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Open methodology

How Rankings Work

Every published position comes from reproducible public signals. There are no manual score adjustments, paid placements, or private reviewer ratings.

Data snapshot 2026-08-03Updated daily by Cloudflare

Live ranking rule

Overall Rank = descending public ClawHub download count

Momentum rank, stars, active installs, and freshness remain visible as separate signals. Agent Skills List does not hide them inside an opaque score.

RankTotal downloads
ShownCurrent momentum
ShownCommunity stars
ShownMaintenance date

Fully automated

What is live today

A scheduled Cloudflare Worker reads eligible public ClawHub records every day, validates the result, stores current data in D1, and keeps raw snapshots in R2. Seven- and thirty-day comparisons appear only after enough daily history exists; history is never invented.

Total downloads

Determines the overall order and reflects long-term public adoption.

Recent momentum

Uses the source platform’s current trending order while independent daily history accumulates.

Community interest

Public stars and engagement are displayed independently so users can compare signals directly.

Maintenance activity

The source update date is shown without a manual quality adjustment.

Automatic picks

The first eligible leader from up to six distinct categories is selected deterministically.

Automatic safeguards

Popular does not mean safe.

  • Incomplete sync results are rejected automatically
  • New skills need multiple snapshots for growth claims
  • Records are deduplicated by their public slug
  • Hidden or suspicious source records are excluded
  • Sponsored listings never enter organic ranks
  • Unresolvable new records are quarantined automatically