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PMB vs pumaDB: Pricing and Ratings Compared (2026)

Entry prices and free plans as read on each vendor's pricing page, and user ratings as published on review sites, for PMB and pumaDB side by side. This page compares data; it is not a hands-on review.

On the data: On the data below, PMB leads on a free plan. We do not name an overall winner for this pair.

Data comparison compiled by Toolradar, not hand-reviewed Methodology
Data comparison Pricing checked Oct 17, 2026

Short on time? Here's the quick answer

Based on published vendor pricing and features and on public review data, here's who should pick what:

PMB

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

Best for you if:

  • • You want a fully free tool (pumaDB requires payment)

pumaDB

AI agent memory, simplified. No database admin needed

Best for you if:

  • • You want eliminates the need for manual database setup and management for agent memory
At a glance: PMB vs pumaDB
At a Glance
PMB PMB
pumaDB pumaDB
Starts at
Free 100% free
From $99/mo flat, billed monthly Organization Pro plan
Category
Developer Tools Data & Databases
Developer Tools Data & Databases
Rating
n/a n/a
Free plan
Yes No

Choose PMB or pumaDB?

PMB

Choose PMB if

  • You want a fully free tool (pumaDB requires payment)
  • You want fully local and open-source (Apache-2.0), no data leaves your machine, no API keys needed
  • You want works across multiple AI coding agents (advanced models, Cursor, Zed) without losing context
pumaDB

Choose pumaDB if

  • You want eliminates the need for manual database setup and management for agent memory
  • You want simplifies integration with AI agents via hosted MCP

In-Depth Analysis

PMB PMB

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

Strengths

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

Weaknesses

  • Con: Requires initial setup and configuration for each agent (though simplified with pmb connect commands)
  • Con: 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-Fusion Sub-millisecond async writes: returns instantly to agent, embeds and vector storage happen in background thread Memory scoring: tracks whether each lesson is followed by the agent; flags ignored lessons as dead Interactive local dashboard with entity graph map, timeline (git-graph style), and overview No LLM call on the read path; optional summarization and graph extraction can run on local Ollama models

pumaDB pumaDB

AI agent memory, simplified. No database admin needed

Good value

At $99/month for up to 100 users, pumaDB's Organization Pro is very affordable per seat, but the 250 MB shared storage and 2,500-row limits are tight for teams with larger memory needs.

Strengths

  • Pro: Eliminates the need for manual database setup and management for agent memory.
  • Pro: Simplifies integration with AI agents via hosted MCP.
  • Pro: Provides built-in safety and reviewability for agent memory with versioning and limits.
  • Pro: Supports various types of structured memory relevant to agent operations.
  • Pro: Offers both agent-facing and server-side API access for flexibility.

Weaknesses

  • Con: Memory storage is deliberately small and explicit, which might not suit very large data storage needs.
  • Con: Rate limits could be restrictive for applications requiring very high-frequency writes or reads per key.
  • Con: Focuses specifically on JSON records, limiting other data types.

Key features

Hosted Managed Connector Protocol (MCP) endpoint for agents REST API for server-side applications Durable storage for JSON records (facts, state, settings, scratchpads) Automatic version history for updates and deletes (last 10 versions for 30 days) Scoped table limits (20 tables, 1,000 rows per table) Per-key rate limits (30 writes/min, 60 reads/min)

Plans and prices: PMB vs pumaDB

Plans and prices of PMB and pumaDB, as read on each vendor's pricing page. Each plan keeps its own billing unit.
Tool Plans and prices Source
PMB No plan prices on file pmbai.dev
pumaDB
  • Organization Pro: $99/mo flat, billed monthly
pumadb.ai/pro read Oct 17, 2026

Prices as read on each vendor's own pricing page on the date shown. Plans are listed per tool and are not matched against the other tool's plans: a plan name or price in one column says nothing about the same row in the other. Details on PMB pricing and pumaDB pricing.

Key Takeaways

PMB

  • Has a free plan

pumaDB

  • Choose if you want AI agent memory, simplified. No database admin needed

What the data shows

On the data below, PMB leads on a free plan. We do not name an overall winner for this pair.

  • pumaDB starts at $99/mo flat, billed monthly; PMB has no public paid plan price on file.
  • Only PMB has a free plan.

Criteria: user rating (only above 20 reviews on both sides, gap of 0.2 or more), entry price (only on the same billing basis), free plan. How we rate

Frequently Asked Questions

How do PMB and pumaDB compare in 2026?

On the data below, PMB leads on a free plan. We do not name an overall winner for this pair. pumaDB starts at $99/mo flat, billed monthly; PMB has no public paid plan price on file. Only PMB has a free plan.

What are PMB and pumaDB used for?

PMB: Local-first AI memory for coding agents. Recall context instantly. pumaDB: AI agent memory, simplified. No database admin needed.

What does PMB cost vs pumaDB?

PMB is free. pumaDB's cheapest paid plan is Organization Pro at $99/mo flat, billed monthly. Prices read on the vendors' pricing pages, latest check Oct 17, 2026.

What's the main difference between PMB and pumaDB?

PMB's main strength: fully local and open-source (Apache-2.0), no data leaves your machine, no API keys needed. pumaDB's main strength: eliminates the need for manual database setup and management for agent memory.

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