April 2026: Key focus on MCP interface documentation enhancements for taosdata/tdengine-idmp-docs. Delivered comprehensive updates covering integration details, practical use cases, login token acquisition steps, and clarifications on Streamable HTTP and SSE protocols. This work improves developer onboarding, reduces misinterpretation in integration scenarios, and lays groundwork for future MCP evolutions.

March 2026: Delivered reliability and interoperability improvements for the TDengine repo, focusing on HTTP server reliability, WebSocket compatibility, and connector resilience. Key activities included configuring ReadHeaderTimeout, enabling unified WebSocket interfaces with multi-node failover, and updating TDengine.Connector to support WebSocket failover with clear documentation. These changes reduce request hangs, improve high availability, and simplify multi-node operation for clients.

February 2026: Delivered two features in taosdata/TDengine. 1) Stmt Request CSV Logging in taosAdapter enabling CSV-based auditing via config or HTTP. 2) TDengine TSDB Token Authentication in the C# connector, with documentation updated to 3.1.10. No major bugs fixed in this period. Impact: enhanced observability and security, easier troubleshooting, and up-to-date developer docs. Technologies/skills: logging/audit, HTTP config, CSV, token-based auth, C# connector, versioned docs.

January 2026 – Focused on elevating documentation quality and strengthening security posture for TDengine and taosKeeper. Key deliveries include a refreshed TDengine TSDB MCP reference manual with improved usage examples and bearerToken security guidance; enabling bearerToken parameter in C# TDengine TSDB connection; introduction of an automated vulnerability scanning workflow (govulncheck) and related Go dependency/version updates. These changes improve developer onboarding, reduce security risk, and establish a foundation for safer, faster releases across the TDengine stack.

December 2025: Delivered critical TDengine enhancements and reliability improvements with a strong focus on developer experience and documentation. Implemented TaosAdapter registration configuration, expanded authentication documentation for REST API and Go connections, and fixed a race-condition related WebSocket crash. These changes underpin faster onboarding, clearer auth workflows, and more stable real-time connections across the TDengine ecosystem.

November 2025: Delivered REST-based JSON ingestion for TDengine TSDB and enhanced taosAdapter capabilities. Implemented a REST interface to ingest JSON data into TDengine TSDB, enabling streamlined data pipelines. Enhanced taosAdapter with the ability to reject specific SQL queries and to configure log levels dynamically, improving governance and operability. Documentation was updated to reflect these capabilities and to clarify timezone naming and configuration patterns. No major bug fixes were required this month; focus was on feature delivery, documentation, and stabilizing the ingestion path. These changes improve data ingestion speed, governance, observability, and developer onboarding, delivering clear business value for customers relying on TDengine.

Concise monthly summary for 2025-10 focused on taosdata/TDengine (taosAdapter). The month delivered documentation-driven improvements that enhance concurrency control and automatic database provisioning, with clear business value for performance, reliability, and operator efficiency. Key features delivered: - Query Request Concurrency Limit (taosAdapter): Documented configuration to enable and tune concurrency limits, including per-default vs per-user settings, timeouts, exclusions, plus new error codes and a new metrics table. Commit: 086fdd61f3ad03d8c6ec5728254dd754f0a1921f (docs: add query request concurrency limit configuration details (#33316)). - Automatic database creation for schemaless data (smlAutoCreateDB) in taosAdapter: Documented the smlAutoCreateDB option to automatically create databases when writing schemaless data across adapters. Commit: 6f02ab7e4a36bf449c2d2cb7976440b5a150fbe6 (docs: add smlAutoCreateDB configuration for taosAdapter (#33343)). Major bugs fixed: - No major bug fixes documented for this period based on the provided input. Overall impact and accomplishments: - Strengthened taosAdapter reliability and scalability through thorough documentation of concurrency controls and automatic DB provisioning. - Reduced operator toil by enabling automation and improving onboarding through clear configuration guidance. - Lays groundwork for improved observability with a new metrics table and error codes, supporting future monitoring and incident response. Technologies/skills demonstrated: - Documentation discipline for configuration-driven features and cross-adapter behavior. - API/config design thinking (concurrency limits, auto-creation) and observability considerations (metrics, error codes). - Familiarity with taosAdapter, TDengine integration patterns, and schemaless data workflows. Business value: - Improved performance isolation and reliability under concurrent workloads. - Faster time-to-value for operators through automated DB provisioning and comprehensive configuration documentation. - Enhanced future-proofing for monitoring and error handling.

Month: 2025-09 — taosdata/TDengine Key features delivered: - Documentation updates and versioning across the C# connector, taosAdapter, and driver-go connector, including versioned releases and new metrics; aligned internal API changes with external docs; updated metrics definitions and examples to reflect current versions and behavior. Major bugs fixed: - None reported within this feature scope. Focused on documentation coherence and versioning to prevent future misalignment.

August 2025 monthly summary focusing on delivering business-value features, reliability improvements, and comprehensive documentation across key TDengine and Quix Streams components. Strengthened data observability, timezone correctness, and ingestion reliability to reduce support overhead and improve data quality, backed by targeted commits and release notes.

July 2025 (taosdata/TDengine) focused on improving developer experience, release readiness, and cross-language integration quality across TDengine components. Delivered consolidated, cross-component documentation updates for IPv6 connectivity, BLOB and DECIMAL data types, and collectd configuration, spanning the Go driver, taosAdapter, and C# connector. Published release notes for a WebSocket decimal crash fix and prepared the Go driver release 3.7.3. These efforts reduce onboarding time, improve consistency across languages, and strengthen stability awareness for operators.

June 2025: Documentation-driven improvements across TDengine repositories focused on developer experience, cross-language clarity, and maintainability. No major bugs reported this month. Deliverables strengthen onboarding, reduce support overhead, and improve integration readiness by clarifying configurations, compatibility notes, and monitoring details.

May 2025 monthly summary for taosdata/TDengine: Delivered a documentation update clarifying timezone handling for the Go Connector. Specifically, query result timestamps are converted to local time for WebSocket and native connections, while UTC is used for REST connections. This clarification improves developer experience, reduces ambiguity, and supports smoother adoption of the Go Connector. No major bugs fixed this month.

April 2025 focused on stabilizing the build system and toolchain for TDengine/taoskeeper, and expanding taosAdapter observability. Delivered improved CI reliability, reduced build fragility, and enhanced monitoring to enable faster iteration and proactive issue detection.

Month: 2025-03. This period focused on stability, data-type support, and performance improvements across TDengine and connectors. Highlights include dependency/build maintenance, cross-language doc updates, and a Python connector performance optimization that reduces per-row null-check overhead.

February 2025 (taosdata/TDengine) highlights: Delivered a targeted feature in documentation for the C# connector 3.1.6, including a version history entry that documents a WebSocket connection optimization and minor formatting improvements in both English and Chinese. No major bugs were reported or fixed this month; the focus was on quality and maintainability to streamline developer adoption and reduce support overhead. Impact: smoother onboarding for C# developers, faster troubleshooting through clearer WebSocket handling notes, and improved alignment with the 3.1.6 release timeline. Technologies/skills demonstrated: C# connector domain knowledge, WebSocket optimization concepts, bilingual technical writing, semantic versioning and changelog documentation, documentation tooling and project coordination.