Communitygithub.com

출력 및 도구 호출 추적 비교를 통한 에이전트 회귀 탐지

에이전트 동작을 스냅샷으로 저장하고, 출력 및 도구 호출 경로를 비교하여 모델이나 프롬프트 변경으로 인해 조용히 동작이 달라지는 회귀를 CI에서 차단합니다.

출력 및 도구 호출 추적 비교를 통한 에이전트 회귀 탐지란 무엇인가요?

이 스킬은 AI 에이전트의 동작을 스냅샷으로 저장하고, 변경 전후의 출력 결과와 도구 호출(tool call) 경로를 비교하여 '조용한 회귀(silent regression)'를 탐지합니다. 모델이나 프롬프트가 변경되었을 때 에이전트가 눈에 띄지 않게 다른 방식으로 동작하거나 예상치 못한 부작용을 일으키는 문제를 조기에 발견할 수 있습니다. eval-view 도구를 기반으로 하며, Python 환경에서 CI/CD 파이프라인(예: GitHub Actions, 로컬 셸)에 통합하여 사용할 수 있습니다. 개발자는 `evalview drift`, `evalview check --statistical` 등의 명령어로 경향 분석 및 통계적 재현을 수행하고, 탐지된 회귀를 등급화된 신뢰도(low/med/high)로 평가하여 릴리스를 차단하거나 대시보드에서 팀과 공유할 수 있습니다.

지원 대상~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
원본 보기→모든 스킬 둘러보기

즐겨 사용하는 AI에게 물어보기

이 에이전트 스킬이 미리 로드된 새 채팅을 엽니다.

OpenAIChatGPTClaudeClaudeGeminiGeminiGrokGrokPerplexityPerplexityDeepSeekDeepSeek

문서

출력 및 도구 호출 추적 비교를 통한 에이전트 회귀 탐지 (CI + eval-view)

에이전트 동작을 스냅샷으로 저장하고, 출력 및 도구 호출 경로를 비교하여 모델이나 프롬프트 변경으로 인해 조용히 달라지는 동작을 차단합니다.

전제 조건

Python 환경, eval-view 설치, 반복 가능한 에이전트 시나리오 또는 테스트, CI 러너 또는 로컬 셸, 테스트 대상 지원 에이전트 스택

설치

기본 사용 또는 시작하기 참고:

  • 루프 종료: 탐지 → 조사 → 등급화된 판정 → 격리 및 거버넌스 → 브로드캐스트. 일어나서 진행 상황을 확인하고, 표류(drift)로 분류한 후, check --statistical로 확인하며, 팀은 다이제스트를 확인합니다...

  • | 📉 DRIFTING | 등급화된 신뢰도(낮음/중간/높음)로 추세가 하락 | evalview drift <test> 실행 |

  • | 🔎 INVESTIGATE | 판정 계층이 통계적 재현을 요구 | evalview check --statistical 5 실행 |

  • 출처: https://github.com/hidai25/eval-view

  • 업스트림 문서에서 추출: https://raw.githubusercontent.com/hidai25/eval-view/HEAD/README.md

문서

출처

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

관련 스킬

steipete/video-frames

Extract frames or short clips from videos using ffmpeg.

community

steipete/summarize

Summarize or transcribe URLs, YouTube/videos, podcasts, articles, transcripts, PDFs, and local files.

community

openclaw/openclaw

Use when testing, fixing, or extending the OpenClaw Control UI GUI with Vitest + Playwright end-to-end checks, mocked Gateway WebSocket flows, mocked dashboard runs, screenshots/videos, or agent-verifiable browser proof.

community

obra/superpowers

Obra superpowers agent skills.

community

affaan-m/ECC

See, Understand, Act on video and audio. See- ingest from local files, URLs, RTSP/live feeds, or live record desktop; return realtime context and playable stream links. Understand- extract frames, build visual/semantic/temporal indexes, and search moments with timestamps and auto-clips. Act- transcode and normalize (codec, fps, resolution, aspect ratio), perform timeline edits (subtitles, text/image overlays, branding, audio overlays, dubbing, translation), generate media assets (image, audio...

community

affaan-m/everything-claude-code

End-to-end marketing campaign planning and execution. Covers audience research, positioning, campaign angle definition, landing page copy, email sequences, social posts, ad copy, short-form video scripts, and content calendars. Use as the orchestration layer for multi-channel product launches. Use when planning or executing a multi-channel product launch, or producing landing page, email, social, or ad copy.

community