May 2026 monthly summary for google/adk-docs highlighting documentation and integration work for Atlan MCP integration with ADK, plus expansion of the tool catalog and alignment with hosted MCP server to accelerate enterprise onboarding.

March 2026: Delivered Claude Code Plugin Integration for Atlan MCP Server and aligned plugin distribution with marketplace tooling. Implemented OAuth-based MCP server integration at mcp.atlan.com/mcp, added eight Claude Code skills for data management, and prepared marketplace-ready configuration. Performed significant repository and documentation refinements to enable plug-and-play deployment and future skill expansion. These efforts establish a scalable, vendor-agnostic plugin framework that accelerates data asset discovery, quality, governance, and lineage automation across the Atlan platform.

February 2026 monthly summary for atlanhq/agent-toolkit. Delivered a Claude Code plugin for Atlan MCP integration enabling natural language search, exploration, and governance-centric management of data assets. The plugin supports data governance, quality management, and lineage tracking, improving data discovery, governance compliance, and workflow efficiency across the Atlan platform. The work lays the foundation for Claude Code-based asset management and future plugin expansions, with marketplace-ready integration.

Concise monthly summary for 2025-12 focusing on delivering CI/CD-enabled Docker image workflow for atlanhq/agent-toolkit, with emphasis on business value and technical excellence.

Month: 2025-11 — atlanhq/agent-toolkit delivered targeted feature upgrades and reliability improvements focused on stability, performance, and CI hygiene. Key features delivered: - FastMCP compatibility upgrade to 2.13.0.2 to maintain ecosystem compatibility and stability. Commits: c9c53685adf7f61881b36360de341f5c075a38ec; 99eba4b250bef3fca892f2a2de95b974ebdd5791. - Uvicorn ASGI server integration to enhance performance and scalability. Commit: 5f20e841f0d9d75f1e1f8229d7e853a14b4b19c4. Major bugs fixed: - Pre-commit hook issue addressed during the 0.2.12 version bump, improving CI reliability. Commit: 99eba4b250bef3fca892f2a2de95b974ebdd5791. Overall impact and accomplishments: - Reduced deployment risk and improved runtime performance through dependency stabilization and a faster serving stack. Strengthened versioning discipline and CI hygiene across the toolkit. Technologies/skills demonstrated: - Dependency management and packaging, Python ecosystem upgrades, ASGI server integration, and CI/pre-commit workflow improvements.

October 2025 monthly summary for atlanhq/agent-toolkit focusing on a targeted fix in Update Assets Tool and release readiness. Delivered a functional bug fix to correctly handle glossary GUID parameters, completed a semantic version bump to 0.2.10, and updated release notes (changelog) to reflect the change. The work improves asset update reliability, reduces risk of incorrect asset updates, and enables smoother downstream workflows.

Concise monthly summary for 2025-08 focusing on business value and technical achievements. Key features delivered: glossary management capabilities (glossaries, categories, terms) with MCP updates in atlanhq/agent-toolkit, enabling creation and organization of glossary assets; MCP extended to support glossary assets with descriptions and certification statuses, including server logic updates and README changes. Major bugs fixed: no critical issues reported or fixed this month. Overall impact: establishes governance-ready knowledge assets, improves model context accuracy and certification workflows, and enhances developer onboarding through updated docs. Technologies/skills demonstrated: Model Context Protocol (MCP) enhancements, backend server logic changes, API/resource design for glossary assets, documentation updates, and disciplined version control.

June 2025 monthly summary for atlanhq/agent-toolkit focused on delivering robust version tracking improvements through Dynamic MCP User-Agent Versioning. Implemented ATLAN_MCP_USER_AGENT to include MCP_VERSION sourced from a version module, enabling accurate version tracking and debugging across MCP components. No major bugs fixed are reported in the provided data for this month. Overall impact: The change improves observability, accelerates debugging, and establishes a foundation for consistent MCP versioning across deployments, delivering measurable business value through improved maintenance efficiency and faster issue resolution. Technologies/skills demonstrated: version module integration, dynamic configuration of environment variables, observability enhancements, and code change management via a scoped commit.