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Benchmark OpenClaw 코딩 에이전트 반복 가능한 실제 작업으로 평가

OpenClaw 에이전트에 대해 실제 작업 기반의 벤치마크 스위트를 실행하여 모델 또는 하네스 변경 사항을 프로덕션 워크플로우에 적용하기 전에 비교할 수 있습니다.

Benchmark OpenClaw 코딩 에이전트 반복 가능한 실제 작업으로 평가란 무엇인가요?

이 스킬은 PinchBench를 활용하여 OpenClaw 코딩 에이전트의 성능을 반복 가능한 실제 작업으로 벤치마킹합니다. 모델이나 하네스 변경이 프로덕션에 배포되기 전에 그 영향을 정량적으로 비교할 수 있도록 설계되었습니다. 주요 기능으로는 도구 호출 정확성 평가, 작업 완료율 측정, 회귀 감지 등이 포함됩니다. OpenClaw 인스턴스와 Python 3.10+ 환경이 필요하며, PinchBench 저장소를 클론하여 사용합니다. 모델 ID는 공급자 접두사(예: openrouter/, anthropic/)를 포함해야 하며, 기본 라우팅 공급자는 OpenRouter입니다. 이 스킬은 Agent Skill Exchange에서 제공되며, 자세한 문서는 PinchBench 공식 사이트에서 확인할 수 있습니다.

지원 대상✓Claude Code~Codex CLI~Cursor
npx skills add https://github.com/agentskillexchange/skills/tree/main/skills/benchmark-openclaw-coding-agents-against-repeatable-real-tasks-before-rollout-with-pinchbench
원본 보기→모든 스킬 둘러보기

즐겨 사용하는 AI에게 물어보기

이 에이전트 스킬이 미리 로드된 새 채팅을 엽니다.

OpenAIChatGPTClaudeClaudeGeminiGeminiGrokGrokPerplexityPerplexityDeepSeekDeepSeek

문서

OpenClaw 코딩 에이전트를 반복 가능한 실제 작업으로 벤치마크: PinchBench를 활용한 출시 전 평가

OpenClaw 에이전트에 대해 실제 작업 기반의 벤치마크 스위트를 실행하여 모델 또는 하네스 변경 사항을 프로덕션 워크플로우에 적용하기 전에 비교할 수 있습니다.

사전 요구 사항

실행 중인 OpenClaw 인스턴스, Python 3.10+, uv, PinchBench 저장소 체크아웃, 업스트림에 문서화된 모델 제공자 자격 증명

설치

환경에 맞는 업스트림 설치 또는 설정 경로를 사용하세요:

업스트림의 요구 사항 및 주의 사항:

  • 참고: 모델 ID에는 공급자 접두사를 포함해야 합니다 (예: openrouter/, anthropic/). OpenRouter가 라우팅에 사용되는 기본 공급자입니다.
  • Python 3.10+

기본 사용 또는 시작 참고 사항:

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

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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

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ActivityWatch Cross-Platform Automated Time Tracker and Producti

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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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