{
  "schema_version": "1.1",
  "generated_at": "2026-08-07T21:31:24Z",
  "source": "data/github-repositories.json",
  "acknowledged_exclusions_source": "data/repository-exclusions.json",
  "policy": "Complete GitHub inventory remains distinct from the curated software catalog; unknown primary repositories stay reviewable and are never auto-promoted. Repositories listed in data/repository-exclusions.json are deliberate, human-reviewed not-catalog decisions (profile/website/test/mirror/duplicate) and are marked acknowledged rather than requiring review.",
  "summary": {
    "total_inventory": 241,
    "uncatalogued": 101,
    "forks": 86,
    "primary_requires_review": 4,
    "acknowledged_excluded": 11,
    "archived": 0,
    "missing_description": 19,
    "short_description": 16,
    "substantive_description": 66
  },
  "repositories": [
    {
      "full_name": "ActiveInferenceInstitute/active_inference_power",
      "name": "active_inference_power",
      "owner": "ActiveInferenceInstitute",
      "html_url": "https://github.com/ActiveInferenceInstitute/active_inference_power",
      "fork": false,
      "archived": false,
      "private": false,
      "description": "",
      "description_quality": "missing",
      "language": "Python",
      "topics": [],
      "recently_updated": true,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "primary_repo_requires_manual_review",
      "review_status": "defer"
    },
    {
      "full_name": "ActiveInferenceInstitute/Active_Inference_Un0",
      "name": "Active_Inference_Un0",
      "owner": "ActiveInferenceInstitute",
      "html_url": "https://github.com/ActiveInferenceInstitute/Active_Inference_Un0",
      "fork": false,
      "archived": false,
      "private": false,
      "description": "",
      "description_quality": "missing",
      "language": "",
      "topics": [],
      "recently_updated": true,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "primary_repo_requires_manual_review",
      "review_status": "defer"
    },
    {
      "full_name": "ActiveInferenceInstitute/aii-org",
      "name": "aii-org",
      "owner": "ActiveInferenceInstitute",
      "html_url": "https://github.com/ActiveInferenceInstitute/aii-org",
      "fork": false,
      "archived": false,
      "private": false,
      "description": "Active Inference Institute organizational website.",
      "description_quality": "substantive",
      "language": "HTML",
      "topics": [],
      "recently_updated": true,
      "relevance": "unknown",
      "catalog_role": "acknowledged_not_curated",
      "exclusion_reason": "acknowledged_not_catalogued",
      "review_status": "acknowledged",
      "acknowledged_reason": "website"
    },
    {
      "full_name": "ActiveInferenceInstitute/ants",
      "name": "ants",
      "owner": "ActiveInferenceInstitute",
      "html_url": "https://github.com/ActiveInferenceInstitute/ants",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "",
      "description_quality": "missing",
      "language": "Python",
      "topics": [],
      "recently_updated": true,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "ActiveInferenceInstitute/institute_website",
      "name": "institute_website",
      "owner": "ActiveInferenceInstitute",
      "html_url": "https://github.com/ActiveInferenceInstitute/institute_website",
      "fork": false,
      "archived": false,
      "private": false,
      "description": "",
      "description_quality": "missing",
      "language": "HTML",
      "topics": [],
      "recently_updated": true,
      "relevance": "unknown",
      "catalog_role": "acknowledged_not_curated",
      "exclusion_reason": "acknowledged_not_catalogued",
      "review_status": "acknowledged",
      "acknowledged_reason": "website"
    },
    {
      "full_name": "ActiveInferenceInstitute/pymdp",
      "name": "pymdp",
      "owner": "ActiveInferenceInstitute",
      "html_url": "https://github.com/ActiveInferenceInstitute/pymdp",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "A Python implementation of active inference for Markov Decision Processes",
      "description_quality": "substantive",
      "language": "Python",
      "topics": [],
      "recently_updated": true,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/active-inference-sim-lab",
      "name": "active-inference-sim-lab",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/active-inference-sim-lab",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "Lightweight toolkit for building active inference agents based on the Free Energy Principle. Includes C++ core for performance, Python bindings for ease of use, and integration with popular RL environments. Achieves human-level Atari performance with 10x less data than PPO.",
      "description_quality": "substantive",
      "language": "Python",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/Active_Inference_for_Fun",
      "name": "Active_Inference_for_Fun",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/Active_Inference_for_Fun",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "Tiny, transparent experiments in Active Inference using pymdp",
      "description_quality": "substantive",
      "language": "Python",
      "topics": [
        "active-inference",
        "bayesian-modeling",
        "education",
        "free-energy-principle",
        "neuroscience",
        "pymdp",
        "python",
        "tutorial"
      ],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/ActiveInference.jl",
      "name": "ActiveInference.jl",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/ActiveInference.jl",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "A Julia Package for Active Inference",
      "description_quality": "short",
      "language": "",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/ad4m",
      "name": "ad4m",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/ad4m",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "Agent-centric social network and interoperability dApp framework",
      "description_quality": "substantive",
      "language": "JavaScript",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/AgentLaboratory",
      "name": "AgentLaboratory",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/AgentLaboratory",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "Agent Laboratory is an end-to-end autonomous research workflow meant to assist you as the human researcher toward implementing your research ideas",
      "description_quality": "substantive",
      "language": "Python",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/AI-ConductorBlindSpot",
      "name": "AI-ConductorBlindSpot",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/AI-ConductorBlindSpot",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "Computational artifacts for The Conductor Blind Spot of the Quadratic Curvature Class on Ring-Structured Categorical Heads, exact-arithmetic certificate verification",
      "description_quality": "substantive",
      "language": "TeX",
      "topics": [],
      "recently_updated": true,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/aif_iwai2025_thoughtseeds",
      "name": "aif_iwai2025_thoughtseeds",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/aif_iwai2025_thoughtseeds",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "Towards a fuller Act Inf implementation of Thoughtseeds Framework. Initial ideas only!",
      "description_quality": "substantive",
      "language": "Python",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/amalgkit",
      "name": "amalgkit",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/amalgkit",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "RNA-seq data amalgamation for a large-scale evolutionary transcriptomics",
      "description_quality": "substantive",
      "language": "Python",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/ant_social_complexity",
      "name": "ant_social_complexity",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/ant_social_complexity",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "",
      "description_quality": "missing",
      "language": "Shell",
      "topics": [],
      "recently_updated": true,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/ants",
      "name": "ants",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/ants",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "",
      "description_quality": "missing",
      "language": "Python",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/aqua-js-cli",
      "name": "aqua-js-cli",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/aqua-js-cli",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "JS Client for external verifier",
      "description_quality": "short",
      "language": "JavaScript",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/ATLAS",
      "name": "ATLAS",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/ATLAS",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "ATLAS",
      "description_quality": "short",
      "language": "Python",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/axiom",
      "name": "axiom",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/axiom",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "Implementation and evaluation of the AXIOM architecture from the preprint \"AXIOM: Learning to Play Games in Minutes with Expanding Object Centric Models\"",
      "description_quality": "substantive",
      "language": "Python",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/BayesBase.jl",
      "name": "BayesBase.jl",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/BayesBase.jl",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "BayesBase is a package that serves as an umbrella, defining, exporting, and re-exporting methods essential for Bayesian statistics",
      "description_quality": "substantive",
      "language": "",
      "topics": [],
      "recently_updated": true,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/CatColab",
      "name": "CatColab",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/CatColab",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "A collaborative environment for formal, interoperable, conceptual modeling",
      "description_quality": "substantive",
      "language": "Rust",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/cogames",
      "name": "cogames",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/cogames",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "CoGames is a collection of multi-agent cooperative and competitive environments designed for reinforcement learning research.",
      "description_quality": "substantive",
      "language": "Python",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/Cortex.jl",
      "name": "Cortex.jl",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/Cortex.jl",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "A next generation message passing engine for Bayesian inference - successor of ReactiveMP.jl",
      "description_quality": "substantive",
      "language": "",
      "topics": [],
      "recently_updated": true,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/crescent_city",
      "name": "crescent_city",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/crescent_city",
      "fork": false,
      "archived": false,
      "private": false,
      "description": "A comprehensive, reproducible scholarly history of Crescent City, California — Tolowa Dee-ni' habitation through the Cascadia-margin present. 46 chapters, 24 reproducible figures, Pandoc+XeLaTeX pipeline. DOI 10.5281/zenodo.20286171",
      "description_quality": "substantive",
      "language": "Python",
      "topics": [],
      "recently_updated": true,
      "relevance": "unknown",
      "catalog_role": "acknowledged_not_curated",
      "exclusion_reason": "acknowledged_not_catalogued",
      "review_status": "acknowledged",
      "acknowledged_reason": "rename_duplicate"
    },
    {
      "full_name": "docxology/dickens-arxiv24",
      "name": "dickens-arxiv24",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/dickens-arxiv24",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "Experiments for Experiments for \"A Mathematical Framework, a Taxonomy of Modeling Paradigms, and a Suite of Learning Techniques for Neural-Symbolic Systems\".",
      "description_quality": "substantive",
      "language": "Python",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/docxology",
      "name": "docxology",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/docxology",
      "fork": false,
      "archived": false,
      "private": false,
      "description": "Daniel Ari Friedman, PhD public research and software index: updated with works, papers, art, media, and software repositories.",
      "description_quality": "substantive",
      "language": "HTML",
      "topics": [
        "active-inference",
        "ai-consulting",
        "ai-researcher",
        "ai-tutoring",
        "bayesian-modeling",
        "cognitive-security",
        "computational-biology",
        "entomology",
        "free-energy-principle",
        "machine-learning",
        "python",
        "research-portfolio",
        "rust",
        "stanford"
      ],
      "recently_updated": true,
      "relevance": "unknown",
      "catalog_role": "acknowledged_not_curated",
      "exclusion_reason": "acknowledged_not_catalogued",
      "review_status": "acknowledged",
      "acknowledged_reason": "profile_repo"
    },
    {
      "full_name": "docxology/EFEasVFE",
      "name": "EFEasVFE",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/EFEasVFE",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "",
      "description_quality": "missing",
      "language": "Julia",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/egs-trans-jspace-convergence",
      "name": "egs-trans-jspace-convergence",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/egs-trans-jspace-convergence",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "EGS-TRANS-2026-0710: King Bee J-Space structural validation with falsifiable public-data experiments",
      "description_quality": "substantive",
      "language": "JavaScript",
      "topics": [],
      "recently_updated": true,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/eliza",
      "name": "eliza",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/eliza",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "Autonomous agents for everyone",
      "description_quality": "short",
      "language": "TypeScript",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/ExponentialFamily.jl",
      "name": "ExponentialFamily.jl",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/ExponentialFamily.jl",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "ExponentialFamily.jl is a Julia package that extends the functionality of Distributions.jl by providing a collection of exponential family distributions and customized implementations.",
      "description_quality": "substantive",
      "language": "",
      "topics": [],
      "recently_updated": true,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/ExponentialFamilyProjection.jl",
      "name": "ExponentialFamilyProjection.jl",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/ExponentialFamilyProjection.jl",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "A library to project an arbitrary function to an exponential family member distribution with the manifold optimization",
      "description_quality": "substantive",
      "language": "",
      "topics": [],
      "recently_updated": true,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/fact-graph",
      "name": "fact-graph",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/fact-graph",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "Fact Graph",
      "description_quality": "short",
      "language": "Scala",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/farmOS",
      "name": "farmOS",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/farmOS",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "farmOS: A web-based farm record keeping application.",
      "description_quality": "substantive",
      "language": "PHP",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/FEP_RL_VAE",
      "name": "FEP_RL_VAE",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/FEP_RL_VAE",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "A variational autoencoder using reinforcement learning and the free energy principle to show the power of my general_FEP_RL package.",
      "description_quality": "substantive",
      "language": "Python",
      "topics": [
        "active-inference",
        "bayesian",
        "deep-learning",
        "free-energy-principle",
        "machine-learning",
        "python",
        "reinforcement-learning",
        "variational-autoencoder"
      ],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/flash-clifford",
      "name": "flash-clifford",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/flash-clifford",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "⚡ Triton implementation of Clifford algebra neural networks.",
      "description_quality": "substantive",
      "language": "Python",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/flybody",
      "name": "flybody",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/flybody",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "MuJoCo fruit fly body model and locomotion RL tasks",
      "description_quality": "substantive",
      "language": "Python",
      "topics": [
        "computational-biology",
        "drosophila",
        "fly-brain",
        "locomotion",
        "mujoco",
        "neuroscience",
        "reinforcement-learning",
        "simulation"
      ],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/foam",
      "name": "foam",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/foam",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "A personal knowledge management and sharing system for VSCode",
      "description_quality": "substantive",
      "language": "Python",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/FPF",
      "name": "FPF",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/FPF",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "First Principle Framework",
      "description_quality": "short",
      "language": "Python",
      "topics": [],
      "recently_updated": true,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/GEO-INFER-1",
      "name": "GEO-INFER-1",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/GEO-INFER-1",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "",
      "description_quality": "missing",
      "language": "",
      "topics": [],
      "recently_updated": true,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/gfacs",
      "name": "gfacs",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/gfacs",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "Official repository for GFACS",
      "description_quality": "short",
      "language": "Python",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/GitNexus",
      "name": "GitNexus",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/GitNexus",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "GitNexus: The Zero-Server Code Intelligence Engine -       GitNexus is a client-side knowledge graph creator that runs entirely in your browser. Drop in a GitHub repo or ZIP file, and get an interactive knowledge graph wit a built in Graph RAG Agent. Perfect for code exploration",
      "description_quality": "substantive",
      "language": "TypeScript",
      "topics": [
        "browser",
        "code-analysis",
        "code-exploration",
        "developer-tools",
        "graph-rag",
        "javascript",
        "knowledge-graph",
        "rag"
      ],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/gno",
      "name": "gno",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/gno",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "Gno: An interpreted, stack-based Go virtual machine to build succinct and composable apps + gno.land: a blockchain for timeless code and fair open-source.",
      "description_quality": "substantive",
      "language": "Go",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/GraphPPL.jl",
      "name": "GraphPPL.jl",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/GraphPPL.jl",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "DSL for probabilistic models specification and probabilistic programming.",
      "description_quality": "substantive",
      "language": "",
      "topics": [],
      "recently_updated": true,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/GrowthModel",
      "name": "GrowthModel",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/GrowthModel",
      "fork": false,
      "archived": false,
      "private": false,
      "description": "",
      "description_quality": "missing",
      "language": "",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "primary_repo_requires_manual_review",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/GuildNet",
      "name": "GuildNet",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/GuildNet",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "Sovereign Compute, Automation and Agents for All",
      "description_quality": "substantive",
      "language": "Go",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/herdr",
      "name": "herdr",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/herdr",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "the runtime your coding agents live on",
      "description_quality": "short",
      "language": "",
      "topics": [],
      "recently_updated": true,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/hermes-agent-self-evolution",
      "name": "hermes-agent-self-evolution",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/hermes-agent-self-evolution",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "⚒ Evolutionary self-improvement for Hermes Agent — optimize skills, prompts, and code using DSPy + GEPA",
      "description_quality": "substantive",
      "language": "Python",
      "topics": [
        "agents",
        "ai",
        "dspy",
        "evolution",
        "llm",
        "optimization",
        "prompt-engineering",
        "python",
        "self-improvement"
      ],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/hongos",
      "name": "hongos",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/hongos",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "Autonomous AI Video Generation Tool",
      "description_quality": "short",
      "language": "Python",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/HSMM_covariates",
      "name": "HSMM_covariates",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/HSMM_covariates",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "Code to estimate an Hidden semi-Markov model where the dwell-time distribution may depend on time-varying covariates",
      "description_quality": "substantive",
      "language": "R",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/identity",
      "name": "identity",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/identity",
      "fork": false,
      "archived": false,
      "private": false,
      "description": "",
      "description_quality": "missing",
      "language": "",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "acknowledged_not_curated",
      "exclusion_reason": "acknowledged_not_catalogued",
      "review_status": "acknowledged",
      "acknowledged_reason": "profile_infrastructure"
    },
    {
      "full_name": "docxology/InsightSpike-AI",
      "name": "InsightSpike-AI",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/InsightSpike-AI",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "Brain-Inspired Multi-Agent Architecture for “Spike of Insight” (ΔEPC × ΔIG)",
      "description_quality": "substantive",
      "language": "Python",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/institute_website",
      "name": "institute_website",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/institute_website",
      "fork": false,
      "archived": false,
      "private": false,
      "description": "Public GitHub Pages website for Active Inference Institute information",
      "description_quality": "substantive",
      "language": "HTML",
      "topics": [],
      "recently_updated": true,
      "relevance": "unknown",
      "catalog_role": "acknowledged_not_curated",
      "exclusion_reason": "acknowledged_not_catalogued",
      "review_status": "acknowledged",
      "acknowledged_reason": "website"
    },
    {
      "full_name": "docxology/IntroductionToAlgebraicEvaluation",
      "name": "IntroductionToAlgebraicEvaluation",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/IntroductionToAlgebraicEvaluation",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "A collection of essays and code on algebraic methods to evaluate noisy judges on unlabeled test data.",
      "description_quality": "substantive",
      "language": "Jupyter Notebook",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/Journal-Utilities",
      "name": "Journal-Utilities",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/Journal-Utilities",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "Utilities and Documentation for creating contents for the Active Inference Journal",
      "description_quality": "substantive",
      "language": "",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/ki_us",
      "name": "ki_us",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/ki_us",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "Optimizing the United States of America",
      "description_quality": "short",
      "language": "Python",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/kmyth",
      "name": "kmyth",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/kmyth",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "",
      "description_quality": "missing",
      "language": "",
      "topics": [],
      "recently_updated": true,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/links",
      "name": "links",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/links",
      "fork": false,
      "archived": false,
      "private": false,
      "description": "",
      "description_quality": "missing",
      "language": "HTML",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "acknowledged_not_curated",
      "exclusion_reason": "acknowledged_not_catalogued",
      "review_status": "acknowledged",
      "acknowledged_reason": "profile_infrastructure"
    },
    {
      "full_name": "docxology/MatrixCorrectionTools.jl",
      "name": "MatrixCorrectionTools.jl",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/MatrixCorrectionTools.jl",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "This package provides functionality to correct specific properties of a matrix using predefined strategies.",
      "description_quality": "substantive",
      "language": "",
      "topics": [],
      "recently_updated": true,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/MemOS",
      "name": "MemOS",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/MemOS",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "MemOS (Preview) | Intelligence Begins with Memory",
      "description_quality": "substantive",
      "language": "Python",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/metta-1",
      "name": "metta-1",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/metta-1",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "A reinforcement learning codebase focusing on the emergence of cooperation and alignment in multi-agent AI systems.",
      "description_quality": "substantive",
      "language": "Python",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/mission-control",
      "name": "mission-control",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/mission-control",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "The open-source dashboard for AI agent orchestration. Manage agent fleets, track tasks, monitor costs, and orchestrate workflows — with direct CLI integration, GitHub sync, and real-time monitoring.",
      "description_quality": "substantive",
      "language": "TypeScript",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/multi-time",
      "name": "multi-time",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/multi-time",
      "fork": false,
      "archived": false,
      "private": false,
      "description": "",
      "description_quality": "missing",
      "language": "Python",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "primary_repo_requires_manual_review",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/ngc-learn",
      "name": "ngc-learn",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/ngc-learn",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "NGC-Learn: Neurobiological Systems Simulation and NeuroAI Design in Python",
      "description_quality": "substantive",
      "language": "Python",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/nockchain",
      "name": "nockchain",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/nockchain",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "Nockchain protocol monorepo",
      "description_quality": "short",
      "language": "Rust",
      "topics": [],
      "recently_updated": true,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/nvmath-python",
      "name": "nvmath-python",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/nvmath-python",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "NVIDIA Math Libraries for the Python Ecosystem",
      "description_quality": "substantive",
      "language": "Cython",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/ODEM",
      "name": "ODEM",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/ODEM",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "",
      "description_quality": "missing",
      "language": "Python",
      "topics": [],
      "recently_updated": true,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/oh-my-hermes",
      "name": "oh-my-hermes",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/oh-my-hermes",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "An opinionated workflow layer for building, shipping, and operating apps with Hermes Agent",
      "description_quality": "substantive",
      "language": "",
      "topics": [],
      "recently_updated": true,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/OpenGauss",
      "name": "OpenGauss",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/OpenGauss",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "",
      "description_quality": "missing",
      "language": "Python",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/osc-geo-h3grid-srv",
      "name": "osc-geo-h3grid-srv",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/osc-geo-h3grid-srv",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "Geospatial Data Mesh: Index Service",
      "description_quality": "short",
      "language": "Python",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/osc-geo-h3loader-cli",
      "name": "osc-geo-h3loader-cli",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/osc-geo-h3loader-cli",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "",
      "description_quality": "missing",
      "language": "Python",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/PackageTemplate",
      "name": "PackageTemplate",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/PackageTemplate",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "",
      "description_quality": "missing",
      "language": "",
      "topics": [],
      "recently_updated": true,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/paws-on-mcp",
      "name": "paws-on-mcp",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/paws-on-mcp",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "A comprehensive Model Context Protocol (MCP) server implementing the latest specification.",
      "description_quality": "substantive",
      "language": "Python",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/Personal_AI_Infrastructure",
      "name": "Personal_AI_Infrastructure",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/Personal_AI_Infrastructure",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "Personal AI Infrastructure for upgrading humans.",
      "description_quality": "substantive",
      "language": "TypeScript",
      "topics": [
        "ai-tools",
        "automation",
        "infrastructure",
        "personal-ai",
        "productivity",
        "python",
        "self-improvement"
      ],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/prior_cognitive_art",
      "name": "prior_cognitive_art",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/prior_cognitive_art",
      "fork": false,
      "archived": false,
      "private": false,
      "description": "Private project mirror for working/prior_cognitive_art in docxology/projects.",
      "description_quality": "substantive",
      "language": "Python",
      "topics": [],
      "recently_updated": true,
      "relevance": "unknown",
      "catalog_role": "acknowledged_not_curated",
      "exclusion_reason": "acknowledged_not_catalogued",
      "review_status": "acknowledged",
      "acknowledged_reason": "private_mirror"
    },
    {
      "full_name": "docxology/psw.vibelandia.sing13",
      "name": "psw.vibelandia.sing13",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/psw.vibelandia.sing13",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "SING 13 — major singularity upgrade from SING 9. SS Vibelandia QUESTFEST 24×365 + NSPFRNP catalog. 13-channel fractal pathfinding spine. Lite edges; no Supabase. → ∞⁹",
      "description_quality": "substantive",
      "language": "JavaScript",
      "topics": [],
      "recently_updated": true,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/pyDMBD",
      "name": "pyDMBD",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/pyDMBD",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "Dynamic Markov Blanket Discovery",
      "description_quality": "short",
      "language": "Python",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/pydymax",
      "name": "pydymax",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/pydymax",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "Python Dymaxion Projection Module",
      "description_quality": "short",
      "language": "Python",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/pymdp",
      "name": "pymdp",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/pymdp",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "A Python implementation of active inference for Markov Decision Processes",
      "description_quality": "substantive",
      "language": "Jupyter Notebook",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/quantum-logical-framework",
      "name": "quantum-logical-framework",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/quantum-logical-framework",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "quantum genesis constructive possibilist quantum logical synthesis",
      "description_quality": "substantive",
      "language": "Python",
      "topics": [],
      "recently_updated": true,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/ReactiveMP.jl",
      "name": "ReactiveMP.jl",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/ReactiveMP.jl",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "High-performance reactive message-passing based Bayesian inference engine",
      "description_quality": "substantive",
      "language": "",
      "topics": [],
      "recently_updated": true,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/README",
      "name": "README",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/README",
      "fork": false,
      "archived": false,
      "private": false,
      "description": "",
      "description_quality": "missing",
      "language": "",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "acknowledged_not_curated",
      "exclusion_reason": "acknowledged_not_catalogued",
      "review_status": "acknowledged",
      "acknowledged_reason": "profile_infrastructure"
    },
    {
      "full_name": "docxology/Rocket.jl",
      "name": "Rocket.jl",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/Rocket.jl",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "Functional reactive programming extensions library for Julia",
      "description_quality": "substantive",
      "language": "",
      "topics": [],
      "recently_updated": true,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/RxEnvironments.jl",
      "name": "RxEnvironments.jl",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/RxEnvironments.jl",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "Reactive environments for self-learning agents",
      "description_quality": "substantive",
      "language": "",
      "topics": [],
      "recently_updated": true,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/RxGP.jl",
      "name": "RxGP.jl",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/RxGP.jl",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "Sparse Gaussian process factor nodes for reactive message passing on factor graphs.",
      "description_quality": "substantive",
      "language": "",
      "topics": [],
      "recently_updated": true,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/rxinfer-fastmcp-example",
      "name": "rxinfer-fastmcp-example",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/rxinfer-fastmcp-example",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "A simple example to demonstrate how to call RxInfer from Python's code and return the result to an LLM with MCP protocolg2",
      "description_quality": "substantive",
      "language": "",
      "topics": [],
      "recently_updated": true,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/rxinfer-website",
      "name": "rxinfer-website",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/rxinfer-website",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "Repository with content of RxInfer website for Hugo static site generator.",
      "description_quality": "substantive",
      "language": "",
      "topics": [],
      "recently_updated": true,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/RxInfer.jl",
      "name": "RxInfer.jl",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/RxInfer.jl",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "Julia package for automated Bayesian inference on a factor graph with reactive message passing",
      "description_quality": "substantive",
      "language": "Jupyter Notebook",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/RxInferBenchmarks.jl",
      "name": "RxInferBenchmarks.jl",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/RxInferBenchmarks.jl",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "A dashboard of rxinfer performance metrics over time",
      "description_quality": "substantive",
      "language": "",
      "topics": [],
      "recently_updated": true,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/RxInferExamples.jl",
      "name": "RxInferExamples.jl",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/RxInferExamples.jl",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "This repository contains examples for RxInfer.jl",
      "description_quality": "substantive",
      "language": "Julia",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/RxInferServer",
      "name": "RxInferServer",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/RxInferServer",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "RESTful HTTP endpoints to RxInfer",
      "description_quality": "short",
      "language": "Julia",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/School_of_Tomorrow",
      "name": "School_of_Tomorrow",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/School_of_Tomorrow",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "Putting a curriculum into practice.  Inspired in part by The House of Tomorrow.",
      "description_quality": "substantive",
      "language": "Python",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/smartville",
      "name": "smartville",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/smartville",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "A batteries-included testbed for deep learning based intrusion detection and mitigation.",
      "description_quality": "substantive",
      "language": "Python",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/spm",
      "name": "spm",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/spm",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "SPM (Statistical Parametric Mapping) - Development Version",
      "description_quality": "substantive",
      "language": "MATLAB",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/synthobs-egs-planck-scale-harmonic",
      "name": "synthobs-egs-planck-scale-harmonic",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/synthobs-egs-planck-scale-harmonic",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "Planck 1.6 ↔ Φ_EGS scale-harmonic bridge — clutch, singularity clamp, SynthOBS empirical suite (7/7)",
      "description_quality": "substantive",
      "language": "JavaScript",
      "topics": [],
      "recently_updated": true,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/systematics-v0.5",
      "name": "systematics-v0.5",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/systematics-v0.5",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "Systematics v0.5 - Refactored version",
      "description_quality": "short",
      "language": "Rust",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/template-release-smoke",
      "name": "template-release-smoke",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/template-release-smoke",
      "fork": false,
      "archived": false,
      "private": false,
      "description": "Integration smoke test for template release orchestrator (do not cite)",
      "description_quality": "substantive",
      "language": "",
      "topics": [],
      "recently_updated": true,
      "relevance": "unknown",
      "catalog_role": "acknowledged_not_curated",
      "exclusion_reason": "acknowledged_not_catalogued",
      "review_status": "acknowledged",
      "acknowledged_reason": "test_repo"
    },
    {
      "full_name": "docxology/test_public",
      "name": "test_public",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/test_public",
      "fork": false,
      "archived": false,
      "private": false,
      "description": "",
      "description_quality": "missing",
      "language": "",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "acknowledged_not_curated",
      "exclusion_reason": "acknowledged_not_catalogued",
      "review_status": "acknowledged",
      "acknowledged_reason": "test_repo"
    },
    {
      "full_name": "docxology/thrml",
      "name": "thrml",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/thrml",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "Thermodynamic Hypergraphical Model Library",
      "description_quality": "substantive",
      "language": "Python",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/triton",
      "name": "triton",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/triton",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "Development repository for the Triton language and compiler",
      "description_quality": "substantive",
      "language": "Python",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/vibeship-spawner-skills",
      "name": "vibeship-spawner-skills",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/vibeship-spawner-skills",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "a skill directory for world-class specialized agents, in your terminal / IDE. more sophisticated than skills with just md files. and they're free.",
      "description_quality": "substantive",
      "language": "JavaScript",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    },
    {
      "full_name": "docxology/yt-transcriber",
      "name": "yt-transcriber",
      "owner": "docxology",
      "html_url": "https://github.com/docxology/yt-transcriber",
      "fork": true,
      "archived": false,
      "private": false,
      "description": "TUI app- Give it a YouTube URL and you get a transcription with possible speaker identification and optional summary or translation, all thanks to open-source AI tooling and my lack of enough free time to watch content-sparse YouTube videos",
      "description_quality": "substantive",
      "language": "",
      "topics": [],
      "recently_updated": false,
      "relevance": "unknown",
      "catalog_role": "not_curated",
      "exclusion_reason": "fork_not_curated",
      "review_status": "defer"
    }
  ]
}