Before discussing an architecture or trusting an assistant with real business responsibilities, you should be able to inspect how the underlying software works. We publish working code, agent templates and structured knowledge references on GitHub so developers and business teams can explore the mechanisms for themselves.
These repositories demonstrate implemented behaviour, such as iteration budgets, tool connections, structured entity records and bilingual translation, rather than commercial client deployments. They give us a concrete, verified starting point for technical discussions.
AI automation and multi-agent systems
These projects explore how specialist agents coordinate work, manage tool execution budgets and pass structured proposals back to human reviewers.
cymbal-agentic-suite
A multi-agent customer lifecycle and revenue-recovery architecture built with the Google Agent Development Kit (ADK 2.5), Gemini models and agent-to-agent (A2A) orchestration. It demonstrates how specialist agents handle distinct operational roles while observing strict tool-call limits and action-proposal approvals.
- Primary stack: Python, Google ADK 2.5, Gemini
- Related service & articles: AI Marketing Automation, AI Employees for Business, Mini Agents
kaggle-ai-workspace
Experimental agent harness exploring isolated runtime execution, benchmark evaluations and scheduled agent routines under fixed compute constraints.
- Primary stack: Python, Vertex AI
- Related article: Long-Running Agents for Business
jina-mcp
A Model Context Protocol (MCP) server implementation providing agents with standardised web searching, reader endpoints and tool connections.
- Primary stack: TypeScript, Node.js
- Related service: Automated Lead Qualification & Routing
Local search and knowledge architecture
These repositories document our approach to structured business facts, verifiable citation records and agentic tool integrations for local search.
okf-local-seo
An open knowledge repository structuring local SEO guidance, Google documentation and NAP (name, address, phone) reference records into linked, versioned Markdown files with traceable source citations.
- Primary stack: Markdown, Open Knowledge Format (OKF)
- Related services & articles: Local Citation & NAP Cleanup, Local SEO, Agent OKF Knowledge Base
rank-in-maps-plugin
A tool integration plugin connecting AI assistants to local search ranking data and business second-brain notes under controlled execution scopes.
- Primary stack: JavaScript
- Related services: Grid Tracking & Performance Analytics, Monthly Profile Management
Gemini-OKF-BUILDER
A public build utility designed to crawl website pages and convert unstructured business facts into portable, agent-ready Open Knowledge Format (OKF) documents.
- Primary stack: TypeScript
- Related article: Agent OKF Knowledge Base
gbp-lms-saas
An educational onboarding scaffold demonstrating systematic listing verification workflows and structured business profile setup modules.
- Primary stack: CSS, HTML
- Related service: Google Business Profile Setup
Bilingual engineering and geo-routing
Projects demonstrating real-world Thai and English language processing and interactive geographic routing in Southeast Asia.
THAI-Remix-Side-by-Side-Live-Speech-Transcription-Translation
A real-time bilingual speech transcription and translation application designed to process spoken Thai and English concurrently, highlighting practical considerations in cross-language accuracy.
- Primary stack: TypeScript, React
- Related service: Bilingual On-Page SEO
thaiguide-ai-itinerary-planner
An interactive travel planner combining Google Maps routing, text-to-speech voice assistance and realistic Thai travel time estimations.
- Primary stack: TypeScript, Google Maps Platform
- Related service: Thailand Local Search Campaigns
Applying these builds to your business
A public repository shows how a problem was approached in code. A production build for your business needs to account for your team's specific data, access permissions, integrations and exception handling.
We use these open-source foundations to test ideas rapidly and build reliable systems tailored to your workflow.