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Decision filters

Choose by scenario, quality, and trust signals.

Use casePlatform fitQuality tierTrust profileSafety gateGitHub adoption

Showing 1-16 of 736 ranked candidates matching "alignment"

Best blend of quality, stars, freshness, and agent usage

2D And 3D Face Alignment

NEEDS REVIEW · 51TRUST · 72SAFE · EXPERIMENTALCODING

This repository implements a demo of the networks described in "How far are we from solving the 2D & 3D Face Alignment problem? (and a dataset of 230,000 3D facial landm…

$ npx skills add 1adrianb/2D-and-3D-face-alignment

974 stars40 quality72 trustExperimentalClaude Code8y since pushNeeds review

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

TrustGood trust signals with a few areas worth checking before rollout.Review: License is unclear

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

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

Claude Code + CLI · 4 targets

luacomputer-vision

by 1adrianbDetailsQuick view

Reconstruction Alignment

STRONG · 80TRUST · 80SAFE · REVIEWEDDESIGN

[ICLR 2026] Official repo of paper "Reconstruction Alignment Improves Unified Multimodal Models". Unlocking the Massive Zero-shot Potential in Unified Multimodal Models…

$ npx skills add HorizonWind2004/reconstruction-alignment

406 stars52 quality80 trustReviewedClaude Code2mo 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: Quality score needs review

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

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

Claude Code + CLI · 4 targets

pythonimage-generation

by HorizonWind2004DetailsQuick view

Entity Alignment Papers

NEEDS REVIEW · 49TRUST · 70SAFE · EXPERIMENTALRESEARCH

Must-read papers on entity alignment published in recent years

$ npx skills add THU-KEG/Entity_Alignment_Papers

574 stars38 quality70 trustExperimentalClaude Code3y 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.

Claude Code + CLI · 4 targets

knowledge-graph

by THU-KEGDetailsQuick view

DeepAlignmentNetwork

NEEDS REVIEW · 53TRUST · 72SAFE · EXPERIMENTALCODING

A deep neural network for face alignment

$ npx skills add MarekKowalski/DeepAlignmentNetwork

511 stars38 quality72 trustExperimentalClaude Code3y since pushNeeds review

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

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

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

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

Claude Code + CLI · 4 targets

pythoncomputer-vision

by MarekKowalskiDetailsQuick view

ProAgent

NEEDS REVIEW · 46TRUST · 74SAFE · EXPERIMENTALCODING

AAAI24(Oral) ProAgent: Building Proactive Cooperative Agents with Large Language Models

$ npx skills add PKU-Alignment/ProAgent

106 stars33 quality74 trustExperimentalClaude Code1y since pushNeeds review

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

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

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

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

Claude Code + CLI · 4 targets

javascriptllm

by PKU-AlignmentDetailsQuick view

3DDFA

VERIFIEDSTRONG · 76TRUST · 82SAFE · REVIEWEDCODING

The PyTorch improved version of TPAMI 2017 paper: Face Alignment in Full Pose Range: A 3D Total Solution.

$ npx skills add cleardusk/3DDFA

3.7K stars52 quality82 trustReviewed with permission notesClaude Code4y since pushNeeds review

QualitySolid option that is likely worth shortlisting for production workflows.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 Coding agents · I need a coding agent that can understand a repository, edit code, and review pull requests.

Claude Code + CLI · 4 targets

pythoncomputer-vision

by clearduskDetailsQuick view

3DDFA V2

VERIFIEDSTRONG · 75TRUST · 82SAFE · REVIEWEDCODING

The official PyTorch implementation of Towards Fast, Accurate and Stable 3D Dense Face Alignment, ECCV 2020.

$ npx skills add cleardusk/3DDFA_V2

3.1K stars51 quality82 trustReviewed with permission notesClaude Code2y since pushNeeds review

QualitySolid option that is likely worth shortlisting for production workflows.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 GitHub automation · I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.

Claude Code + CLI · 4 targets

pythoncomputer-vision

by clearduskDetailsQuick view

Aeneas

VERIFIEDSTRONG · 75TRUST · 79SAFE · EXPERIMENTALDESIGN

aeneas is a Python/C library and a set of tools to automagically synchronize audio and text (aka forced alignment)

$ npx skills add readbeyond/aeneas

2.8K stars51 quality79 trustExperimentalClaude Code2y since pushNeeds review

QualitySolid option that is likely worth shortlisting for production workflows.Check: Repository looks stale

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

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

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

Claude Code + CLI · 4 targets

pythonvoice

by readbeyondDetailsQuick view

Bwa

VERIFIEDSTRONG · 73TRUST · 84SAFE · REVIEWEDCODING

Burrow-Wheeler Aligner for short-read alignment (see minimap2 for long-read alignment)

$ npx skills add lh3/bwa

1.8K stars49 quality84 trustReviewed with permission notesClaude Code1y since pushNeeds review

QualitySolid option that is likely worth shortlisting for production workflows.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 GitHub automation · I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.

Claude Code + CLI · 4 targets

cbioinformatics

by lh3DetailsQuick view

Gangealing

VERIFIEDSTRONG · 70TRUST · 81SAFE · EXPERIMENTALCODING

Official PyTorch Implementation of "GAN-Supervised Dense Visual Alignment" (CVPR 2022 Oral, Best Paper Finalist)

$ npx skills add wpeebles/gangealing

1.0K stars48 quality81 trustExperimentalClaude Code4y since pushNeeds review

QualitySolid option that is likely worth shortlisting for production workflows.Check: Repository looks stale

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

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

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

Claude Code + CLI · 4 targets

pythoncomputer-vision

by wpeeblesDetailsQuick view

Echogarden

STRONG · 78TRUST · 79SAFE · EXPERIMENTALCODING

Cross-platform speech toolset, used from the command-line or as a Node.js library. Includes a variety of engines for speech synthesis, speech recognition, forced alignme…

$ npx skills add echogarden-project/echogarden

446 stars49 quality79 trustExperimentalClaude Code3mo 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: Quality score needs review

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

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

Claude Code + CLI · 4 targets

typescriptvoice

by echogarden-projectDetailsQuick view

RefAlign

STRONG · 77TRUST · 78SAFE · REVIEWEDDESIGN

[ECCV 2026] Official PyTorch implementation of RefAlign: Representation Alignment for Reference-to-Video Generation

$ npx skills add gudaochangsheng/RefAlign

310 stars51 quality78 trustReviewed with permission notesClaude Code18d 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: License is unclear

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

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

Claude Code + CLI · 4 targets

pythonvideo-generation

by gudaochangshengDetailsQuick view

Sortmerna

STRONG · 79TRUST · 79SAFE · REVIEWEDCODING

SortMeRNA: next-generation sequence filtering and alignment tool

$ npx skills add sortmerna/sortmerna

293 stars51 quality79 trustReviewed with permission notesClaude Code1mo 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: 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.

Claude Code + CLI · 4 targets

c++bioinformatics

by sortmernaDetailsQuick view

DAD 3DHeads

PROMISING · 69TRUST · 77SAFE · REVIEWEDCODING

Official repo for DAD-3DHeads: A Large-scale Dense, Accurate and Diverse Dataset for 3D Head Alignment from a Single Image (CVPR 2022).

$ npx skills add PinataFarms/DAD-3DHeads

505 stars46 quality77 trustReviewed with permission notesClaude Code6mo since pushNeeds review

QualityUseful candidate, but compare it with alternatives before adopting.

TrustGood trust signals with a few areas worth checking before rollout.Review: License is unclear

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.

Claude Code + CLI · 4 targets

pythoncomputer-vision

by PinataFarmsDetailsQuick view

Muscle

STRONG · 76TRUST · 80SAFE · REVIEWEDCODING

Multiple sequence and structure alignment with top benchmark scores scalable to thousands of sequences. Generates replicate alignments, enabling assessment of downstream…

$ npx skills add rcedgar/muscle

283 stars48 quality80 trustReviewed with permission notesClaude Code3mo 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: 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.

Claude Code + CLI · 4 targets

c++bioinformatics

by rcedgarDetailsQuick view

Edlib

NEEDS REVIEW · 54TRUST · 77SAFE · EXPERIMENTALCODING

Lightweight, super fast C/C++ (& Python) library for sequence alignment using edit (Levenshtein) distance.

$ npx skills add Martinsos/edlib

594 stars38 quality77 trustExperimentalClaude Code1y since pushNeeds review

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

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

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

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

Claude Code + CLI · 4 targets

c++bioinformatics

by MartinsosDetailsQuick view

Page 1

Showing the strongest 16 results to keep the registry fast for humans and agents. Refine by use case, platform, stars, or search query for a narrower shortlist.

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Start from the task, not a keyword list.

Choose by scenario, quality, and trust signals.

2D And 3D Face Alignment

Reconstruction Alignment

Entity Alignment Papers

DeepAlignmentNetwork

ProAgent

3DDFA

3DDFA V2

Aeneas

Bwa

Gangealing

Echogarden

RefAlign

Sortmerna

DAD 3DHeads

Muscle

Edlib