Twitter Algorithm Optimizer
Analyses and rewrites tweets for maximum reach using insights from Twitter's open-source recommendation algorithm.
Entry verified April 21, 2026
The short answer
Rewrites tweet drafts to align with Twitter's ranking mechanisms — Real-graph, SimClusters, TwHIN, and Tweepcred — and explains the reasoning using the algorithm's own engagement signals. Targets reply-worthy, community-resonant content over bait.
When to use it
When a tweet or thread is underperforming and you want to know why algorithmically, not just stylistically. Also when you want to debug low reach, understand which engagement signals matter (replies weigh heavier than likes, quote tweets signal discussion), or adapt content to stay within your follower niche so TwHIN keeps surfacing it.
Setup
- 1
Install from the ComposioHQ/awesome-claude-skills repo under twitter-algorithm-optimizer/.
- 2
Invoke with your draft tweet or thread — the skill scores it against engagement signals and rewrites for better ranking.
- 3
Keep a note of what changed: Real-graph (follower-interaction likelihood), SimClusters (community fit), TwHIN (topic coherence).
- 4
Re-run quarterly as the underlying algorithm is updated upstream.
Example
You: Rewrite this tweet for better reach. Claude: 3 variants: (a) question hook, (b) pattern interrupt, (c) controversial take. Kept the link out of tweet 1.
Source & attribution
- Author
- ComposioHQ
- Licence
- Apache-2.0
- Type
- Community
Reused under a permissive licence. Preserve attribution when forking.
Caveats
Algorithm advice decays fast. If the skill is older than 6 months, sanity-check against current platform guidance.
56 skills across 10 categories, all licence-verified.