Detect failure patterns in agentic coding sessions — spec drift, silent failures, sycophantic confirmation, agentic loops, context degradation, and premature completion. Automatic detection via PreCompact/Stop/PostToolUse hooks plus on-demand /health-check, /drift-report, and /loop-detect commands.
npx claudepluginhub nbkm8y5/claude-plugins --plugin agentic-watchdogCompare current implementation against spec artifacts — requirement-by-requirement alignment check
Run an on-demand session health audit — checks for spec drift, sycophantic confirmation, agentic loops, context degradation, silent failures, and premature completion
Analyze recent tool calls for repetition patterns — detect agentic loops and suggest alternative approaches
Spec-vs-code alignment specialist for detecting implementation drift. <example> User: Check if our code still matches the spec Use: Yes — compare implementation files against spec artifacts for alignment <commentary>User wants spec compliance check. The drift-detector reads both specs and code to find divergence.</commentary> </example> <example> User: Are we still on track with the requirements? Use: Yes — verify current implementation covers all specified requirements <commentary>User wants a requirements coverage check. The drift-detector builds an alignment matrix from spec to code.</commentary> </example> <example> User: Write a new feature for user authentication Use: No — this is feature implementation, not drift detection <commentary>Route to feature development. The drift-detector only compares existing code against specs.</commentary> </example> <example> User: Something feels off with the session quality Use: No — general session health concern, route to watchdog-analyst <commentary>The drift-detector only handles spec-vs-code alignment. For broader session health, use the watchdog-analyst agent.</commentary> </example>
Deep session health analysis when something feels wrong. <example> User: Something seems off with this session, can you check? Use: Yes — perform deep analysis of conversation patterns for failure indicators <commentary>User suspects quality issues. The watchdog-analyst reviews the full session for all 6 failure patterns.</commentary> </example> <example> User: I feel like we're going in circles Use: Yes — analyze recent tool calls for loop patterns and context degradation <commentary>User detects a potential agentic loop. The watchdog-analyst checks for repeated edits, retried commands, and oscillation patterns across the full session.</commentary> </example> <example> User: Fix this bug in the authentication module Use: No — this is a debugging task, not a session quality concern <commentary>Route to systematic-debugging or feature development, not watchdog analysis.</commentary> </example> <example> User: Add a new endpoint to the API Use: No — this is a feature implementation request <commentary>Route to feature development. The watchdog-analyst only diagnoses session quality, not implementation tasks.</commentary> </example>
Comprehensive skill pack with 66 specialized skills for full-stack developers: 12 language experts (Python, TypeScript, Go, Rust, C++, Swift, Kotlin, C#, PHP, Java, SQL, JavaScript), 10 backend frameworks, 6 frontend/mobile, plus infrastructure, DevOps, security, and testing. Features progressive disclosure architecture for 50% faster loading.
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