{"slug":"smixs-skill-conductor","name":"Skill Conductor","description":"A meta-skill that creates, evaluates, and improves other AI agent skills with multiple modes and evidence-based validation.","long_description":"<p align=\"center\">\n  <img src=\"assets/conductor.png\" alt=\"Skill Conductor\" width=\"100%\">\n</p>\n\n# Skill Conductor\n\n> A skill that creates, evaluates, and improves other skills. Meta-level.\n\n[![Release](https://img.shields.io/github/v/release/smixs/skill-conductor)](https://github.com/smixs/skill-conductor/releases)\n[![License: MIT](https://img.shields.io/badge/License-MIT-blue.svg)](LICENSE)\n[![Install](https://img.shields.io/badge/install-npx%20skills%20add-black)](https://skills.sh)\n[![Claude Code](https://img.shields.io/badge/Claude%20Code-plugin-d97757)](https://code.claude.com/docs/en/plugins)\n\nArchitecture-first skill lifecycle: **design → build → test → evaluate → package**.\n\nMost skill tools jump straight to \"write SKILL.md.\" Conductor makes you choose the architecture first — because rewriting a wrong pattern costs more than writing it right.\n\n## Install\n\n```bash\n# skills.sh — installs into ~/.claude/skills\nnpx skills add smixs/skill-conductor\n```\n\n```bash\n# Claude Code plugin\n/plugin marketplace add smixs/skill-conductor\n/plugin install skill-conductor@smixs\n```\n\n<details>\n<summary><strong>v3.2.0 — Evidence-based upgrade: form-matching, judge calibration, pressure testing</strong></summary>\n\n- **Principle #10: Match the form to the failure** — classify the baseline failure before writing a rule; prohibitions bulletproof discipline failures but measurably backfire on shaping failures (obra/superpowers wording tests + Guardrails polarity data). Plus: no nuance clauses, exemption clauses don't scope.\n- **Critique-before-verdict judges** — all three eval agents (grader, comparator, bineval) now write the detailed evidence critique BEFORE committing to the 1/0 verdict, with a borderline few-shot example in each (Hamel Husain's judge methodology).\n- **Threshold-blind judging** — the BinEval judge no longer computes the overall score or the GATE; the orchestrator aggregates. A judge that knows the bar is biased toward it.\n- **Automatic cross-family judge calibrati","tagline":"Architecture-first skill lifecycle for AI agents. 6 modes: CREATE / IMPROVE / VALIDATE / REVIEW / OPTIMIZE / PACKAGE. BinEval binary scoring with threshold-blind, cross-family-calibrated judges, gated self-update loop, pressure testing, 10 authoring principles grounded in empirical research.","category":"utility","tags":["skill-management","meta-skill","agent-development","lifecycle","evaluation"],"author":"smixs","verified":true,"attribution":{"status":"community_indexed","statusLabel":"Community indexed","shortLabel":"COMMUNITY INDEXED","sourceLabel":"OpenAgentSkill auto-indexer","sourceDetail":"smixs/skill-conductor","creatorName":"smixs","creatorUrl":"https://github.com/smixs","sourceUrl":"https://github.com/smixs/skill-conductor","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/smixs-skill-conductor#claim-this-skill","claimCta":"Claim this skill","trustNote":"This listing was indexed from public sources and is not marked official until a maintainer claim is approved.","publicNote":"Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals."},"stats":{"stars":133,"forks":15,"downloads":0,"rating":0,"review_count":0,"quality_score":57.64},"quality":{"score":93,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"133","tone":"neutral"},{"label":"Freshness","value":"1d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"MIT","tone":"neutral"}],"warnings":[]},"trust":{"version":"trust-score-v5","score":80,"base_score":85,"outcome_confidence":0,"tier":"strong","label":"Review then install","summary":"Good shortlist signal, but the agent should review audit notes, install policy, and outcome evidence before running it.","recommendedAction":"Use as the primary candidate after human or sandbox review.","decision":{"install_policy":"human_review_before_install","auto_install_allowed":false,"human_review_required":true,"sandbox_first":true,"agent_action":"Ask for approval or run a sandbox-only trial before installing.","reasoning":["80/100 Trust Score v5","85/100 Trust Score v4 baseline","Needs more real agent outcomes before unattended install","Install path is available","Low metadata risk"],"review_required_when":["The workspace contains production secrets, payments, private customer data, or irreversible actions.","The install command requests shell, network, credential, database, or broad filesystem access.","Outcome evidence is missing, recently failed, or required human review.","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"]},"dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":62,"weight":0.13,"status":"info","detail":"133 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":57,"weight":0.08,"status":"warn","detail":"133 stars, 15 forks; 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