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전세계 검증 소스를 매일 정리한 AI 리서치. 커뮤니티 글의 검증 재료가 됩니다.

AI 리서치Tools · 7분 읽기

OpenCode 전환 후 /code-review · /security-review 공백: opencode-power-pack의 SKILL.md 포팅 구조와 도입 조건

Anthropic 공식 Claude Code 플러그인의 code-review, security-review, feature-dev는 OpenCode에서 그대로 동작하지 않는다. opencode-power-pack은 이 워크플로우들을 OpenCode 네이티브 SKILL.md 포맷으로 번역하고, ~/.config/opencode/opencode.json 한 줄 설정으로 11개 스킬을 적재한다.
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AI 리서치Tools · 8분 읽기

guard-skills: Claude Code diff에 catch-all 오류·환각 import·HPOS 패턴을 잡는 5개 리뷰 Skill

guard-skills는 Claude Code, Codex, Cursor가 생성한 코드·테스트·문서에 second-pass 리뷰를 수행하는 5개 Skill 패키지입니다. clean-code-guard는 GitClear·USENIX 연구에 근거한 14가지 AI 실패 패턴을 검사하고, woo-guard는 AI가 반복 생성하는 pre-HPOS WooCommerce 코드 패턴을 직접 겨냥합니다.
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AI 리서치Tools · 7 min read

baoyu-design: What Changes When You Run claude.ai/design Locally in Claude Code

baoyu-design ports the claude.ai/design methodology to Claude Code by detecting the agent environment at runtime and loading a tool substitution table from `references/claude.md`. The design system pipeline — `compile-design-system.mjs` produces static lint config, `import-design-system.mjs` generates a token allowlist as `_ds_prompt.md` — enforces the same constraint at two layers. Neither is optional if you want session-to-session consistency.
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AI 리서치Tools · 8 min read

CI Smoke Tests for MCP Servers with k6

A small k6/x/mcp workflow shows how to prove an MCP server starts, lists tools, returns expected JSON, and fails CI before an agent depends on it.
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AI 리서치Workflows · 9 min read

Agent Flow Makes Agent Traces Reviewable

Agent Flow is worth saving as an observability article: it turns Claude Code and Codex sessions into traces a reviewer can inspect before trusting the final patch.
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AI 리서치Tools · 8 min read

Large MCP Inputs Need an Artifact Boundary

The right lesson is not a token-saving trick. It is an MCP interface pattern: upload large files out of band, validate them server-side, and pass only an artifact ID through the model.
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AI 리서치Workflows · 9 min read

When a Claude Code File Hook Should Die

The useful story is not a markdown hook that saves tokens. It is a 228-run retraction that teaches Claude Code teams when a hook should be killed, narrowed, or replaced by one instruction.
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AI 리서치Deep Dives · 13 min read

Claude Code Onboarding From Task Loops to MCP Policy

The repo is worth saving because it gives teams an onboarding system from the first task loop through Skills, subagents, hooks, and MCP.
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AI 리서치Deep Dives · 11 min read

Claude Code From Scratch as an Agent Runtime Map

claude-code-from-scratch is worth saving as an agent runtime map: skills, compaction, subagents, worktrees, permissions, and MCP each get a concrete source-backed checkpoint.
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AI 리서치Workflows · 10 min read

Audit mcp-token-saver Before It Gates Claude Code

The rescue angle is simple: real 5h and 7d usage can be a better gate than token estimates, but only if the MCP, prompt protocol, credential path, and stale repo docs are checked first.
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AI 리서치Workflows · 10 min read

Audit Kagi Session2API MCP Before Sharing Account Access

The useful article is not that Kagi search can be made free for MCP clients. It is how to test a session-token MCP without mistaking it for a normal API key.
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AI 리서치Workflows · 11 min read

Claude Code Control Surface Audit

A practical audit turns Claude Code commands, memory, MCP, Skills, settings, and hooks into a runbook a team can verify.
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AI 리서치Tools · 10 min read

Claude Meter's Windows Quota Loop for Claude Code

Claude Meter is not just a taskbar percentage. It is a small local loop: Claude Code credentials, `/api/oauth/usage`, adaptive polling, Windows UI, and conservative failure handling.
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AI 리서치Tools · 10 min read

Clawdmeter's Local Claude Code Telemetry Loop

Clawdmeter is worth rescuing as a source-backed tool review because it exposes a concrete boundary: OAuth token access, rate-limit polling, BLE transport, ESP32 firmware, and hardware maintenance.
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AI 리서치Deep Dives · 10 min read

iai-mcp for Local Agent Memory Boundaries

The useful question is not whether an assistant can remember more. It is whether a developer should let an MCP server capture every turn, store it locally, and inject recall into future sessions.
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AI 리서치Workflows · 9 min read

agent-dispatch as a Cross-Project Claude Code Router

The useful article is not about generic productivity. It is about when cross-repo delegation gives an agent the right local context, and when it only adds cost, risk, and confusion.
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AI 리서치Tools · 9 min read

Foundry Mainnet-Fork Skill for Audit PoCs

The useful article is not about real-time Ethereum testing. It is about using a narrow Claude Code skill to stop agents from writing smart contract PoCs that pass locally but fail to prove the finding.
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AI 리서치Tools · 10 min read

office-oxide-mcp for Local Office/PDF Operations

office-oxide-mcp is worth rescuing as a Claude Code and Codex workflow piece when the focus shifts from Rust speed claims to local document operations with file-scope controls.
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AI 리서치Workflows · 10 min read

Claude Code Runbooks for Permission and Scope Control

ShipWithAI's Claude Code course is worth rescuing when it becomes a set of local team runbooks, not another list of course modules.
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AI 리서치Tools · 9 min read

Claude Usage Dashboard for Local Token Evidence

A serious claude-usage article should drop the unproven spike hook and show how teams can audit Claude Code sessions, token totals, cache behavior, and cap pressure from local logs.
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AI 리서치Tools · 9 min read

Red Hat Evaluator for Skill Triage in Claude Code

Red Hat's evaluator is useful when a Claude Code setup has grown enough that weak instructions, duplicate skills, unsafe hooks, and vague triggers need evidence before the team deletes or rewrites them.
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AI 리서치Tools · 9 min read

CLAUDE.md Architecture Ledger with oop-architect

oop-architect deserves rescue as a practical guide to keeping design intent, implementation status, and Claude Code's working context aligned through CLAUDE.md.
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AI 리서치Tools · 10 min read

Claude Soul Memory Install and Trust Rules

Claude Soul deserves rescue as a field guide for agent memory: install it as a runtime change, verify hooks, separate facts from behavior, and set conflict rules before memory starts steering Claude Code.
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AI 리서치Tools · 11 min read

CodeBurn Cost Review for Codex and Claude Logs

CodeBurn is worth rescuing as an operating guide for AI coding teams: separate exact usage from estimates, inspect Codex and Claude parsers, review waste findings, and turn costs into local policy rather than billing theater.
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AI 리서치Workflows · 10 min read

Using gstack for AI Workflow Boundaries in Claude Code

gstack is worth saving as a source-backed field guide for adopting a full Claude Code workflow stack without confusing skill count, productivity claims, or team hooks with proof of fit.
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AI 리서치Tools · 9 min read

Reviewing Claude Code on Steroids for Runtime Safety

Claude Code on Steroids is worth saving as an adoption audit for serious skill packs: inspect the installer, pinning model, startup hook, token dashboard, test scripts, and rollout path before use.
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AI 리서치Tools · 9 min read

Runtime Contracts in Codex Skill Catalogs

AI Research Skills is worth saving as a source-backed field guide for building serious Claude Code and Codex skill catalogs, not as a generic research automation story.
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AI 리서치Tools · 8 min read

Use budget-aware-mcp as a Codex Context Gate

The useful story is not a benchmark headline. It is a local MCP server that helps Codex choose source files before spending context on full reads.
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AI 리서치Workflows · 8 min read

Use Unity Claude Template as an Agent Workbench

Unity Claude Template is worth saving as a field guide for teams that want Claude Code to operate inside Unity without turning the editor into an unbounded file-editing target.
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AI 리서치Tools · 8 min read

Review Agent Logs with claude-replay

claude-replay is not a code-review engine. It is a practical way to turn messy agent transcripts into a reviewable, redacted artifact.
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AI 리서치Workflows · 9 min read

Implement Worker-Model Delegation with Claude Code

Claude Coworker deserves publication as a bounded delegation pattern for Claude Code, not as a guaranteed cost-saving trick.
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AI 리서치Tools · 9 min read

Read Stacklit Before Your Agent Reads Files

Stacklit is worth saving as a tool review when the article explains the generated index, MCP surface, freshness contract, and adoption boundary.
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AI 리서치Workflows · 9 min read

Run AIS-OS as a Claude Code Operating System

AIS-OS is worth saving as a field guide for Claude Code operators who need context, connections, capability planning, and a cadence before they add more agents.
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AI 리서치Workflows · 10 min read

Run Claude Agent Tools in Vercel Sandbox

Vercel Sandbox is useful for Claude Managed Agents when the team reviews the webhook control plane, snapshot runner, network policy, and credential brokering together.
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AI 리서치Tools · 10 min read

OpenAPI-to-MCP Without Tool Sprawl

Agentify can turn OpenAPI into runnable MCP code and agent-facing files. The real adoption rule is narrower: parse first, generate a small surface, inspect handlers, prune risky endpoints, and test one safe tool.
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AI 리서치Deep Dives · 10 min read

Make Claude Team Memory Reviewable

claude-teams-brain combines Claude Code hooks, SQLite/FTS5, MCP command-output filters, and reviewable memory commands. The useful question is not whether agents remember more, but whether the team can trust what gets injected.
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AI 리서치Workflows · 10 min read

Run Parallel Agents in Git Worktrees

parallel-agent-worktree-skill is worth saving as an operating guide for Codex and Claude Code teams that want multiple agents without letting them trample the same checkout.
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AI 리서치Deep Dives · 10 min read

Audit MCP Tool Risk with AgentSeal

AgentSeal can give Claude Code and Codex users a source-backed way to inspect MCP configs, poisoned tool descriptions, skill files, prompt probes, registry signals, and local agent paths before adopting a new tool.
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AI 리서치Workflows · 10 min read

Test the Facts Your Agents Read with ctxharness

ctxharness turns selected claims in agent instruction files into repo checks: paths, package scripts, versions, rule globs, hooks, token budgets, and stale context signals.
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AI 리서치Workflows · 9 min read

Use Vibe Coding Security as a Pre-Launch Gate

Vibe Coding Security is worth saving because it gives Claude Code and Codex users concrete pre-launch checks: RLS SQL, NEXT_PUBLIC_ bundle scans, prompt-injection searches, rate-limit review, and React XSS inspection.
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