CATEGORY

Science 10,187 crates

Data as of 2026-07-25 (crates.io database dump, timestamp 2026-07-25T02:00:36Z). Source: crates.io · db-dump.tar.gz · methodology & corrections.

wbhdfScoped pure-Rust HDF container reader for Whitebox Next Gen18MIT OR Apache-2.0FilesystemParser implementations flow-gate-ffiC-ABI foreign function interface for flow-gate, enabling Python/R bindings18MITAPI bindingsScience flow-gateFacade crate for flow-gate with compliance runner and benchmark binaries18MITCommand line utilitiesScience voiage-domainValidated, binding-independent domain contracts for voiage.18Apache-2.0Science rsomics-brunner-munzelBrunner-Munzel test (generalized Wilcoxon, unequal variances) — scipy.stats.brunnermunzel equivalent, value-exact18MIT OR Apache-2.0Command line utilitiesScience rsomics-rna-fragment-sizePer-transcript mRNA fragment-size distribution for paired RNA-seq — Rust port of RSeQC RNA_fragment_size.py18MIT OR Apache-2.0Command line utilitiesScience constellate-studioReserved namespace for Constellate Studio: the education and contributor onboarding product in the Constellate ecosystem. The…18Apache-2.0 OR MITScience constellate-commonsReserved namespace for Constellate Commons: governance, standards, maintainers, and stewardship for the Constellate ecosystem.…18Apache-2.0 OR MITScience flash-attention-cpuPure-Rust, CPU-optimized Flash Attention: tiled online-softmax, AVX-512/AVX2/NEON/WASM-SIMD128 with scalar fallback, Rayon…18MIT OR Apache-2.0AlgorithmsScience sampaintA colouriser for the SAM/BAM file format18MITCommand line utilitiesScience residential-window-cleaning-2026Thermal shock risk and WFP freeze-point calculator for cold-weather residential window cleaning18MITCommand line utilitiesScience yatrosci-optimizeOptimization algorithms for SciRS - minimize, roots, curve fitting18AGPL-3.0-or-laterAlgorithmsMathematics toy-voA very simple stereo visual odometry library18GPL-2.0-or-laterData structuresMathematics noether-bridgeFormal bridge from symplectic-fleet Noether pairs to conservation-law γ + H = C meta-law18MITMathematicsScience simulated-annealSimulated annealing optimization framework with multiple temperature schedules and strategies18MITAlgorithmsScience hf2q-convertPlaceholder for hf2q-convert; full crate ships at 0.1.0 alongside hf2q v0.1.0.18MIT OR Apache-2.0Science hf2q-inferPlaceholder for hf2q-infer; full crate ships at 0.1.0 alongside hf2q v0.1.0.18MIT OR Apache-2.0Science hf2qPlaceholder for hf2q; full crate (CLI + lib workspace) ships at 0.1.0.18MIT OR Apache-2.0Command line utilitiesScience rate-distortionRate-distortion theory: R(D) function calculation, distortion measures, Blahut-Arimoto algorithm, and Lloyd-Max quantizer design18MITAlgorithmsMathematics patient-administration-systemPatient Administration System (PAS) - A hospital patient administration system covering ADT, scheduling, waitlists, resources,…18MIT OR Apache-2.0 OR BSD-3-Clause OR GPL-2.0-only OR GPL-3.0-onlyDatabase interfacesScience priorsPriors for prior-fitted networks18MITScience avoidance-cascadeModels the avoidance cascade phenomenon from ternary agent systems and provides tools to detect and prevent it18MITAlgorithmsScience kira-molecular-event-log-processorHigh-performance Rust CLI to normalize molecular recorder outputs into the Cellular Event Log (CEL) format and build fast indices.18MITCommand line utilitiesScience loom-kernelsRust-first contracts, dispatch, and CPU references for high-performance inference kernels18MITScience nexcore-spliceosomePre-translation structural expectation generator for NMD pipeline surveillance18MIT OR Apache-2.0Science ternary-inferenceInference from ternary negative spaces — deducing knowledge from what agents avoid18MITAlgorithmsScience consensusmindAutonomous AI researcher for blockchain consensus mechanisms18Apache-2.0Science sceuaShuffled Complex Evolution - University of Arizona global optimizer18MIT OR Apache-2.0AlgorithmsScience aether-memoryAetherMemory: hot-cold hierarchical memory architecture for embodied AI with LRU hot layer, K-Means cold partitioning, two-phase…18MITData structuresScience plato-evalPLATO tile evaluation metrics — quality scoring, domain analysis, knowledge gap detection18MITScience rust-ai-agentAn AI research agent built in Rust18MITCommand line utilitiesScience rsomics-junction-saturationSubsample-based splice-junction saturation analysis — Rust reimplementation of RSeQC junction_saturation.py18MIT OR Apache-2.0Science periapsisOrbital mechanics engine in Rust — real TLE data, verifiable satellite positions.18MITAerospaceScience dissertation-engineComputational backbone for 'Intelligence is Models for the Negative Space' — reproduces all key figures and results from 5 laws18MITScienceSimulation ternary-classifierClassifies ternary agent behavior into strategy species using multiple methods18MITAlgorithmsScience ternary-dynamicsTemporal dynamics of ternary agent systems — strategy evolution, phase transitions, and critical points18MITScienceSimulation symplectic-geometrySymplectic geometry, Hamiltonian systems, and symplectic integrators — pure Rust, zero dependencies18MITMathematicsScience rsomics-median-testMood's median test for two or more samples — scipy.stats.median_test equivalent, value-exact18MIT OR Apache-2.0Command line utilitiesScience spectral-estSpectral estimation: periodogram, Welch, autoregressive (Yule-Walker), Bartlett methods18MIT OR Apache-2.0AlgorithmsMathematics modem-coreDigital modulation: ASK, FSK, PSK, QAM with constellation diagrams and BER analysis18MIT OR Apache-2.0AlgorithmsMathematics ternary-federatedFederated learning for ternary agents — multiple populations sharing strategy insights without sharing raw data18MITAlgorithmsScience esoc-chartHigh-level charting API built on esoc-gfx — matplotlib-equivalent for Rust18MIT OR Apache-2.0GraphicsScience learnforge-coreAdaptive learning algorithms (BKT, SM-2, threshold, microlearning selection, signing, packs) — desktop/web/WASM portable.18MITAlgorithmsScience pitch-core-pyPython bindings for pitch-core (PyO3). DSP backends always; ONNX backends behind the `onnx` feature.18MIT OR Apache-2.0API bindingsMultimedia::Audio hyperevolutionExact-aware evolutionary and proposal-search carriers for the Hyper ecosystem18Apache-2.0AlgorithmsScience math-geometry-2dShared 2D geometry contracts for multimodal image, video, and layout processing.18MIT OR Apache-2.0AlgorithmsComputer vision napparent-tabularnapparent tabular preprocessing — apparent effect features on Apache Arrow batches18MIT OR Apache-2.0Science gta-cliA tool to analyze and manipulate the Graphic Transcript Assembly (GTA) format18Apache-2.0Command line utilitiesScience kinemaxHigh-performance coordinate and kinematics engine for bounded spatial tracking data.18MITAlgorithmsMathematics llmfireA pure-Rust, Vulkan-only LLM inference engine (in development). Name reservation for the in-development project.18AGPL-3.0-or-laterScience llmfire-vulkanThe Vulkan backend for LLMFire, a pure-Rust Vulkan-only LLM inference engine (in development). Name reservation for the…18AGPL-3.0-or-laterScience llmfire-kernelsThe compute kernels for LLMFire, a pure-Rust Vulkan-only LLM inference engine (in development). Name reservation for the…18AGPL-3.0-or-laterScience llmfire-ggufGGUF model loading for LLMFire, a pure-Rust Vulkan-only LLM inference engine (in development). Name reservation for the…18AGPL-3.0-or-laterScience llmfire-cliThe CLI for LLMFire, a pure-Rust Vulkan-only LLM inference engine (in development). Name reservation for the in-development…18AGPL-3.0-or-laterScience structscope-cliCLI for the structscope structural bioinformatics toolkit18MITCommand line utilitiesScience ternary-regexPattern matching on ternary sequences with NFA, DFA, wildcard support, and NFA→DFA minimization18MITAlgorithmsScience rune-hdbscanHDBSCAN clustering — hierarchical density-based clustering with automatic noise detection18MITAlgorithmsCommand line utilities inferaivedLLM inference engine in Rust using wgpu, with support for Qwen3.5 and MiniCPM5 models.18MITScience embedded-schrodingerSolveur de l'équation de Schrödinger unidimensionnelle en no_std et sans libm18GPL-2.0-onlyEmbedded developmentNo standard library kaichi-cliCommand-line interface for kaichi: CRISPR guide assignment for Perturb-seq18MITCommand line utilitiesScience dsfb-chemical-engineering-pyPython extension bindings for DSFB-Chemical-Engineering read-only residual-semiotics courts18Apache-2.0API bindingsScience flux-algebraAlgebraic structures for music theory: HarmonicRing, PLR group, Tropical semiring, TuningField18MITAlgorithmsMathematics honeyeater-coreCore sample types, signal traits, and tolerance vocabulary for the honeyeater DSP library.18MIT OR Apache-2.0MathematicsScience sphereql-linguaLanguage to native SphereQL coordinates: text to (theta, phi, r)18MITAlgorithmsScience numerics-interpResearch-grade interpolation methods: linear, Lagrange polynomial, cubic natural spline, barycentric — pure Rust, no dependencies18MIT OR Apache-2.0AlgorithmsMathematics ai-memory-corePersistent AI memory system with spatial metaphor (Wing/Hall/Room), content fingerprinting, cross-session learning, and LLM…18MITDevelopment toolsScience topo-mergeTopological merging of agent belief states — persistent homology for multi-agent consensus18MITAlgorithmsMathematics yatrosci-interpolateInterpolation for SciRS - interp1d, splines, multivariate18AGPL-3.0-or-laterAlgorithmsMathematics xcelerator-solverDeterministic, precision-configurable symbolic regression engine18non-standardAlgorithmsArtificial intelligence error-forestEcological signaling networks (mycorrhizal fungal networks) modeled as error-correcting codes18MITAlgorithmsNetwork programming volterra-braidBraid-group analysis of active-nematic defect trajectories: detection, tracking, braid-word extraction, and topological entropy.18MITMathematicsScience lightning-distanceEstimate how far away lightning is from the flash-to-thunder delay, plus the 30-second safety rule.18MITMathematicsScience scir-optimizeSciR Optimize: Nelder–Mead, BFGS, and L-BFGS with fixture-driven validation on Rosenbrock/Himmelblau.18MITMathematicsScience srs-unitsThe petekSim workspace error type (SrsError). Unit conversions moved to petektools::units.18BUSL-1.1ScienceSimulation crabwurcscrabWURCS: a pure-Rust toolkit for glycan notation conversion, chemical-structure interop, and SNFG rendering (facade crate)18MITScience holonomy-boundedBounded Drift Theorem implementation for Eisenstein lattice snap operations17Apache-2.0MathematicsScience from_rust_till_dawnNREL Solar Position Algorithm (SPA) — computes zenith, azimuth, sunrise/sunset, and equation of time17MITAlgorithmsScience hanzo-macrosProc macros for hanzo tool definitions17MITAPI bindingsScience robust-rsRobust statistics for Rust: M/S/MM regression and robust scale, built on the M-estimator abstraction.17MIT OR Apache-2.0MathematicsScience routik-solverCore VRP solver (CVRPTW): data model, cost-matrix trait, Clarke-Wright construction, local search, and simulated annealing.17Apache-2.0AlgorithmsMathematics atomr-accel-cubCUB-backed device-wide reductions, scans, sorts, histograms, and selects, surfaced as an atomr actor compiled per-(op, dtype) via…17Apache-2.0AsynchronousConcurrency lamquant-miscLamQuant miscellaneous utilities: shared tools, scripts, and helpers for the LamQuant EEG codec ecosystem.17AGPL-3.0-or-laterScience baselinesBaseline correction algorithms for signals, spectra, and images17MIT OR Apache-2.0AlgorithmsScience mmcMinimal Model Collection.17MPL-2.0Science dsfb-grayDSFB-Gray Structural Semiotics Engine: Deterministic Rust crate auditing with structural code-quality interpretation, assurance…17Apache-2.0AlgorithmsNo standard library mafft-sysReserved namespace for future raw FFI bindings to MAFFT C source (currently a stub)17MIT AND BSD-3-ClauseCommand line utilitiesScience edgesentry-clarusPhysics-based safety and security engine — deterministic risk detection with cryptographic audit trail17MIT OR Apache-2.0Embedded developmentScience vita-chemCheminformatics algorithms for atomistic and molecular structure.17MIT OR Apache-2.0ScienceScience::Computational Chemistry blr-activeActive learning orchestration for Bayesian Linear Regression with Automatic Relevance Determination17Apache-2.0AlgorithmsScience helenaCore types and component interfaces for helena, a latent data-to-waveform generation platform.17AGPL-3.0-onlyMultimedia::AudioScience rlx-tuneGeneric LoRA/DoRA fine-tuning for RLX models (adapters, datasets, fuse)17GPL-3.0-onlyAlgorithmsScience agent-homeostasisHomeostatic control for AI agent systems — keeping agents in their operating envelope through feedback loops17MITAlgorithmsScience hybridrootsFour novel multi-phase hybrid bracketing algorithms (Opt.BF, Opt.BFMS, Opt.TF, Opt.TFMS) for numerical root finding with superior…17MITAlgorithmsMathematics brainharmonyBrain-Harmony multimodal brain foundation model — inference in Rust with Burn ML17MITAlgorithmsMathematics simsamSample from custom discrete and continuous distributions (SciPy-like API)17BSD-3-ClauseMathematicsScience hodge-belief-rsHodge decomposition of belief systems — applying Hodge theory to analyze belief flow, conflict, and stability in multi-agent…17MITMathematicsScience dsfb-atlasGenerator for the DSFB Atlas v2 — emits 10,000-theorem LaTeX from YAML specs with SHA-256 proof-uniqueness verification.17Apache-2.0Command line utilitiesScience generalized-mapA Rust implementation of generalized maps (n-dimensional combinatorial topology) for representing meshes, graphs, and complex…17MITAlgorithmsData structures jaaliDeterministic, GPU-accelerated point-in-cell locator for unstructured meshes17BSD-3-ClauseAlgorithmsScience graphcal-pluginType-safe, unit-aware, Git-friendly reactive programming language for engineering calculations17MIT OR Apache-2.0CompilersScience rmp-vrp-solverHigh-performance VRP (Vehicle Routing Problem) solvers in Rust for rmp.ca17MITAlgorithmsScience mathtex-editor-coreHeadless core of the mathtex structural math editor: model, operations, navigation, selection, IR matching17MIT OR Apache-2.0ScienceText editors potential-expectationsPotential Expectations — a composable, graph-driven agent runtime for Rust17MIT OR Apache-2.0AsynchronousDevelopment tools voiage-diagnosticsStructured diagnostics and error contracts for voiage.17Apache-2.0Science yatrosci-fftFast Fourier Transform for SciRS - FFT, IFFT, real FFT17AGPL-3.0-or-laterAlgorithmsMathematics siglip2-naflexRust ONNX inference library for SigLIP2 NaFlex (image+text embeddings)17MIT OR Apache-2.0Multimedia::ImagesScience soil_verletVelocity Verlet translational integration for SOIL simulations17MIT OR Apache-2.0ScienceSimulation luna-modelName placeholder for LunaModel — a symbolic modeling library for optimization. Use the Python package `luna-model` for now.17Apache-2.0MathematicsScience symplectic-fleetFleet state modeled as a symplectic manifold with Hamiltonian evolution, Noether conservation laws, and structure-preserving…17MITMathematicsScience lau-dynamical-algebraThe algebra of dynamical systems — operator algebras from evolution17MITMathematicsScience dirt_measure_planeGeneral-purpose measurement plane plugin for counting particle crossings and mass flow rates in DIRT simulations17MIT OR Apache-2.0ScienceSimulation elicit_polarsElicitation-enabled polars shadow crate — MCP tools for DataFrame, Expr, pipeline, and SQL17Apache-2.0 OR MITData structuresScience lau-dg-algebraDifferential graded algebras for agents — the algebraic structure underlying cohomology17MITMathematicsScience dirt_wallGeneral plane wall contact forces with Hertz repulsion for DIRT simulations17MIT OR Apache-2.0ScienceSimulation oxigemmaPure-Rust inference engine for Google's Gemma model family (Gemma 4 QAT and beyond)17Apache-2.0AlgorithmsScience rune-chain-retrievalRetrievalQaChain for rune-chain — embed, retrieve, and answer with RAG pipelines17MITAsynchronousScience conservation-spectral-coreSpectral analysis of tension graphs for anomaly detection, fingerprinting, and structural health17MITData structuresMathematics dirt_contact_analysisDEM contact analysis: per-contact geometry output, coordination number, and fabric tensor17MIT OR Apache-2.0ScienceSimulation dirt_fixesAtom manipulation fixes (addforce, setforce, freeze, move_linear, viscous, gravity) for DIRT17MIT OR Apache-2.0ScienceSimulation pfactorA high-performance, parallel prime factorization CLI tool and library using Miller-Rabin and Pollard's rho (with Brent's…17MIT OR Apache-2.0AlgorithmsCommand line utilities renormalization-groupRenormalization group framework for multi-scale fleet analysis17MITMathematicsScience dirt_granularGranular physics for DIRT: Hertz normal contact, Mindlin tangential friction, rotational dynamics17MIT OR Apache-2.0ScienceSimulation csm-wsReal-time WebSocket TTS server for Sesame CSM-1B, mirroring the ElevenLabs stream-input API. Built on axum and Candle.17AGPL-3.0-onlyMultimedia::AudioScience aitnaA local LLM inference platform with model pulling, quantization optimization, and high-performance serving17MIT OR Apache-2.0Development toolsScience hodge-empathyTopological empathic audio layer — inversive synthesis via Hodge decomposition and de Rham cobordism paths in emotional state…17MITMultimedia::AudioScience biolicA modular bioinformatics toolkit in Rust for long-read sequence processing17MIT OR Apache-2.0Command line utilitiesScience zhl16A no_std Rust implementation of core Bühlmann ZHL-16 tissue loading primitives.17MITNo standard libraryScience particle_chromo3dCLI tool for 3D chromosome structure reconstruction from Hi-C contact matrices using Particle Swarm Optimization17MITCommand line utilitiesScience strategy-ecologyModels strategy species ecology in ternary agent populations using Lotka-Volterra dynamics17MITScienceSimulation lotka-volterra-agentsGeneralized Lotka-Volterra dynamics for multi-agent strategy ecology17MITScienceSimulation spreadsheet-engineCore engine for living AI spreadsheets — every cell can be an agent, a training job, a simulation, or a MIDI generator17MITScienceSimulation fir-filterFinite impulse response filter design: windowed sinc, Hamming/Hann/Blackman windows, lowpass/highpass/bandpass17MIT OR Apache-2.0AlgorithmsMathematics instrument-componentsHigh-level instrument discovery and typed IVI-inspired classes over VISA17MIT OR Apache-2.0API bindingsHardware support conservation-regimeConservation ratio regime detection, anomaly analysis, and spectral forecasting for time-varying graphs — pure Rust17MITMathematicsScience markovTrans-rsFirst-order Markov chain library with KL-divergence sliding-window comparison17MITMathematicsScience monavec-coreUltra-low resource embedded vector search kernel for edge AI17MIT OR Apache-2.0AlgorithmsData structures hcp-dpExact alignment reference generation, verification, and backend comparison.17MITAlgorithmsData structures solarsystemsN-body solar system engine — gravitational dynamics, orbital mechanics, perturbations, event detection, and full celestial…17MITScience comfyui-modelsComfyUI model folder, inventory, and extra path contracts.17MIT OR Apache-2.0AlgorithmsComputer vision kuramoto-coherenceDeterministic, no_std, zk-provable Kuramoto phase-coherence over integer phase agents — bit-identical across x86/ARM/RISC-V/WASM.17AGPL-3.0-or-laterAlgorithmsNo standard library flux-fractureDisjoint linear algebra for constraint systems — fracture into independent blocks, coalesce provably correct17MITAlgorithmsMathematics convert-unitsConvert between units of measurement (length, mass, volume, temperature, time, digital, ...) with a fluent API. A faithful port…17MIT OR Apache-2.0ScienceValue formatting oxigradA tiny Rust automatic differentiation engine inspired by micrograd17MITScience irongolemGraph Optimiser for Learning and Evolution of Models17BSD-3-ClauseAlgorithmsScience oxis-greeksOption Greeks for OXIS, a validated quantitative finance library in Rust. Name reserved; under active development.17MIT OR Apache-2.0MathematicsScience oxide-conservationConservation law verification for GPU computations — energy, mass, and information conservation across kernel boundaries17MITAlgorithmsMathematics numerics-odeResearch-grade ODE solvers: Euler, RK4, Adams-Bashforth (2-step), Dormand-Prince (RK45 adaptive) — pure Rust, no dependencies17MIT OR Apache-2.0AlgorithmsMathematics ferment-constraintsConstraint satisfaction as fermentation — sourdough starters and server fleets solve the same class of problem17MITAlgorithmsMathematics markov-chain-rsMarkov chains: discrete-time, transition matrices, stationary distributions, absorbing chains, HMM in pure Rust17MIT OR Apache-2.0AlgorithmsMathematics rustamFull Persian NLP pipeline for Rust — normalization, tokenization, stemming, lemmatization, conjugation, spell correction, and more17MITScienceText processing decision-tree-rsDecision tree implementation: ID3 algorithm, information gain, Gini impurity, pruning, and prediction17MIT OR Apache-2.0AlgorithmsMathematics oxis-coreStable core types and numerics for OXIS, a validated quantitative finance library in Rust. Name reserved; under active…17MIT OR Apache-2.0MathematicsScience aether_braid_rsA zero-dependency 3-Qubit localized B-Gate simulation of the Quasicrystal Inflation Code (QIC) for topological quantum error…17MIT OR Apache-2.0CryptographyScience timsrust-calibrationPhysical m/z and mobility calibration converters for timsTOF TDF data17Apache-2.0Science tpt-eidos-verifierTransparent QF_LRA decision procedure (Fourier-Motzkin) for tpt-eidos17Apache-2.0 OR MITCommand line utilitiesCompilers howler-guiNative GUI for the Howler wolf-tracking platform with interactive map, sightings, and real-time data17MIT OR Apache-2.0ScienceVisualization howler-tuiTerminal user interface for the Howler wolf-tracking platform17MIT OR Apache-2.0ScienceVisualization yatrosci-ioScientific file I/O for SciRS (scipy.io equivalent)17AGPL-3.0-or-laterEncodingMathematics photonlayer-coreDeterministic optical-AI front end in pure Rust: a learned phase mask compresses light into task-useful sensor pixels.17MITScienceSimulation gpu-annealingGPU-accelerated simulated annealing orchestration layer — pure data structures and scheduling17MITAlgorithmsData structures recipe-ratioBaker's percentages, dough hydration, and recipe scaling by flour weight.17MITMathematicsScience outram-foam-basic-libOpenFOAM primitive functions translated to Rust -- an independent OUTRAM PARK fork, not the official OpenFOAM software17GPL-3.0-onlyScience pictorPure Rust 1-bit LLM inference engine for PrismML Bonsai models — umbrella crate17Apache-2.0AlgorithmsCommand line utilities constraint-theory-core-cudaCUDA FFI bridge for constraint-theory-core — GPU-accelerated parallel CSP solving16Apache-2.0AlgorithmsHardware support arrow-mlOptimized tensor operations and machine learning primitives for Apache Arrow.16Apache-2.0MathematicsScience rsomics-tsv-prettyCSV/TSV to a readable aligned table — value-exact csvtk pretty port16MIT OR Apache-2.0Command line utilitiesScience corellUn kernel d'inférence IA universel, asynchrone, agnostique et local-first (0 réseau) en Rust.16GPL-2.0-or-laterAsynchronousDatabase implementations rsomics-bam-flagsConvert between numeric and textual SAM FLAG representations — Rust port of samtools flags16MIT OR Apache-2.0Command line utilitiesScience mdarray-linalg-nalgebraNalgebra backend for mdarray-linalg16MIT AND Apache-2.0MathematicsScience cuda-forthMinimal Forth agent language16MIT OR Apache-2.0Science mdarray-linalg-tblisTBLIS backend for mdarray-linalg16MIT AND Apache-2.0MathematicsScience sheaf-agentsCellular sheaf framework for multi-agent coordination via sheaf cohomology16MITMathematicsScience hodge-beliefHodge decomposition for belief states with interpretability16MITMathematicsScience graphcal-plugin-macrosType-safe, unit-aware, Git-friendly reactive programming language for engineering calculations16MIT OR Apache-2.0CompilersScience lauras-mcplauras-core stdio MCP server — review_plan (free) + review_team (Laura's 15-agent team) over Laura Serna Gaviria's Human-AI…16LicenseRef-BSL-1.1Science rsomics-sc-downsampleDownsample a single-cell count matrix per cell without replacement — matches scanpy pp.downsample_counts (numba legacy MT19937…16MIT OR Apache-2.0Command line utilitiesScience graphletGraphlet analysis for petgraph: subgraph census, graphlet-degree vectors (GDV/GDD), and network-motif detection.16MITAlgorithmsMathematics brandReinforcement learning for Rust. Backend-agnostic over modern Rust ML frameworks.16MIT OR Apache-2.0AlgorithmsScience volesti-rsNative Rust port of the volesti C++ geometric MCMC library — uniform sampling from convex polytopes with applications in…16MITAlgorithmsScience soil_deformBox deformation fix (erate, vel, final) for SOIL — triaxial compression, oedometer tests16MIT OR Apache-2.0ScienceSimulation molchemist-cliConvert Molfile, SDF, and SMILES input into Alchemist Typst code16MIT AND BSD-3-Clause AND Apache-2.0 AND (Apache-2.0 WITH LLVM-exception)Command line utilitiesScience asrySans-I/O cut/batch/whisper/align state machine for speech-to-text indexing pipelines16MIT OR Apache-2.0Multimedia::AudioScience optimizrHigh-performance optimization algorithms in Rust with Python bindings16MITAlgorithmsMathematics biomimicryBiological computing engine — computation as settling in a living GRN16MITScienceSimulation retinulaBiologically plausible retina model — photoreceptor, DOG ganglion cells, contrast gain control, LIF spike generation16GPL-3.0ScienceSimulation sliced-wassersteinSliced-Wasserstein (SW₁) distance over discrete distributions, with optional vector-index Metric impl.16Apache-2.0 OR MITAlgorithmsMathematics ai_assistantReusable AI assistant library for local LLM integration (Ollama, LM Studio, etc.)16non-standardScienceText processing betulaRust Implementation of BETULA, an improved version of the BIRCH algorithm. Fast and streamable data aggregation.16MIT OR Apache-2.0AlgorithmsData structures chemapp_rsPort of ChemApp library (GTT-technologies) for thermodynamic calculations to Rust environment; includes native ChemApp functions…16MITAPI bindingsScience gauss-jacobi-quadRust bindings for GaussJacobiQuad (Fortran Gauss–Jacobi quadrature via C ABI)16MITAPI bindingsMathematics conservation-matrixConservation laws in ternary agent systems — avoidance ratio, fitness convergence, ecological resilience16MITMathematicsScience extensive-formExtensive-form games with game trees, subgame perfect equilibrium, backward induction, and information sets16MIT OR Apache-2.0MathematicsScience biors-cliCommand-line tools for bio-rs biological AI model input workflows.16MIT OR Apache-2.0Command line utilitiesScience gepaGEPA: Reflective Prompt Evolution — a Rust implementation of the genetic-Pareto prompt optimizer16MITAlgorithmsScience clankers-ffiStable C ABI for clankeRS inference16MITAPI bindingsScience ogdoadClifford algebras (with nilpotents) over the field-like subclasses of combinatorial games: nimbers, surreals, surcomplex.16AGPL-3.0-or-laterMathematicsScience polsysRust bindings for the POLSYS_PLP Fortran library that solves polynomial systems16MIT AND LicenseRef-ACMAlgorithmsScience spark-engineLattice Confinement Fusion (LCF) physics simulation and analysis16AGPL-3.0-or-laterScienceSimulation scry-gpuLightweight GPU compute — dispatch shaders without the graphics baggage16MIT OR Apache-2.0ConcurrencyGraphics wt-spfSimple smooth pipe friction utilities with C ABI exports for C/C++/Python/MATLAB integration16MITAPI bindingsMathematics