Review code changes in Memgraph's storage layer, including MVCC, concurrency patterns, WAL, recovery, DDL operations, index/constraint management, delta chains, and skip list operations. Invoke for pull requests or changes to src/storage/v2/.
Run rsyslog's local, threat-model-aware security delta review for a PR candidate, create a digest-bound local receipt, or resolve one independently confirmed candidate. Use for $rsyslog-security-pr-review, SECURITY REVIEW, SECURITY RESOLVE candidate-id, and FINISH on code PR work.
Orchestrate long-running rsyslog issue-fix sessions with a rolling active set of work units, local issue cache use, separate worktrees, full validation gates, PR babysitting, merged-PR cleanup, and automatic refill until the selected issue class is exhausted.
Triage rsyslog GitHub issues one issue or cluster at a time, classify stale and current reports, draft or post closure comments, and maintain a local evidence board.
Use when installing, configuring, deploying, or troubleshooting Klag — the Kafka consumer lag exporter (docker, Helm, ArgoCD/Flux, native image), connecting its MCP endpoint to an AI client, or interpreting its metrics (lag, lag velocity, hot partitions, commit staleness, retention risk). Biases towards retrieval from…
Set up end-to-end Change Data Capture (CDC) pipelines on Confluent Cloud using Debezium source connectors, Flink for transformation, and Tableflow for data lake integration. Supports JSONSR, Avro, and Protobuf formats. Handles schemaless topics (plain JSON without SR) and multi-event topics. This skill handles the…
Use when the user wants to integrate a Kafka client into an existing application or scaffold a Java Kafka client project (Maven or Gradle based) for Confluent Cloud, local Docker, or WarpStream. Covers the Apache Kafka Java clients (KafkaProducer/KafkaConsumer/KafkaShareConsumer) with Avro, JSON Schema, or Protobuf…
Use when the user wants to build a Python Kafka producer or consumer, add Schema Registry to existing Python code, migrate from raw JSON to schema-backed serialization, or scaffold a confluent-kafka-python project for Confluent Cloud, local Docker, or WarpStream. Also use when user wants to optimize Python Kafka…
Guides creation of ChatGPT Apps with interactive widgets using OpenAI Apps SDK and MCP servers. Use when building ChatGPT custom apps with visual UI components, embedded widgets, or rich interactive experiences. Covers widget architecture, MCP server setup with FastMCP, response metadata, and Developer Mode…
Recognize, diagnose, and mitigate patterns of context degradation in agent systems. Use when context grows large, agent performance degrades unexpectedly, or debugging agent failures.
Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.
Maintain and extend the dockndevai MCP server suite (mcp-keycloak, mcp-kubernetes, mcp-oci, mcp-kafka, mcp-clickhouse, mcp-debezium, mcp-azure, mcp-azure-devops, mcp-percona-pg). Use when adding or changing a tool, touching the security/policy layer, bumping dependencies, cutting a release, or publishing to npm or an…