Signals

deepseek-ai/deepseek-harness adds ~49,238 stars this week — breakout in TypeScriptTrendNexus signals mattpocock/skills adds ~33,756 stars this week — breakout in ShellTrendNexus signals obra/superpowers adds ~16,351 stars this week — breakout in ShellTrendNexus signals Graphify-Labs/graphify adds ~15,401 stars this week — breakout in PythonTrendNexus signals togg53192-cmd/jailbreaks adds ~11,907 stars this week — emerging in UnknownTrendNexus signals odysseus-dev/odysseus adds ~11,251 stars this week — breakout in PythonTrendNexus signals JuliusBrussee/caveman adds ~9,432 stars this week — breakout in GoTrendNexus signals ai-job-search-dev/ai-job-search adds ~7,438 stars this week — breakout in PythonTrendNexus signals Risk watch: lightpanda-io/browser trends cooling with security score 90TrendNexus signals Risk watch: scipy/scipy trends cooling with security score 96TrendNexus signals Healthiest in cohort: microsoft/ai-agents-for-beginners holds PVI 84 — sustainability leaderTrendNexus signals

tigerless-labs/autoharness

Establishedrank #121

Building the self-learning layer next-gen agents will ship with, learning skills from real work.

10.6k+834 · 7d 645 50est. MITPythonpushed 1h ago

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Composite

conf 65%

Momentum

conf 60%

Vitality (PVI)

conf 67%

Community

conf 60%

Security & maint.

conf 85%

Ecosystem influence

conf 60%

Opportunity

conf 60%

Breakout · 7d

35%

conf 71%

Executive summary

autoharness is currently classified as established with a composite score of 70/100. Momentum (65) and vitality (76) are aligned — growth is backed by sustained maintenance. Estimated 7-day gain of 834 stars against a 10.6k-star base. Risk is assessed as low; the interpretable model puts its probability of entering the top trend cohort within 7 days at 35%.

90-day trajectory

+4.3k · 30d

2026-08-022026-10-30

Score breakdown

Every input, weight and normalized value — nothing hidden. Inputs marked est. are estimated until the full ingestion pipeline lands.

Momentum

Star velocityest.25%81

Star accelerationest.15%42

Fork velocityest.10%79

Contributor growthest.10%59

Issue activity growthest.10%50

PR activity growthest.10%54

External mention velocityest.10%77

Release event impactest.5%88

Trending-rank persistenceest.5%44

Model tn-interpretable-1.0.0 · confidence 60% · coverage 100%

Project Vitality Index

Commit consistency20%100

Release cadenceest.15%57

PR responsivenessest.15%89

Issue responsivenessest.15%69

Contributor diversityest.10%63

Maintainer continuityest.10%75

Documentation qualityest.5%57

Dependency freshnessest.5%62

Security hygieneest.5%83

Model tn-interpretable-1.0.0 · confidence 67% · coverage 100%

Security & maintenance

Release recency25%100

License clarity20%92

Maintenance status25%100

Dependency stalenessest.15%68

Bus factorest.15%60

Model tn-interpretable-1.0.0 · confidence 85% · coverage 100%

Ecosystem influence

Dependent repositoriesest.30%71

Quality-weighted dependentsest.20%56

Documentation citationsest.15%64

Contributor overlapest.15%40

Registry adoptionest.10%48

Topic centralityest.10%100

Model tn-interpretable-1.0.0 · confidence 60% · coverage 92% · missing: packageRegistryAdoption