Communitygithub.com

Graphiti로 변화하는 사실로부터 에이전트 메모리용 시간적 컨텍스트 그래프 구축

평평한 청크나 채팅 기록 대신, 어떤 사실이 언제, 어떤 에피소드에서 변경되었는지 추적하는 장기 메모리가 필요할 때 Graphiti를 사용하세요.

Graphiti로 변화하는 사실로부터 에이전트 메모리용 시간적 컨텍스트 그래프 구축란 무엇인가요?

이 스킬은 AI 에이전트가 장기 메모리를 시간적 컨텍스트 그래프 형태로 구축하고 관리할 수 있게 해줍니다. Graphiti는 단순히 사실을 저장하는 대신, 각 사실이 어떤 소스 에피소드로부터 생성되었고, 언제 변경되었는지를 추적합니다. 이는 평평한 텍스트 청크나 채팅 기록 저장 방식과는 달리, 에이전트가 시간에 따른 사실의 진화 과정을 이해하고 활용할 수 있도록 합니다. Python 환경에서 Graphiti 라이브러리를 설치하고, Neo4j, FalkorDB, Kuzu, Amazon Neptune과 같은 그래프 데이터베이스와 OpenAI API를 결합하여 사용합니다. 이 스킬은 특히 동적으로 변화하는 지식 베이스가 필요한 고급 에이전트 시스템에 적합하며, 변경 이력을 기반으로 한 질의 응답, 상태 추적, 의사 결정에 활용될 수 있습니다.

지원 대상~Claude Code✓Codex CLI~Cursor
npx skills add https://github.com/agentskillexchange/skills/tree/main/skills/build-temporal-context-graphs-for-agent-memory-from-evolving-facts-with-graphiti
원본 보기→모든 스킬 둘러보기

즐겨 사용하는 AI에게 물어보기

이 에이전트 스킬이 미리 로드된 새 채팅을 엽니다.

OpenAIChatGPTClaudeClaudeGeminiGeminiGrokGrokPerplexityPerplexityDeepSeekDeepSeek

문서

Graphiti로 변화하는 사실로부터 에이전트 메모리용 시간적 컨텍스트 그래프 구축은(는) 무엇을 하나요?

평평한 청크나 채팅 기록 대신, 어떤 사실이 언제, 어떤 에피소드에서 변경되었는지 추적하는 장기 메모리가 필요할 때 Graphiti를 사용하세요.

전제 조건

Python 환경, Graphiti 라이브러리, Graphiti 문서에 따른 백엔드 그래프/데이터베이스 구성 요소, 에피소드를 수집하고 메모리를 질의할 수 있는 에이전트 애플리케이션이 필요합니다.

설치

환경에 맞는 업스트림 설치 또는 설정 경로를 사용하세요:

  • docker run -p 6379:6379 -p 3000:3000 -it --rm falkordb/falkordb:latest
  • pip install graphiti-core
  • uv add graphiti-core
  • pip install graphiti-core[falkordb]

업스트림의 요구 사항 및 주의 사항:

기능Graphiti EnterpriseGraphiti Community
검색 및 성능사전 구성된 프로덕션 준비 검색, 대규모에서 200ms 미만 성능사용자 정의 구현 필요, 성능은 설정에 따라 다름
개발자 도구그래프 시각화, 디버그 로그, API 로그가 포함된 대시보드; Python, TypeScript, Go용 SDK자체 도구 구축 필요
  • Python 3.10 이상

기본 사용법 또는 시작하기 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

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