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knowledge-graph

The GitLab Knowledge Graph project aims to create a structured, queryable graph database from code repositories to power AI features and enhance developer productivity.

Documentation

Roadmap

Cognitive exoskeleton for AI agents and human researchers — by Cognitive Functors. Turn questions into verified constructive & destructive insights: breakthrough scientific-engineering hypotheses checked across 47 literature sources, 38 simulation bridges, and 9 formal verifiers — then gated proposals, dissertations, BibTeX, and proofs you can publish. Not a chatbot — a research pipeline. pip install c4reqber · blast solve · Z₃³ · 21 MCP · AGPL-3.0.

SysML v2 CLI and MCP server. Composable tools for AI to query, validate, and render engineering models.

Knowledge graph for modeling facts, rules, and calculations in Kit

Mind Palace — a local-first knowledge system that knows why it believes things. Typed provenance, sealed core, attested acts, gated deploys. The live instance (Ouroboros) dreams over its owner's corpus; built with AI in a gated loop, in the open. AGPL-3.0.

Arq is a machine intelligence system for understanding, modeling, and evolving software architecture as a living, dynamic graph. It analyzes codebases as structured systems of modules, dependencies, and behaviors, then simulates how they change over time under real-world constraints. The goal is to make software architecture measurable, explainable, and continuously evolvable.

PublicEnforcer is an open-source transparency platform that tracks publicly available federal enforcement data from investigation to final resolution. By aggregating case activity, court proceedings, financial penalties, restitution, forfeitures, organizational outcomes, and related public records into searchable timelines and relationship graphs, PublicEnforcer helps researchers, journalists, developers, and citizens better understand and verify enforcement actions through auditable, source-linked data.

MR context intelligence powered by GitLab Orbit — surfaces blast radius, hotfix history, and expert reviewers before you merge.

Instant contributor starter kits using the GitLab Orbit knowledge graph - ranks files by activity-based centrality, maps experts, traces dependency reading order, surfaces similar MRs. All four Orbit query types in one workflow.

Orbit Tracer Security Agent for intelligent security remediation.

Traces vulnerability blast radius using Orbit's knowledge graph, scores risk, identifies code owners, and orchestrates secure code generation—reducing analysis from 4+ hours to minutes.

Automates vulnerability analysis, risk assessment, and secure code generation with human-in-the-loop approval. Works with any project structure, 7+ languages.

OrbitRing uses GitLab Orbit to validate engineering assumptions, generate alternative implementation paths, analyze consequences, and recommend the best engineering decision with evidence.

Audience-aware release intelligence: a GitLab Duo Skill that turns a release into three audience-specific docs (user changelog, breaking-change radar, release-risk report) using the GitLab Orbit knowledge graph.

Native macOS knowledge graph — on-device AI auto-discovers connections between your notes.

Den Knowledge Graph — context compiler with structural guidance for LLM prompt assembly. Inspired by GitLab GKG and nomograph.ai.

Multi-source RAG pipeline with hybrid vector + keyword retrieval, LLM-powered concept knowledge graph, adaptive search weighting, and evaluation framework.

DropThe -- Data utility media network. 1.9M entities, 3.5M connections. Movies, series, people, companies, crypto, cities. https://dropthe.org

Facil.guide - Guides pratiques en francais. Simplifier le quotidien avec des guides clairs et actionables. https://facil.guide

CoffeeTrove.com - The Golden Pages of Coffee. 440K+ cafes scored, 5,200+ roasters mapped, 14 free brewing tools. https://coffeetrove.com

DropThe.org - Data utility platform with 2M+ verified entities and 45 free tools. Country Comparison, Streaming Finder, Crypto Profit Calculator, and more. https://dropthe.org