Edition methodology 2026-10-18T00:00Z

Observed GitHub momentum

This edition ranks measured seven-day progress. OpenSSF Scorecard does not cover enough repositories to corroborate the Top, so that signal is left out of the score. Repositories without seven-day history are omitted.

Latest included observation: Oct 18, 2026, 8:10 AM UTC
Frozen calculation: Oct 18, 2026, 5:21 PM UTC
Publication: Oct 18, 2026, 5:21 PM UTC

Calculation version : github-momentum-observed

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What the figures can tell us

Cumulative popularity does not measure recent growth. A benchmark depends on its tasks, date and model coverage. Scores are relative to the observed pool.

The team's opinions are signed and separate from the calculation. A Talk Show recommendation does not change a rank.

This archive keeps its historical version. The v3 method and its calibration are tracked separately and are not applied retroactively.

Preserved measurements and sources

The measurements below belong to this edition. A metric shown for context does not necessarily contribute to the score. Effective weights are shown only where they were preserved.

Rank	Name and sources	Preserved measurements	Preserved effective weights
1	OpenCreator Source (new tab)	`forks` : 1496 `stars` : 13652 `growth` : 7.648635861851442 `forks7d` : 189 `stars7d` : 970 `activityScore` : 99.59	`forkVelocity` : 15 % `starVelocity` : 45 % `relativeGrowth` : 20 % `repositoryActivity` : 10 % `contributorActivity` : 10 %
2	dbx Source (new tab)	`forks` : 2454 `stars` : 27080 `growth` : 5.575048732943469 `forks7d` : 128 `stars7d` : 1430 `activityScore` : 99.49	`forkVelocity` : 15 % `starVelocity` : 45 % `relativeGrowth` : 20 % `repositoryActivity` : 10 % `contributorActivity` : 10 %
3	humanizer-local-model Source (new tab)	`forks` : 51 `stars` : 358 `growth` : 155.71428571428572 `forks7d` : 34 `stars7d` : 218 `activityScore` : 89.74	`forkVelocity` : 15 % `starVelocity` : 45 % `relativeGrowth` : 20 % `repositoryActivity` : 10 % `contributorActivity` : 10 %
4	jcode Source (new tab)	`forks` : 2431 `stars` : 20986 `growth` : 2.928049438422679 `forks7d` : 57 `stars7d` : 597 `activityScore` : 99.37	`forkVelocity` : 15 % `starVelocity` : 45 % `relativeGrowth` : 20 % `repositoryActivity` : 10 % `contributorActivity` : 10 %
5	artex-ko-plus Source (new tab)	`forks` : 165 `stars` : 194 `growth` : 1516.6666666666665 `forks7d` : 154 `stars7d` : 182 `activityScore` : 79.83	`forkVelocity` : 15 % `starVelocity` : 45 % `relativeGrowth` : 20 % `repositoryActivity` : 10 % `contributorActivity` : 10 %
6	PolyStrata Source (new tab)	`forks` : 43 `stars` : 198 `growth` : 330.4347826086956 `forks7d` : 38 `stars7d` : 152 `activityScore` : 98.72	`forkVelocity` : 15 % `starVelocity` : 45 % `relativeGrowth` : 20 % `repositoryActivity` : 10 % `contributorActivity` : 10 %
7	nautilus_trader Source (new tab)	`forks` : 4056 `stars` : 30277 `growth` : 1.5223149917848642 `forks7d` : 85 `stars7d` : 454 `activityScore` : 99.96	`forkVelocity` : 15 % `starVelocity` : 45 % `relativeGrowth` : 20 % `repositoryActivity` : 10 % `contributorActivity` : 10 %
8	pi-pocket Source (new tab)	`forks` : 38 `stars` : 472 `growth` : 43.46504559270517 `forks7d` : 17 `stars7d` : 143 `activityScore` : 99.57	`forkVelocity` : 15 % `starVelocity` : 45 % `relativeGrowth` : 20 % `repositoryActivity` : 10 % `contributorActivity` : 10 %
9	cindy Source (new tab)	`forks` : 481 `stars` : 3179 `growth` : 6.214500501169395 `forks7d` : 22 `stars7d` : 186 `activityScore` : 99.99	`forkVelocity` : 15 % `starVelocity` : 45 % `relativeGrowth` : 20 % `repositoryActivity` : 10 % `contributorActivity` : 10 %
10	edgeever Source (new tab)	`forks` : 1213 `stars` : 2320 `growth` : 6.3244729605866175 `forks7d` : 65 `stars7d` : 138 `activityScore` : 99.86	`forkVelocity` : 15 % `starVelocity` : 45 % `relativeGrowth` : 20 % `repositoryActivity` : 10 % `contributorActivity` : 10 %
11	vibe-coding-cn Source (new tab)	`forks` : 1836 `stars` : 17663 `growth` : 1.2322329206785878 `forks7d` : 76 `stars7d` : 215 `activityScore` : 99.69	`forkVelocity` : 15 % `starVelocity` : 45 % `relativeGrowth` : 20 % `repositoryActivity` : 10 % `contributorActivity` : 10 %
12	ouroboros Source (new tab)	`forks` : 673 `stars` : 1549 `growth` : 8.01952580195258 `forks7d` : 17 `stars7d` : 115 `activityScore` : 99.99	`forkVelocity` : 15 % `starVelocity` : 45 % `relativeGrowth` : 20 % `repositoryActivity` : 10 % `contributorActivity` : 10 %
13	openhuman Source (new tab)	`forks` : 4160 `stars` : 42138 `growth` : 0.8206723292259841 `forks7d` : 47 `stars7d` : 343 `activityScore` : 99.89	`forkVelocity` : 15 % `starVelocity` : 45 % `relativeGrowth` : 20 % `repositoryActivity` : 10 % `contributorActivity` : 10 %
14	KiroCrew Source (new tab)	`forks` : 831 `stars` : 4476 `growth` : 2.566452795600367 `forks7d` : 47 `stars7d` : 112 `activityScore` : 100	`forkVelocity` : 15 % `starVelocity` : 45 % `relativeGrowth` : 20 % `repositoryActivity` : 10 % `contributorActivity` : 10 %
15	Scrapegraph-ai Source (new tab)	`forks` : 3334 `stars` : 31879 `growth` : 0.6345097544036871 `forks7d` : 101 `stars7d` : 201 `activityScore` : 67.06	`forkVelocity` : 15 % `starVelocity` : 45 % `relativeGrowth` : 20 % `repositoryActivity` : 10 % `contributorActivity` : 10 %
16	LMCache Source (new tab)	`forks` : 2101 `stars` : 12107 `growth` : 0.9168958906393265 `forks7d` : 95 `stars7d` : 110 `activityScore` : 99.97	`forkVelocity` : 15 % `starVelocity` : 45 % `relativeGrowth` : 20 % `repositoryActivity` : 10 % `contributorActivity` : 10 %
17	PageIndex Source (new tab)	`forks` : 3408 `stars` : 39248 `growth` : 0.5121901249743905 `forks7d` : 23 `stars7d` : 200 `activityScore` : 99.86	`forkVelocity` : 15 % `starVelocity` : 45 % `relativeGrowth` : 20 % `repositoryActivity` : 10 % `contributorActivity` : 10 %
18	dsh-memory Source (new tab)	`forks` : 46 `stars` : 407 `growth` : 11.813186813186812 `forks7d` : 16 `stars7d` : 43 `activityScore` : 99.99	`forkVelocity` : 15 % `starVelocity` : 45 % `relativeGrowth` : 20 % `repositoryActivity` : 10 % `contributorActivity` : 10 %
19	ha-mcp Source (new tab)	`forks` : 239 `stars` : 5118 `growth` : 2.053838484546361 `forks7d` : 7 `stars7d` : 103 `activityScore` : 98.75	`forkVelocity` : 15 % `starVelocity` : 45 % `relativeGrowth` : 20 % `repositoryActivity` : 10 % `contributorActivity` : 10 %
20	harness-sdk Source (new tab)	`forks` : 1389 `stars` : 8854 `growth` : 1.0730593607305936 `forks7d` : 36 `stars7d` : 94 `activityScore` : 96.04	`forkVelocity` : 15 % `starVelocity` : 45 % `relativeGrowth` : 20 % `repositoryActivity` : 10 % `contributorActivity` : 10 %

Historical configuration

The parameters below were frozen at calculation time. They may contain planned dimensions absent from some rows. They do not replace the preserved measurements and effective weights.

Read the JSON configuration

{
  "size": 20,
  "rising": {
    "freshness": 0.1,
    "acceleration": 0.4,
    "starVelocity": 0.2,
    "relativeGrowth": 0.3
  },
  "version": "github-momentum-v1",
  "momentum": {
    "forkVelocity": 0.15,
    "starVelocity": 0.45,
    "relativeGrowth": 0.2,
    "repositoryActivity": 0.1,
    "contributorActivity": 0.1
  },
  "blacklist": [],
  "recentDays": 90,
  "growthFloor": 200,
  "risingVersion": "github-rising-v1",
  "sourceWeights": {
    "forkVelocity": 0.15,
    "starVelocity": 0.45,
    "relativeGrowth": 0.2,
    "repositoryActivity": 0.1,
    "contributorActivity": 0.1
  },
  "toleranceDays": 1,
  "openssfApplied": false,
  "eligibilityStars": 200,
  "minimumCandidates": 20,
  "maximumRisingStars": 25000,
  "qualificationStars": 100,
  "eligibilityVelocity": 100
}

Open this edition's JSON data (new tab)

Observation, calculation and publication

An observation dates a measurement at a source. Calculation freezes the score using available observations. Publication makes the edition accessible. These dates can differ; a new collection does not automatically republish a ranking.

Scheduled calculation slots at 03:17 and 15:17 UTC do not guarantee a new edition: coverage, baselines and validation can delay it. The displayed date belongs to the edition actually published.