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Results for “spotlight”

Exact name and slug matches are checked against the live registry before ranked alternatives.

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Decision filters

Choose by scenario, quality, and trust signals.

Use casePlatform fitQuality tierTrust profileSafety gateGitHub adoption

Showing 1-11 of 11 ranked candidates matching "spotlight"

Best blend of relevance, quality, freshness, and verified outcomes

Spotlight

VERIFIEDEXCELLENT · 90TRUST · 85SAFE · REVIEWEDDATA

Interactively explore unstructured datasets from your dataframe.

$ npx skills add Renumics/spotlight

1.3K stars60 quality85 trustReviewed2mo since pushSafe to try

QualityHigh-confidence pick with strong adoption and healthy maintenance signals.

TrustGood trust signals with a few areas worth checking before rollout.Review: Documentation summary is thin

Safety gateGood audit and safety signals with no high-risk permission hints in public metadata.

Scenario Data analysis · I need my agent to analyze CSV data, produce insights, and explain trends.

CLI + Codex · 4 targets

typescriptdata-visualization

by RenumicsDetailsQuick view

Look

STRONG · 71TRUST · 78SAFE · REVIEWEDRESEARCH

An open-source, cross OS, community-driven launcher. A lightweight alternative to Spotlight and Raycast. I'm working on this project with AI agents.

$ npx skills add kunkka19xx/look

346 stars48 quality78 trustReviewed with permission notes2mo since pushNeeds review

QualitySolid option that is likely worth shortlisting for production workflows.

TrustGood trust signals with a few areas worth checking before rollout.Review: Quality score needs review

Safety gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario Research agents · I need my agent to research a topic, compare sources, and produce a concise report.

CLI + Codex · 4 targets

rustproductivity

by kunkka19xxDetailsQuick view

SageAttention

VERIFIEDSTRONG · 83TRUST · 84SAFE · REVIEWEDDESIGN

[ICLR2025, ICML2025, NeurIPS2025 Spotlight] Quantized Attention achieves speedup of 2-5x compared to FlashAttention, without losing end-to-end metrics across language, i…

$ npx skills add thu-ml/SageAttention

3.4K stars55 quality84 trustReviewed7mo since pushSafe to try

QualitySolid option that is likely worth shortlisting for production workflows.

TrustGood trust signals with a few areas worth checking before rollout.Review: Documentation summary is thin

Safety gateGood audit and safety signals with no high-risk permission hints in public metadata.

Scenario Design and creative · I need my agent to produce design assets, UI directions, presentations, or creative media workflows.

CLI + Codex · 4 targets

cudavideo-generation

by thu-mlDetailsQuick view

Diamond

VERIFIEDPROMISING · 68TRUST · 81SAFE · REVIEWEDRESEARCH

DIAMOND (DIffusion As a Model Of eNvironment Dreams) is a reinforcement learning agent trained in a diffusion world model. NeurIPS 2024 Spotlight.

$ npx skills add eloialonso/diamond

2.1K stars50 quality81 trustReviewed with permission notes2y since pushNeeds review

QualityUseful candidate, but compare it with alternatives before adopting.Check: Repository looks stale

TrustGood trust signals with a few areas worth checking before rollout.Review: Repository looks stale

Safety gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario Research agents · I need my agent to research a topic, compare sources, and produce a concise report.

CLI + Codex · 4 targets

pythonmachine-learning

by eloialonsoDetailsQuick view

Sotopia

STRONG · 70TRUST · 76SAFE · REVIEWEDCODING

Sotopia: an Open-ended Social Learning Environment (ICLR 2024 spotlight)

$ npx skills add sotopia-lab/sotopia

312 stars48 quality76 trustReviewed with permission notes3mo since pushNeeds review

QualitySolid option that is likely worth shortlisting for production workflows.

TrustGood trust signals with a few areas worth checking before rollout.Review: Quality score needs review

Safety gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario GitHub automation · I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.

CLI + Codex · 4 targets

pythonllm

by sotopia-labDetailsQuick view

AdaptSegNet

NEEDS REVIEW · 45TRUST · 69SAFE · EXPERIMENTALRESEARCH

Learning to Adapt Structured Output Space for Semantic Segmentation, CVPR 2018 (spotlight)

$ npx skills add wasidennis/AdaptSegNet

856 stars39 quality69 trustExperimental6y since pushNeeds review

QualityInspect the repository carefully before adding it to an agent workflow.Check: Repository looks stale

TrustPotentially useful, but at least one trust signal needs human inspection.Review: License is unclear

Safety gateSparse or mixed signals. Useful for discovery, but not for autonomous installation.

Scenario RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

CLI + Codex · 4 targets

pythoncomputer-vision

by wasidennisDetailsQuick view

UniTok

PROMISING · 60TRUST · 77SAFE · REVIEWEDDESIGN

[NeurIPS 2025 Spotlight] A Unified Tokenizer for Visual Generation and Understanding

$ npx skills add FoundationVision/UniTok

527 stars42 quality77 trustReviewed with permission notes9mo since pushNeeds review

QualityUseful candidate, but compare it with alternatives before adopting.

TrustGood trust signals with a few areas worth checking before rollout.Review: Quality score needs review

Safety gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario Multimodal media · I need my agent to process images, video, or audio and extract useful information.

CLI + Codex · 4 targets

pythonimage-generation

by FoundationVisionDetailsQuick view

LiteFlowNet

NEEDS REVIEW · 43TRUST · 69SAFE · BLOCKEDCODING

LiteFlowNet: A Lightweight Convolutional Neural Network for Optical Flow Estimation, CVPR 2018 (Spotlight paper, 6.6%)

$ npx skills add twhui/LiteFlowNet

631 stars38 quality69 trustBlocked for auto-install3y since pushRisky

QualityInspect the repository carefully before adding it to an agent workflow.Check: Repository looks stale

TrustPotentially useful, but at least one trust signal needs human inspection.Review: License is unclear

Safety gateThis skill should not be selected by an agent without explicit human security review.

Scenario Coding agents · I need a coding agent that can understand a repository, edit code, and review pull requests.

CLI + Codex · 4 targets

c++computer-vision

by twhuiDetailsQuick view

Agents Failure Attribution

PROMISING · 59TRUST · 75SAFE · REVIEWEDCODING

Benchmark for automated failure attributions in agentic systems (🏆 ICML 2025 Spotlight)

$ npx skills add ag2ai/Agents_Failure_Attribution

381 stars41 quality75 trustReviewed with permission notes6mo since pushNeeds review

QualityUseful candidate, but compare it with alternatives before adopting.

TrustGood trust signals with a few areas worth checking before rollout.Review: Quality score needs review

Safety gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario GitHub automation · I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.

CLI + Codex · 4 targets

pythonmulti-agent

by ag2aiDetailsQuick view

TSIT

NEEDS REVIEW · 40TRUST · 66SAFE · BLOCKEDDESIGN

[ECCV 2020 Spotlight] A Simple and Versatile Framework for Image-to-Image Translation

$ npx skills add EndlessSora/TSIT

287 stars36 quality66 trustBlocked for auto-install2y since pushRisky

QualityInspect the repository carefully before adding it to an agent workflow.Check: Repository looks stale

TrustPotentially useful, but at least one trust signal needs human inspection.Review: License is unclear

Safety gateThis skill should not be selected by an agent without explicit human security review.

Scenario Multimodal media · I need my agent to process images, video, or audio and extract useful information.

CLI + Codex · 4 targets

pythonimage-generation

by EndlessSoraDetailsQuick view

MoCoGAN HD

NEEDS REVIEW · 39TRUST · 67SAFE · BLOCKEDDESIGN

[ICLR 2021 Spotlight] A Good Image Generator Is What You Need for High-Resolution Video Synthesis

$ npx skills add snap-research/MoCoGAN-HD

246 stars35 quality67 trustBlocked for auto-install5y since pushRisky

QualityInspect the repository carefully before adding it to an agent workflow.Check: Repository looks stale

TrustPotentially useful, but at least one trust signal needs human inspection.Review: License is unclear

Safety gateThis skill should not be selected by an agent without explicit human security review.

Scenario Multimodal media · I need my agent to process images, video, or audio and extract useful information.

CLI + Codex · 4 targets

pythonimage-generation

by snap-researchDetailsQuick view

Live registry search

Results for “spotlight”

Exact name and slug matches are checked against the live registry before ranked alternatives.

Clear search

Decision filters

Choose by scenario, quality, and trust signals.

Use casePlatform fitQuality tierTrust profileSafety gateGitHub adoption

Showing 1-11 of 11 ranked candidates matching "spotlight"

Best blend of relevance, quality, freshness, and verified outcomes

Spotlight

VERIFIEDEXCELLENT · 90TRUST · 85SAFE · REVIEWEDDATA

Interactively explore unstructured datasets from your dataframe.

$ npx skills add Renumics/spotlight

1.3K stars60 quality85 trustReviewed2mo since pushSafe to try

QualityHigh-confidence pick with strong adoption and healthy maintenance signals.

TrustGood trust signals with a few areas worth checking before rollout.Review: Documentation summary is thin

Safety gateGood audit and safety signals with no high-risk permission hints in public metadata.

Scenario Data analysis · I need my agent to analyze CSV data, produce insights, and explain trends.

CLI + Codex · 4 targets

typescriptdata-visualization

by RenumicsDetailsQuick view

Look

STRONG · 71TRUST · 78SAFE · REVIEWEDRESEARCH

An open-source, cross OS, community-driven launcher. A lightweight alternative to Spotlight and Raycast. I'm working on this project with AI agents.

$ npx skills add kunkka19xx/look

346 stars48 quality78 trustReviewed with permission notes2mo since pushNeeds review

QualitySolid option that is likely worth shortlisting for production workflows.

TrustGood trust signals with a few areas worth checking before rollout.Review: Quality score needs review

Safety gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario Research agents · I need my agent to research a topic, compare sources, and produce a concise report.

CLI + Codex · 4 targets

rustproductivity

by kunkka19xxDetailsQuick view

SageAttention

VERIFIEDSTRONG · 83TRUST · 84SAFE · REVIEWEDDESIGN

[ICLR2025, ICML2025, NeurIPS2025 Spotlight] Quantized Attention achieves speedup of 2-5x compared to FlashAttention, without losing end-to-end metrics across language, i…

$ npx skills add thu-ml/SageAttention

3.4K stars55 quality84 trustReviewed7mo since pushSafe to try

QualitySolid option that is likely worth shortlisting for production workflows.

TrustGood trust signals with a few areas worth checking before rollout.Review: Documentation summary is thin

Safety gateGood audit and safety signals with no high-risk permission hints in public metadata.

Scenario Design and creative · I need my agent to produce design assets, UI directions, presentations, or creative media workflows.

CLI + Codex · 4 targets

cudavideo-generation

by thu-mlDetailsQuick view

Diamond

VERIFIEDPROMISING · 68TRUST · 81SAFE · REVIEWEDRESEARCH

DIAMOND (DIffusion As a Model Of eNvironment Dreams) is a reinforcement learning agent trained in a diffusion world model. NeurIPS 2024 Spotlight.

$ npx skills add eloialonso/diamond

2.1K stars50 quality81 trustReviewed with permission notes2y since pushNeeds review

QualityUseful candidate, but compare it with alternatives before adopting.Check: Repository looks stale

TrustGood trust signals with a few areas worth checking before rollout.Review: Repository looks stale

Safety gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario Research agents · I need my agent to research a topic, compare sources, and produce a concise report.

CLI + Codex · 4 targets

pythonmachine-learning

by eloialonsoDetailsQuick view

Sotopia

STRONG · 70TRUST · 76SAFE · REVIEWEDCODING

Sotopia: an Open-ended Social Learning Environment (ICLR 2024 spotlight)

$ npx skills add sotopia-lab/sotopia

312 stars48 quality76 trustReviewed with permission notes3mo since pushNeeds review

QualitySolid option that is likely worth shortlisting for production workflows.

TrustGood trust signals with a few areas worth checking before rollout.Review: Quality score needs review

Safety gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario GitHub automation · I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.

CLI + Codex · 4 targets

pythonllm

by sotopia-labDetailsQuick view

AdaptSegNet

NEEDS REVIEW · 45TRUST · 69SAFE · EXPERIMENTALRESEARCH

Learning to Adapt Structured Output Space for Semantic Segmentation, CVPR 2018 (spotlight)

$ npx skills add wasidennis/AdaptSegNet

856 stars39 quality69 trustExperimental6y since pushNeeds review

QualityInspect the repository carefully before adding it to an agent workflow.Check: Repository looks stale

TrustPotentially useful, but at least one trust signal needs human inspection.Review: License is unclear

Safety gateSparse or mixed signals. Useful for discovery, but not for autonomous installation.

Scenario RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

CLI + Codex · 4 targets

pythoncomputer-vision

by wasidennisDetailsQuick view

UniTok

PROMISING · 60TRUST · 77SAFE · REVIEWEDDESIGN

[NeurIPS 2025 Spotlight] A Unified Tokenizer for Visual Generation and Understanding

$ npx skills add FoundationVision/UniTok

527 stars42 quality77 trustReviewed with permission notes9mo since pushNeeds review

QualityUseful candidate, but compare it with alternatives before adopting.

TrustGood trust signals with a few areas worth checking before rollout.Review: Quality score needs review

Safety gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario Multimodal media · I need my agent to process images, video, or audio and extract useful information.

CLI + Codex · 4 targets

pythonimage-generation

by FoundationVisionDetailsQuick view

LiteFlowNet

NEEDS REVIEW · 43TRUST · 69SAFE · BLOCKEDCODING

LiteFlowNet: A Lightweight Convolutional Neural Network for Optical Flow Estimation, CVPR 2018 (Spotlight paper, 6.6%)

$ npx skills add twhui/LiteFlowNet

631 stars38 quality69 trustBlocked for auto-install3y since pushRisky

QualityInspect the repository carefully before adding it to an agent workflow.Check: Repository looks stale

TrustPotentially useful, but at least one trust signal needs human inspection.Review: License is unclear

Safety gateThis skill should not be selected by an agent without explicit human security review.

Scenario Coding agents · I need a coding agent that can understand a repository, edit code, and review pull requests.

CLI + Codex · 4 targets

c++computer-vision

by twhuiDetailsQuick view

Agents Failure Attribution

PROMISING · 59TRUST · 75SAFE · REVIEWEDCODING

Benchmark for automated failure attributions in agentic systems (🏆 ICML 2025 Spotlight)

$ npx skills add ag2ai/Agents_Failure_Attribution

381 stars41 quality75 trustReviewed with permission notes6mo since pushNeeds review

QualityUseful candidate, but compare it with alternatives before adopting.

TrustGood trust signals with a few areas worth checking before rollout.Review: Quality score needs review

Safety gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario GitHub automation · I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.

CLI + Codex · 4 targets

pythonmulti-agent

by ag2aiDetailsQuick view

TSIT

NEEDS REVIEW · 40TRUST · 66SAFE · BLOCKEDDESIGN

[ECCV 2020 Spotlight] A Simple and Versatile Framework for Image-to-Image Translation

$ npx skills add EndlessSora/TSIT

287 stars36 quality66 trustBlocked for auto-install2y since pushRisky

QualityInspect the repository carefully before adding it to an agent workflow.Check: Repository looks stale

TrustPotentially useful, but at least one trust signal needs human inspection.Review: License is unclear

Safety gateThis skill should not be selected by an agent without explicit human security review.

Scenario Multimodal media · I need my agent to process images, video, or audio and extract useful information.

CLI + Codex · 4 targets

pythonimage-generation

by EndlessSoraDetailsQuick view

MoCoGAN HD

NEEDS REVIEW · 39TRUST · 67SAFE · BLOCKEDDESIGN

[ICLR 2021 Spotlight] A Good Image Generator Is What You Need for High-Resolution Video Synthesis

$ npx skills add snap-research/MoCoGAN-HD

246 stars35 quality67 trustBlocked for auto-install5y since pushRisky

QualityInspect the repository carefully before adding it to an agent workflow.Check: Repository looks stale

TrustPotentially useful, but at least one trust signal needs human inspection.Review: License is unclear

Safety gateThis skill should not be selected by an agent without explicit human security review.

Scenario Multimodal media · I need my agent to process images, video, or audio and extract useful information.

CLI + Codex · 4 targets

pythonimage-generation

by snap-researchDetailsQuick view

AI Agent Skills Directory

Results for “spotlight”

Choose by scenario, quality, and trust signals.

Spotlight

Look

SageAttention

Diamond

Sotopia

AdaptSegNet

UniTok

LiteFlowNet

Agents Failure Attribution

TSIT

MoCoGAN HD

AI Agent Skills Directory

Results for “spotlight”

Choose by scenario, quality, and trust signals.

Spotlight

Look

SageAttention

Diamond

Sotopia

AdaptSegNet

UniTok

LiteFlowNet

Agents Failure Attribution

TSIT

MoCoGAN HD

AI Agent Skills Directory

Results for “spotlight”

Choose by scenario, quality, and trust signals.

Spotlight

Look

SageAttention

Diamond

Sotopia

AdaptSegNet

UniTok

LiteFlowNet

Agents Failure Attribution

TSIT

MoCoGAN HD