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에이전트 워크플로우에 그래프 기반 메모리 및 컨텍스트 검색 추가

Cognee를 사용하여 프로젝트 지식을 그래프 및 벡터 메모리에 저장한 후, 에이전트가 여러 세션과 워크플로우에 걸쳐 지속적인 컨텍스트를 검색할 수 있도록 합니다.

에이전트 워크플로우에 그래프 기반 메모리 및 컨텍스트 검색 추가란 무엇인가요?

이 스킬은 AI 에이전트(Claude Code, Cursor, Codex 등)가 작업 중에 프로젝트 지식을 그래프 및 벡터 메모리에 저장하고, 이후 세션이나 워크플로우가 변경되어도 일관된 컨텍스트를 검색할 수 있도록 해주는 Cognee 기반 통합을 제공합니다. 개발자는 Python 환경에서 Cognee를 설치하고, LLM 제공자(OpenAI, Anthropic 등) 자격 증명과 선택적으로 그래프/벡터 데이터베이스 백엔드를 구성하여 사용할 수 있습니다. Claude Code의 경우 공식 플러그인을 통해 네이티브 통합이 가능하며, 다른 에이전트에서는 Cognee API를 직접 호출하거나 SDK를 사용하여 구현할 수 있습니다. 이 스킬의 주요 이점은 에이전트가 '영구적인 기억'을 갖게 되어 이전 대화나 작업 컨텍스트를 잊지 않고, 복잡한 다단계 작업을 더 정확하고 효율적으로 수행할 수 있다는 점입니다.

지원 대상✓Claude Code~Codex CLI~Cursor
npx skills add https://github.com/agentskillexchange/skills/tree/main/skills/add-graph-backed-memory-and-context-retrieval-to-agent-workflows
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문서

에이전트 워크플로우에 그래프 기반 메모리 및 컨텍스트 검색 추가은(는) 무엇을 하나요?

Cognee를 사용하여 프로젝트 지식을 그래프 및 벡터 메모리에 저장한 후, 에이전트가 여러 세션과 워크플로우에 걸쳐 지속적인 컨텍스트를 검색할 수 있도록 합니다.

사전 요구 사항

Python, Cognee, LLM 제공자 자격 증명, 선택적 그래프/벡터 데이터베이스 백엔드

설치

사전 요구 사항: Python 3.10 ~ 3.14.

uv 또는 pip를 사용하여 Cognee를 설치합니다.

  • uv pip install cognee
  • pip install cognee

Claude Code 영구 메모리의 경우, 공식 문서에서는 Cognee 통합 플러그인 설치를 안내합니다.

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 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

Adobe Photoshop API Batch Processor

Automates image editing workflows via the Adobe Photoshop API (Firefly Services). Supports smart object replacement, action playback, and PSD layer manipulation at scale.

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