X analytics loop
Skill mikaelaldy/x-algorithm-skills/skills/growth/x-analytics-loop
Review X performance and choose next experiments. Use when analyzing weekly post metrics, diagnosing winners and losers, or planning what to repeat.From its SKILL.md
npx -y skills add mikaelaldy/x-algorithm-skills --skill x-analytics-loopAssembled from the repository path, not quoted from the project. Check it against their README if it does not work.
One thing to look at
- 1 stars1 stars. Stars are a popularity signal and not a quality one, but at this level it is likely that nobody has read this closely except its author, and you would be relying on your own review.
SKILL.md
1.7 KB, as published. Nobody here has run it
X Analytics Loop
Run this weekly.
Collect
For each post, ask for or infer:
- date/time
- topic
- format
- hook
- impressions
- likes
- replies
- reposts/quotes
- bookmarks if visible
- profile visits
- follows
- link clicks if relevant
Calculate
Use:
- engagement rate = engagements / impressions
- reply rate = replies / impressions
- repost rate = reposts / impressions
- profile-click rate = profile visits / impressions
- follow conversion = follows / profile visits
If data is missing, continue with qualitative diagnosis and mark assumptions.
Diagnose
- High impressions, low engagement: hook/retrieval worked, post underdelivered.
- Low impressions, high engagement: content resonated, distribution needs work.
- High replies, low follows: conversation works, profile may be weak.
- High profile clicks, low follows: bio/pinned post problem.
- High likes, low reposts: agreeable, not share-worthy.
- High reposts/bookmarks: make more templates/frameworks.
Decide
Pick:
- 3 things to repeat
- 3 things to stop
- 3 experiments for next week
Output
Return:
- Top winners
- Hidden winners
- Losers
- Signal diagnosis
- Next week’s experiments
- Posting plan
Operating Principle
Treat the public X algorithm as a signal map, not a cheat code. Optimize for posts and replies that earn useful positive actions (dwell, replies, reposts, shares, profile clicks, follows) while avoiding negative actions (not interested, mute, block, report, fast skips).