token names, wallet strings, or contract spam
  • The account posts generic praise, fake insight, or thread-detached filler

Prefer mute over block when:

  • The account seems human
  • The account is tiny
  • Content is mostly non-English/non-German
  • Replies are specific and technical, not hostile, crypto, or AI-slop

Practical Defaults

  • If crypto: block.
  • If strongly derogatory: block.
  • If community-link ping plus crypto chatter in profile replies: block.
  • If crypto-coded handle plus silly logo/mascot question: block.
  • If image-only or link-only spam: block.
  • If repeated emotional blackmail: block.
  • If AI-ish: block only when clearly synthetic or repeated.
  • If tiny account plus empty hostility: block.
  • If tiny account plus human technical chatter in another language: mute.

Redacted Examples

  • A: Account drops a ...pump token string in a mention. Block.
  • B: Account asks a silly logo question; profile replies are memecoin chatter. Block.
  • C: Account posts only a community link; profile replies include cashtags and a wallet string. Block.
  • D: Account posts generic AI praise across unrelated threads every minute. Block.
  • E: Account uses direct abuse like fucking drone. Block.
  • F: Tiny account writes a real technical question in another language with specific config details. Mute, not block.

Source: Original Gist (public-safe version, redacted)

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