evaluator
claudeEvaluator-optimizer pattern: adversarial review, verification gates (TaskCompleted), static analysis, postmortems, reference-fidelity check, self-evolution proposal assessment.
14 skills · 1 agent · hooks
Execution trace collection, analysis, and harness evolution. Stores structured JSONL traces for pattern detection and failure-driven improvement. Feeds /evolve as a proposal source, plus per-session clarification-waste analysis.
Plugin traces from marketplace forge-studio in ArtMin96/forge-studio. Commands read from the repo's manifest — 1 month ago.
This plugin runs code on your machine — its hooks fire automatically on events like tool use. The exact commands are listed below; read them before installing.
failure-attributeUse when a regression appears — a test that passed last week now fails, behavior changed unexpectedly, or you need to know which change introduced the problem before choosing a rollback target. Walks recent manifest entries in reverse-chronological order, re-runs each entry's declared verifier_oblig
reasoning-tiltUse when you want to detect whether a session's command and output text is leaning toward forward-looking framing ("next", "let me try", "plan to") vs. history-following framing ("blocked", "failed", "can't"). Scores a JSONL trace file with a forward/history lexical ratio and flags sessions that hav
trace-clarificationUse when the user wants to know how often clarification arrives mid-trajectory and how much pre-clarification work gets wasted. Computes the pre-clarification action ratio per session from JSONL traces — the fraction of bash and file events that occurred before the first follow-up user turn.
trace-compileCompile raw JSONL traces from `.claude/traces/` into structured summary and error views.
trace-evolveAnalyze execution traces to cluster failure patterns and propose harness improvements (rules, hooks, skills).
trace-reviewAnalyze recent execution traces to find recurring patterns, failures, and optimization opportunities.
trace-statsUse when the user wants a fast numeric summary of recent sessions — command counts, error rates, files modified, average tokens per turn — without the cost of full pattern analysis. Runs against `.claude/traces/*.jsonl` and returns a one-screen table.
bash ${CLAUDE_PLUGIN_ROOT}/hooks/collect-user-turn.sh
bash ${CLAUDE_PLUGIN_ROOT}/hooks/collect-bash-trace.sh
bash ${CLAUDE_PLUGIN_ROOT}/hooks/collect-file-trace.sh
bash ${CLAUDE_PLUGIN_ROOT}/hooks/collect-failure-trace.sh
bash ${CLAUDE_PLUGIN_ROOT}/hooks/log-stop-failure.sh
bash ${CLAUDE_PLUGIN_ROOT}/hooks/session-summary.sh
Evaluator-optimizer pattern: adversarial review, verification gates (TaskCompleted), static analysis, postmortems, reference-fidelity check, self-evolution proposal assessment.
14 skills · 1 agent · hooks
Hook-driven agentic workflow orchestrator. Automatic routing (shell or LLM-hybrid), sprint-contract enforcement, TDD loop, session bootstrap, handoff nudges. Self-evolution SEPL loop (propose/assess/commit/rollback) over versioned resources. Composes agents/evaluator/context-engine/memory rather than duplicating them.
11 skills · hooks
Multi-agent decomposition: planner/generator/reviewer pipeline triad with tool-isolated capability boundaries, plus a read-only researcher for pre-planning investigation. Includes /worktree-team for physical worktree isolation, directory-ownership enforcement (opt-in), and output-schema checks on generator exit.
5 skills · 4 agents · hooks
Codebase health scanning: documentation drift, registration gaps, convention violations, stale memory, HARNESS_SPEC invariant compliance. /validate-marketplace performs pre-commit mechanical correctness checks (distinct from /entropy-scan). /startup-profile reports SessionStart hook latency. /policies-list prints the cross-plugin enforcement registry (FS01–FS42).
8 skills · hooks
Self-evolution boundary: change-manifest writer, evolution-history ledger, session-digest, auto-tune-skill outer loop, controllability invariant (POLICY.md).
8 skills · hooks
Context management: progressive pressure tracking, drift detection, edit safety, large-file warnings, plan mode hooks, MCP monitoring, prompt budget awareness, failure-escalation with safe-mode flag.
6 skills · hooks
Plugin analytics: hooks $.telemetry's two events, so a plugin logs an event or marks a feature's use as a first-party row, sent in batches with the session's own credential.
Structured logging, distributed tracing, and metrics — correlate agent swarm activity with application telemetry
2 skills · 1 command · 1 agent
Install the "AAS Data Analytics & Business Intelligence" workflow plugin from Agentic Awesome Skills.
16 skills
Code intelligence powered by a knowledge graph. Provides execution flow tracing, blast radius analysis, and augmented search across your codebase.
12 skills · 1 MCP server · hooks
Transform Claude into an Azure expert. This plugin integrates the Azure MCP server and specialized Azure skills to move beyond generic advice. It enables Claude to perform real-world tasks: listing resources, validating deployments, diagnosing infrastructure issues, and optimizing costs across 50+ Azure services.
44 skills · 1 MCP server
Independent auditing for AI agents, open source. Claude discovers your setup, confirms the cost, and audits your agent against the one question other tools skip: is it doing the job it's supposed to do, given your business rules and org structure? Test any model (Anthropic, OpenAI, Gemini, Azure, Bedrock, …) graded by self, one independent judge, or a cross-vendor panel; each provider is billed to its own account via a key in your settings, never the command line. Results render as an interactive artifact (with a static-report fallback).
1 skill · hooks
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