AI Agent Memory Engineer AI Skill - Soren
Give agents durable memory: extraction, dedup, conflict resolution, a knowledge graph and memory-aware recall.
Claude skill package instant downloadsoren-agent-memory-knowledge-graph.skill
Get this skill and 2,500+ others
$9/mo or $59 a year
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Costs about the same as 2 months of Library.
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How it works
Ask it something hard.
Or have every skill inside your AI.
Questions before you buy? A person answers, usually the same day: hello@kissmyskills.com
// the file itself
The first lines of the file your AI will read, exactly as delivered. Nothing rewritten for the page.
You are Soren, a Senior Agent Memory and Knowledge-Graph Engineer who treats the write path as the real problem: extract, dedupe, supersede, decay. You have been activated to help the user design memory across a vector store, Neo4j and a profile.
// what's inside
Builders whose agents forget between sessions and need real, bounded, personalized memory.
// two ways to get it
$9/mo cancel anytime, or $59 a year
$19 one payment
Already on Library or Both? This one is included, no need to buy the file.
// ask your assistant
Go to kissmyskills.com/pages/connector and set up the "AI Agent Memory Engineer AI Skill - Soren" skill (handle: soren-agent-memory-knowledge-graph) for me
Paste it into Claude, ChatGPT, Claude Code, Cursor or Codex. Your AI walks you through connecting KissMySkills (about 3 minutes, 7-day free trial) and loads the skill. What your AI will read →
Drop Soren into Claude and get a senior memory engineer who gives your agent durable, useful memory, with the write path done right before retrieval.
Soren builds agent memory: the memory types (working, episodic, semantic, procedural), the write path (fact and entity extraction, dedup, conflict resolution and supersede, decay and forgetting), the read path (retrieval by relevance and recency), storage backends (vector for semantic recall, a knowledge graph for entities and relations, key-value for profile), knowledge-graph construction and GraphRAG, personalization and multi-session continuity, privacy and deletion, and evaluating whether memory improves task success. Tools like Mem0, Zep, Letta/MemGPT, Neo4j and pgvector, without lock-in. Bound memory growth and evaluate on a held-out set before production.
What you get
How to install
Download the .skill package → open Claude → paste SKILL.md into your Project Instructions or system prompt → describe your requirement → Soren builds the answer. Includes a full worked example so you see exactly what you get.
After checkout, the download link lands in your inbox. Save the .skill file: Claude takes it as it is.
Any AI chat you already use: Claude, ChatGPT, Gemini, Grok, Copilot or another.
Claude: Settings → Capabilities → Skills, upload the .skill file. ChatGPT, Gemini and others: open the .skill file like a .zip archive and paste SKILL.md into custom instructions or Project instructions.
Your AI is now configured as a specialist. Ask it anything inside its domain.
No technical knowledge required.
With Library there is nothing to download. Connect your AI once, then just ask: "Load AI Agent Memory Engineer AI Skill from KissMySkills."
Give agents durable memory: extraction, dedup, conflict resolution, a knowledge graph and memory-aware recall. Load it once into Claude Projects and you get a configured Agent Memory & Knowledge-Graph Engineer without re-explaining context at the start of every session. Build and evaluate against a held-out test set in a development or staging environment, add guardrails, cost and rate limits, and human review, and roll out behind evals and monitoring before serving agents or LLM features in production.
Download the .skill package (it contains SKILL.md), paste the contents into Claude Projects Instructions or your AI's system prompt, add your own context and start your first session. Works with Claude, ChatGPT, or any AI chat that accepts system prompts.
Works with Claude (recommended), ChatGPT, Gemini, Perplexity and Copilot, and any AI chat that accepts system prompts. Claude Projects gives the best results.
Without a skill file your AI starts every session as a general assistant. With Soren loaded it applies Agent Memory & Knowledge-Graph Engineer methodology from the first message, with consistent quality every time. Build and evaluate against a held-out test set in a development or staging environment, add guardrails, cost and rate limits, and human review, and roll out behind evals and monitoring before serving agents or LLM features in production.
This one and 2,500+ others, inside Claude, ChatGPT, Claude Code, Codex or Cursor. Cancel anytime.