evaluator
claudeEvaluator-optimizer pattern: adversarial review, verification gates (TaskCompleted), static analysis, postmortems, reference-fidelity check, self-evolution proposal assessment.
14 skills · 1 agent · hooks
Auto-install rtk-ai/rtk (Rust token killer) on first session and register its global Bash rewrite hook. Second SessionStart hook surfaces a remediation warning when the binary is missing or unhealthy. Opt-out: FORGE_RTK_DISABLED=1.
Plugin rtk-optimizer 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.
W=${CLAUDE_PLUGIN_ROOT}/diagnostics-lib/time-hook.sh; H=${CLAUDE_PLUGIN_ROOT}/hooks/rtk-bootstrap.sh; if [ -x "$W" ]; then bash "$W" rtk-optimizer SessionStart bash "$H"; else bash "$H"; fi
W=${CLAUDE_PLUGIN_ROOT}/diagnostics-lib/time-hook.sh; H=${CLAUDE_PLUGIN_ROOT}/hooks/rtk-healthcheck.sh; if [ -x "$W" ]; then bash "$W" rtk-optimizer SessionStart bash "$H"; else bash "$H"; fi
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
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.
7 skills · hooks
Agents for data engineering, machine learning, and AI development
12 agents
Shunts I/O-heavy work to AiKA modes to save tokens. Hooks block large file reads and redirect to bulk-reader/code-writer scripts backed by the Portal CLI.
2 skills · hooks
Token Optimizer for Claude Cowork — full skills + Cowork-native hooks (beta). Install THIS in Cowork; the standard token-optimizer entry is for desktop Claude Code.
5 skills · 2 commands · hooks
Context-management workflows for saving, loading, updating, sharing, and auditing Claude Code session memory.
1 skill · 5 commands
Context-window optimization (caching, compression, smart file tooling) as an MCP server + usage skill + auto-optimization hooks.
1 MCP server · hooks
Finish What You Start - Sessions that last, AI that learns, Features that ship. Context engineering + Theory of Mind + Knowledge Graph + Loop Mode + Task Mode. Features Project Knowledge Graph (unified search, experiential memory), unified workflow orchestration, auto-update on session start, ToM-based verification checkpoints, bilateral modeling, quality detection, enhanced context markers, and Loop Mode. 92% token reduction with proven strategies. Based on Riedl & Weidmann 2025 Human-AI Synergy research.
33 skills · 6 agents · hooks
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