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PMB vs Zep Memory: Which is Better in 2026?

Choosing between PMB and Zep Memory comes down to understanding what each tool does best. This comparison breaks down the key differences so you can make an informed decision based on your specific needs, not marketing claims.

Bottom line: Zep Memory is our overall pick for AI agents workflows. Pick PMB if you need a fully free option.

··Methodology
Editor reviewed0 verified reviews comparedPricing checked Jul 2026

Short on time? Here's the quick answer

We've tested both tools. Here's who should pick what:

PMB

Local-first AI memory for coding agents. Recall context instantly

Best for you if:

  • • You need something completely free
  • Open-source, local-first memory for AI coding agents that automatically records and recalls context without cloud dependencies
  • Injects relevant lessons, decisions, and project overview before the agent reasons, using sub-millisecond hybrid recall (BM25 + dense vectors + entity graph)

Zep Memory

Build personalized, fast, and reliable AI agents with comprehensive, evolving memory.

Best for you if:

  • Provides comprehensive, evolving memory for AI agents.
  • Unifies chat history, business data, and user interactions into a temporal knowledge graph.
At a Glance
PMBPMB
Zep MemoryZep Memory
Starts at
FreeFree tier available
FreeFree tier available
Best For
AI AgentsAI Agents
Rating
-4.7/5
Free plan
Yes Yes

Choose PMB or Zep Memory?

PMB

Choose PMB if

Local-first AI memory for coding agents. Recall context instantly

  • Fully local and open-source (Apache-2.0) — no data leaves your machine, no API keys needed
  • Works across multiple AI coding agents (advanced models, Cursor, Zed) without losing context
  • Fast hybrid recall (minimal latency) with no LLM call on the read path, keeping latency minimal
  • You want a fully free tool (Zep Memory requires payment)
Zep Memory

Choose Zep Memory if

Build personalized, fast, and reliable AI agents with comprehensive, evolving memory.

  • Significantly improves AI agent accuracy and personalization by providing rich, evolving context.
  • Reduces inference costs and response latency by delivering token-efficient and relevant context.
  • Integrates diverse data sources (chat, business data, user behavior) into a single knowledge graph.
FeaturePMBZep Memory
Pricing ModelFreeFreemium
User RatingNo ratings yet
4.7/5
15 reviews
Categories
AI AgentsDeveloper Tools
AI AgentsDeveloper Tools

In-Depth Analysis

PMBPMB

Local-first AI memory for coding agents. Recall context instantly

Strengths

  • +Fully local and open-source (Apache-2.0) — no data leaves your machine, no API keys needed
  • +Works across multiple AI coding agents (advanced models, Cursor, Zed) without losing context
  • +Fast hybrid recall (minimal latency) with no LLM call on the read path, keeping latency minimal

Weaknesses

  • -Requires initial setup and configuration for each agent (though simplified with pmb connect commands)
  • -Focused on AI coding agents; may not be designed for general AI assistant memory (e.g., chat bots outside coding)

Key features

Automatic memory injection before the model thinks (pre-read) and journaling after actions (post-write)Hybrid recall with BM25, dense vector embeddings, entity graph, and optional reranker fused via Reciprocal-Rank-FusionSub-millisecond async writes: returns instantly to agent, embeds and vector storage happen in background threadMemory scoring: tracks whether each lesson is followed by the agent; flags ignored lessons as deadInteractive local dashboard with entity graph map, timeline (git-graph style), and overviewNo LLM call on the read path; optional summarization and graph extraction can run on local Ollama models
Starts at Free

Zep MemoryZep Memory

Build personalized, fast, and reliable AI agents with comprehensive, evolving memory.

Strengths

  • +Significantly improves AI agent accuracy and personalization by providing rich, evolving context.
  • +Reduces inference costs and response latency by delivering token-efficient and relevant context.
  • +Integrates diverse data sources (chat, business data, user behavior) into a single knowledge graph.
  • +Designed for real-time applications with extremely low retrieval latency (<200ms).
  • +Supports custom graph ontologies for domain-specific memory and improved relevance.

Weaknesses

  • -No explicit free tier mentioned, suggesting it's a paid solution.
  • -Requires integration and setup to connect various data sources.
  • -Complexity of managing and defining custom graph ontologies might require some expertise.

Key features

End-to-End Context EngineeringTemporal Knowledge Graph Construction with Fact InvalidationUnified Data Ingestion (Chat, Documents, JSON, CRM, App Events)Sub-200ms P95 Retrieval LatencyCustomizable Context Blocks for LLMsPersistent Context with Provenance Tracking
Starts at Free

Pricing: PMB vs Zep Memory

PlanPMBZep Memory
Tier 1N/A
Free
Free
Tier 2N/A
$25/month
Flex
Tier 3N/A
$475/month
Flex Plus
Tier 4N/A
Contact Sales
Enterprise

Pricing verified from each vendor's public pricing page. Compare in detail on PMB pricing and Zep Memory pricing.

Who Should Use What?

On a budget?

PMB is free. Zep Memory is freemium.

Go with: PMB

Want the highest-rated option?

Zep Memory is rated 4.7/5. PMB has no ratings yet.

Go with: Zep Memory

Value user reviews?

PMB: no ratings yet. Zep Memory: 15 reviews (4.7/5).

Go with: Zep Memory

3 Questions to Help You Decide

1

What's your budget?

PMB is free. Zep Memory is freemium. Go with PMB if free matters most.

2

What's your use case?

Both are ai agents tools. Compare their specific features to decide.

3

How important are ratings?

Zep Memory is rated 4.7/5; PMB has no ratings yet.

Key Takeaways

Zep Memory

  • Free tier available
  • Our pick for this comparison

PMB

  • Completely free

The Bottom Line

Zep Memory is our pick. That said, PMB is free, hard to beat on price.

Frequently Asked Questions

Is PMB or Zep Memory better?

Zep Memory is rated in our evaluation. PMB is free and Zep Memory is freemium.

What are PMB and Zep Memory used for?

PMB: Local-first AI memory for coding agents. Recall context instantly. Zep Memory: Build personalized, fast, and reliable AI agents with comprehensive, evolving memory..

What does PMB cost vs Zep Memory?

PMB is completely free. Zep Memory is freemium (free tier + paid plans). Visit their websites for detailed pricing.

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