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出力とツールトレースの差分によるエージェントサイレントリグレッションの検出

エージェントの動作をスナップショット化し、出力とツール呼び出しパスを比較。モデルやプロンプトの変更による静かな挙動変化があった場合にリリースをブロックします。

出力とツールトレースの差分によるエージェントサイレントリグレッションの検出 とは？

このスキルは、CIパイプライン内でエージェントの出力とツール呼び出しトレースを差分比較することで、サイレントリグレッションを自動検出するためのものです。開発者がLLMベースのエージェントに対してモデルやプロンプトの変更を行った際、意図せず出力結果やツール選択パターンが変わる「静かな回帰」が発生することがあります。本来は手動でのレビューや広範なテストが必要ですが、本スキルではeval-viewツールを使って事前に定義したテストシナリオを実行し、最新の出力と過去のベースラインを差分として取得。統計的評価やドリフト検出を加え、精度の高い判定を行います。サポートプラットフォームはPythonベースの環境、CIランナー、ローカルシェル、および対応するエージェントスタックです。メトリクスとしての「DIFF」「DRIFTING」「INVESTIGATE」ステータスを用い、チーム全体へのダイジェスト配信まで一貫したワークフローを提供します。

対応~Claude Code~Codex CLI~Cursor
npx skills add https://github.com/agentskillexchange/skills/tree/main/skills/catch-silent-agent-regressions-by-diffing-outputs-and-tool-traces-in-ci-with-eval-view
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このエージェントスキルを事前に読み込んだ状態で新しいチャットを開きます。

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ドキュメント

CIにおけるeval-viewを使った出力とツールトレースの差分によるサイレントエージェントリグレッションの検出

エージェントの動作をスナップショット化し、出力とツール呼び出しパスを比較。モデルやプロンプトの変更が静かに挙動を変えたときにリリースをブロックします。

前提条件

Python環境、eval-viewのインストール、再現可能なエージェントシナリオまたはテスト、CIランナーまたはローカルシェル、テスト対象のサポート対象エージェントスタック

インストール

基本的な使い方と開始手順:

  • ループが閉じる: 検出 → 調査 → グレーデッド判定 → 隔離ガバナンス → ブロードキャスト。起動し、進捗を確認し、ドリフトでトリアージし、check --statisticalで確認し、チームはダイジェストを確認します…

  • | 📉 DRIFTING | 信頼度（低/中/高）で傾向がスライド | evalview drift <test> を実行 |

  • | 🔎 INVESTIGATE | 判定レイヤーが統計的リプレイを要求 | evalview check --statistical 5 を実行 |

  • ソース: https://github.com/hidai25/eval-view

  • 上流ドキュメントから抽出: https://raw.githubusercontent.com/hidai25/eval-view/HEAD/README.md

ドキュメント

ソース

Individual skills in this repo

This repo contains 20 individual skills — each has its own dedicated page.

Academic Paper Citation Network Mapper

Builds citation networks from Semantic Scholar API and CrossRef DOI metadata. Visualizes paper influence graphs using NetworkX, identifies seminal works, and tracks research lineage across fields.

ACF Custom Fields REST Exposer

Exposes Advanced Custom Fields data through the WordPress REST API using register_rest_field and acf_format_value. Handles repeater fields, flexible content layouts, and gallery fields with proper serialization.

ACF Extended for Advanced Custom Fields Workflows

An ASE skill built around ACF Extended, the WordPress enhancement suite for Advanced Custom Fields that adds field types, admin improvements, front-end forms, options pages, and developer tooling. It is a practical fit for agents working inside complex WordPress content models and custom field workflows.

ACF to Gutenberg Block Migrator

Converts Advanced Custom Fields field groups into native Gutenberg blocks using the ACF Block API v2 and @wordpress/scripts build pipeline. Maps ACF repeaters, groups, and flexible content to InnerBlocks and block attributes with server-side rendering via acf_register_block_type().

Activepieces Open Source Workflow Automation

Activepieces is an open-source, self-hostable workflow automation platform with 200+ integrations. It provides a visual builder for creating automated workflows and exposes all its connectors as MCP servers for AI agent use.

ActivityWatch Cross-Platform Automated Time Tracker and Producti

ActivityWatch is a privacy-first, open-source automated time tracker that records application usage, browser activity, and AFK status across Windows, macOS, and Linux. With 16k+ GitHub stars, it provides detailed productivity analytics without sending data to external servers.

act Local GitHub Actions Runner

act is an open-source CLI tool that runs GitHub Actions workflows locally using Docker, enabling fast feedback on workflow changes without pushing to GitHub. It is a standard tool for local Actions development and testing.

Add a browser review checkpoint before risky agent actions with

Use AgentClick when an agent should pause before risky commands, plans, drafts, or code changes so a human can inspect, edit, approve, or reject them in a purpose-built browser UI.

Add Claude design-system and accessibility workflows with UX/UI

Use UX/UI Agent Skills when Claude should generate tokens, component specs, accessibility audits, and framework-specific UI code from a repeatable design workflow.

Add executable smoke tests for shell scripts and CLIs before ref

Use Bats-core when an agent needs to turn fragile shell scripts or command-line workflows into something it can verify repeatedly after edits. The agent writes focused Bash tests for success paths, failure paths, and output contracts, then runs them locally or in CI before a refactor, release, or incident fix goes out.

Add graph-backed memory and context retrieval to agent workflows

Use Cognee to ingest project knowledge into graph and vector memory so agents can retrieve durable context across sessions and workflows.

Add IDE-style semantic code navigation and symbol-safe refactors

Give a coding agent symbol-aware lookup, cross-file rename, and structural edit tools before it starts making brittle text-only changes.

Add managed long-term memory to LangGraph agents with LangMem

Give LangGraph agents memory management and search tools so they can store, retrieve, and update durable facts across sessions.

Add multimodal lifelong memory to MCP and Python agents with Sim

Use SimpleMem to store, compress, index, and retrieve text or multimodal memories for agents through MCP or Python integrations.

Add persistent project memory and hook-driven synthesis with Cla

Keep Claude Code sessions grounded in prior decisions, project context, and daily handoff notes instead of starting from zero every time.

Add Postgres-native vector retrieval to agent and RAG workflows

Store embeddings beside application data in Postgres, create vector indexes, and query nearest neighbors for semantic search, RAG, recommendations, or agent memory retrieval.

Address GitHub PR review comments from the current branch with g

Find the open PR for the current branch, gather unresolved review comments, and drive a focused comment-resolution workflow with gh-authenticated context.

Add runtime guardrails to TypeScript agents with VoltAgent

Use VoltAgent to intercept, validate, and enforce input/output policies in TypeScript agent workflows.

Add temporal context memory to agent workflows with Zep

Use Zep as an external context layer for agents that need to store events, assemble temporal graph context, and retrieve relevant memory before model calls.

Adobe Firefly API Batch Image Generator

Calls Adobe Firefly

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