A cognition-aware context and harness orchestration framework that combines Graph DBs, Vector DBs, and LLMs to build structured, memory-consistent, and scalable AI systems.
-
Updated
May 24, 2026 - Python
A cognition-aware context and harness orchestration framework that combines Graph DBs, Vector DBs, and LLMs to build structured, memory-consistent, and scalable AI systems.
A full fledged kit to yield 80% better results and cost aware vibe code development. Make the best usage of Claude Code AND Codex, inspired by the heavily used antigravity-kit by vudovn, feel free to experiment, raise issues and contribute.
End-to-end Playwright skill pack for planning, authoring, debugging, documenting, and operationalizing test automation.
Rest Assured skill pack for designing, implementing, documenting, and reporting API tests in Java and CI workflows.
Runs severity-ranked engineering audits and executes approval-gated refactors to raise prototype code to production quality.
Explains automated tests in business language and reviews automation quality, coverage, and traceability.
Reviews and improves BDD and Gherkin scenarios with coaching on traceability, coverage gaps, and Given-When-Then quality.
Formats approved test artifacts into review-ready docs and importable outputs for Gherkin, Xray, Zephyr, TestLink, and TestRail.
Professional PlantUML and C4 diagram skill for architecture visualization, sequence flows, and technical documentation.
Plans and runs responsive frontend testing across devices and screen sizes, with normalized reporting outputs.
Prepares GitHub repositories for release with changelog validation, semver selection, safe staging, push, and CI follow-through.
Produces auditable token-usage and cost reports from runtime evidence, normalized usage bundles, and repository-level report sets.
JUnit 5 skill pack for creating, debugging, modernizing, documenting, and routing JVM test workflows.
Creates grounded Mermaid-first software diagrams and compact architecture documentation from code, schemas, and requirements.
Analyzes requirements and use cases for ambiguity, testability, delivery risk, and missing stakeholder decisions.
High-performance routing engine that selects the best agent skill for a task and emits structured handoff decisions.
Forge is a deterministic engineering and release operating system: requirement intake, normalized scratch, canonical releases, versioned plans, evidence-based validation, and guardrailed execution.
Add a description, image, and links to the harness-execution-layer topic page so that developers can more easily learn about it.
To associate your repository with the harness-execution-layer topic, visit your repo's landing page and select "manage topics."