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Adversarial Refutation Engine. Shared blind-refuter protocol that removes self-preferential bias from evaluative skills — the producer of a finding can't be its own fair judge.
The Complete AI Development Toolkit for Claude Code. 106 skills, 36 agents, 171 hooks. Install `ork` for stable (v9.x), or `ork-alpha` for the v10 line, which ships daily.
This repository also configures its own agents. See what orchestkit tells them →
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Adversarial Refutation Engine. Shared blind-refuter protocol that removes self-preferential bias from evaluative skills — the producer of a finding can't be its own fair judge.
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Anti-Sycophancy Response Protocol. Prevents performative agreement that buries critical findings.
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Status: confirmed CC 2.1.81–2.1.143 · upstream bug filed anthropics/claude-code#60155 · prior incident orchestkit#1629.
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Chart Encoding Standard. Governs the DATA-MARK layer of every chart OrchestKit emits (playground, dashboard, infographic, MCP visual, multi-surface). ork does not own chart color science — it rents it from CC's /dataviz. The difference between an accessible, validated chart and an eyeballed rainb...
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Code Quality Thresholds. Keep functions under 50 lines.
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Docstring Standards. All public functions (no prefix) should have """docstring""" documentation.
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Evidence Replay Gate. Producer findings in evaluative pipelines are inadmissible until the orchestrator has deterministically replayed their cited evidence, so hallucinated citations never reach a verdict, score, or report.
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License Compliance. When installing new dependencies, check their license before adding to production projects.
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Playground Visual Standard. Governs the visual quality of every playground OrchestKit emits. The difference between a considered product demo and a generic AI dashboard is the specific values in this file.
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Shared Cross-Cutting Rules. Cross-cutting evidence requirements for all skill completion claims.
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Shell Count Correctness. Counting lines or files in shell is the most common thing our audit and telemetry scripts do, and every recipe below has already shipped a wrong number in this repo. A count that is silently low reads as a passing gate.
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Untrusted Input Quarantine. Prompt-injection defense for skills that read GitHub issue/PR/CI content — separate the agent that READS untrusted text from the agent that ACTS.
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Verification Gate. Prevents premature completion claims across all skills.
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Visual Style — ASCII Art and Emoji Usage. OrchestKit leans into ASCII art and semantic emojis for visual scanability — but only with a fixed vocabulary, only where they earn their keep, and never where they break greppability, byte budgets, or accessibility.
At most 3 mods per repository are shown here, and a mod shipped inside a plugin is left to that plugin's page — the rest are on their repository pages: