The Search Specifications are an open collection of interoperable frameworks for building intelligent search, retrieval, indexing, browser, and discovery systems. Together, they cover everything from traditional keyword search and SEO to semantic search, vector databases, Retrieval-Augmented Generation (RAG), knowledge graphs, repository discovery, legal research, content provenance, AI memory, and browser-based information access. Each specification is designed to be modular, allowing developers to implement individual components or combine multiple specifications into larger search and knowledge ecosystems.
The collection emphasizes transparency, open standards, and AI-ready architectures that help organizations build searchable, explainable, and scalable platforms without vendor lock-in. Whether the goal is improving website discoverability, creating domain-specific search engines, organizing massive document collections, powering AI assistants with grounded knowledge, or developing next-generation browsing experiences, these specifications provide reusable building blocks that can be adapted for research, enterprise, public sector, and open source applications.
All specifications are released under the GNU Affero General Public License v3.0 or later (AGPL-3.0+) and may be freely used, modified, and distributed with the required attribution provisions outlined in Section 7 of the license. Organizations seeking attribution-free commercial deployment may obtain a Specification Branding License (SBL), with licensing terms and pricing based on the specification category, deployment scope, usage scale, and the size of the network or organization utilizing the specification.
Arq
https://roxanneardary.com/arq/
Architecture intelligence specification that models software systems as knowledge graphs for structural search, dependency discovery, and relationship-based retrieval.
AuthTrace AI
https://roxanneardary.com/authtrace-ai/
Provenance and authorship specification that enables content origin search, semantic lineage tracking, and knowledge asset retrieval.
AuthorityCore
https://roxanneardary.com/authoritycore/
Governance and reasoning specification featuring evidence-constrained retrieval, jurisdiction-aware search, and source validation workflows.
Axis Juris
https://roxanneardary.com/axisjuris/
Legal knowledge graph specification for searching statutes, regulations, case law, and legal relationships across multiple jurisdictions.
BranchWeb
https://roxanneardary.com/branchweb/
AI-powered platform that converts Git repositories into interactive websites with browser-based navigation and exploration.
BrightlayerBrowser
https://roxanneardary.com/brightlayerbrowser/
AI-native, privacy-first open source web browser featuring local AI, stateless browsing, sandboxed execution, end-to-end encryption, and an open source extension ecosystem.
Citizen Tools
https://roxanneardary.com/citizen-tools/
Civic technology specification providing searchable public official profiles, geographic filtering, comparison tools, and public information discovery.
Cognitive Orchestration Stack (COS)
https://roxanneardary.com/cognitive-orchestration-stack/
Multi-agent AI architecture that integrates contextual retrieval, persistent memory, and intelligent knowledge search for complex workflows.
CommonGrid
https://roxanneardary.com/commongrid/
Open data retrieval specification that transforms web content into structured, searchable datasets and knowledge repositories.
Corelia
https://roxanneardary.com/corelia/
AI-powered open source CMS featuring integrated SEO, AI search optimization, LLM-enhanced search, intelligent content organization, and automated SEO improvements.
LatticeOS
https://roxanneardary.com/latticeos/
Multi-agent operating platform with integrated memory management, contextual retrieval, semantic search, and knowledge orchestration.
LexChangeFeed
https://roxanneardary.com/lexchangefeed/
Real-time legal intelligence specification that tracks legislative changes and maintains a searchable history of legal updates.
LicenseTrace
https://roxanneardary.com/licensetrace/
License provenance specification for searching software licenses, attribution records, usage rights, and content lineage.
MindCache
https://roxanneardary.com/mindcache/
Persistent AI memory specification supporting semantic search, vector retrieval, snippet lookup, and long-term knowledge storage.
Passage Chunking Engine
https://roxanneardary.com/passage-chunking-engine/
Framework for transforming documents into structured chunks optimized for semantic search, vector databases, Retrieval-Augmented Generation (RAG), and digital libraries.
PublicStack AI
https://roxanneardary.com/publicstackai/
AI-powered repository indexing and discovery platform that semantically searches open source projects and recommends compatible repositories.
RAGBase
https://roxanneardary.com/ragbase/
Modular Retrieval-Augmented Generation (RAG) infrastructure with document ingestion, embeddings, chunking, indexing, vector databases, and retrieval pipelines.
SynapCache
https://roxanneardary.com/synapcache/
Context-aware semantic memory specification featuring vector similarity search, intelligent indexing, and adaptive knowledge retrieval.
VeritasCode
https://roxanneardary.com/veritascode/
Legal intelligence specification focused on statutory retrieval, evidence search, conflict detection, and source-grounded reasoning.
VoxPersona
https://roxanneardary.com/voxpersona/
Retrieval-based AI specification that searches approved knowledge sources and repositories to generate grounded, verifiable responses.
A Specification Branding License can be purchased for the basket of Search Specs
Search Specifications Basket Pricing:
| Network Size | # of Users | One-Time Price | Duration |
| Small | 1 – 20 | $700,000 | Perpetual License |
| Medium | 21- 1000 | $2,800,000 | Perpetual License |
| Large | 1001 + | Custom Quote | Custom Quote |
