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Graphiti を用いた進化する事実からのエージェントメモリ用テンポラルコンテキストグラフの構築

エージェントがフラットなチャンクや会話履歴だけではなく、何が、いつ、どのソースエピソードから生成されたかを追跡する長期記憶を必要とする場合に Graphiti を使用します。

Graphiti を用いた進化する事実からのエージェントメモリ用テンポラルコンテキストグラフの構築 とは？

このスキルは、AIエージェントに対して、進化する事実から時間的なコンテキストグラフを構築し、長期記憶として利用する方法を提供します。従来の単純なチャンクや会話履歴の保存とは異なり、事実がいつ、どのように変化したか、そしてどのソースエピソードから生成されたかを正確に追跡できます。これにより、エージェントは時間の経過に伴う知識の変化を理解し、より正確で文脈に沿った応答が可能になります。主に Python、TypeScript、Go SDK をサポートし、Neo4j、FalkorDB、Kuzu、Amazon Neptune などのグラフデータベースおよび OpenSearch Serverless をバックエンドとして利用します。Graphiti ライブラリをインストールし、OpenAI API キーを設定することで、すぐに使用を開始できます。

対応~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
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お気に入りのAIに質問する

このエージェントスキルを事前に読み込んだ状態で新しいチャットを開きます。

OpenAIChatGPTClaudeClaudeGeminiGeminiGrokGrokPerplexityPerplexityDeepSeekDeepSeek

ドキュメント

Graphiti を用いた進化する事実からのエージェントメモリ用テンポラルコンテキストグラフの構築 は何をしますか？

エージェントがフラットなチャンクや会話履歴だけではなく、何が、いつ、どのソースエピソードから生成されたかを追跡する長期記憶を必要とする場合に Graphiti を使用します。

前提条件

Python 環境、Graphiti ライブラリ、Graphiti のドキュメントに従ったバックエンドのグラフ/データベースコンポーネント、エピソードを取り込みメモリをクエリできるエージェントアプリケーション。

インストール

環境に合わせて、上流のインストール手順またはセットアップパスを使用してください:

  • 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]

上流からの要件と注意事項:

  • | 検索とパフォーマンス | 事前設定済みで本番環境対応、スケール時200ms未満のパフォーマンス | カスタム実装が必要、パフォーマンスはセットアップに依存 |
  • | 開発者ツール | グラフ可視化、デバッグログ、APIログを備えたダッシュボード、Python・TypeScript・Go向けSDK | 独自ツールの構築が必要 |
  • Python 3.10 以上

基本的な使用法またはスタートガイド:

ドキュメント

ソース

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.

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act Local GitHub Actions Runner

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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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