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pumaDB

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AI agent memory, simplified. No database admin needed

From $99/mo flat, billed monthly
Paid Developer Tools Data & Databases AI Agents
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Tracked since 2026

The Bottom Line

Price
From $99/mo flat, billed monthly. Compare plans

Key facts

  • Provides a memory API for AI agents to store and retrieve JSON data.
  • Offers both hosted MCP for agents and a REST API for server-side applications.
  • Simplifies memory management with built-in versioning, limits, and natural editing capabilities.

Pros

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

Cons

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

What is pumaDB?

pumaDB provides a specialized API for AI agents to store and retrieve structured memory, eliminating the need for developers to set up and manage traditional databases. It allows agents to remember facts, settings, task states, and other JSON records across sessions, making their interactions smarter and more consistent. The service offers both a hosted Managed Connector Protocol (MCP) for direct agent integration and a REST API for server-side applications. Designed for simplicity and agent-specific use cases, pumaDB supports various memory types like user preferences, project conventions, and research clippings. It includes built-in safety features such as scoped table limits, rate limits, and automatic version history, ensuring memory is manageable and reviewable. This tool is ideal for developers building AI agents or applications that require lightweight, durable, and easily accessible memory without the overhead of database administration.
Data compiled by Toolradar Pricing checked · How we evaluate
Source pumadb.ai

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)
  • Natural edits for plain-language memory updates
  • Viewer links for large text or result sets

Pricing Plans

Pricing checked Oct 17, 2026. Source: pumadb.ai/pro, read Oct 17, 2026

pumaDB plans and prices, checked October 2026
Plan Price Details
Organization Pro

$99 / month per organization

  • Shared agent memory for a whole organization
  • Common tables for team memory
  • 50 shared company tables
+12 more
  • 2,500 rows per organization table
  • 250 MB organization storage
  • 128 KB max organization JSON row
  • 20 private tables per user
  • 1,000 rows per personal table
  • 25 MB personal storage per user
  • 64 KB max personal JSON row
  • Supports up to 100 users per organization
  • Admin and member roles
  • Hosted MCP and REST
  • Same operational behavior as Personal
  • Version history and links
View full pricing

Is pumaDB worth the price?

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.

It's a fair entry-level price for small teams that want shared agent memory without database administration, best for early-stage AI startups or small development teams.

Full pumaDB pricing: every plan, hidden costs and alternatives

How pumaDB's pricing compares

pumaDB starts at $99/mo flat for the whole organisation. Its direct competitors are priced on a different basis (per user, or in another currency), so each entry price below is shown with its own unit and currency and is not ranked against the others.

pumaDB
$99/mo flat, whole organisation, billed monthly
LangChain
$39/mo, billed monthly
Zep Memory
$25/mo, billed monthly
IgnitionRAG
€99/mo

Entry paid plan, monthly price (billing term shown per row), in each tool's own currency. Pricing checked Oct 17, 2026.

Email me when pumaDB changes its price

One email per change, found on the vendor's own pricing page. Unsubscribe any time.

pumaDB by the numbers

pumaDB compared with 565 Data & Databases tools on Toolradar, as of Oct 2026
Metric pumaDB Peer median Position (1 is best)
Free plan No 66% have one n/a
Listed as an alternative to 2 tools 2 #242 of 565 (joint)

Each position is counted among the tools that have data for that row, as noted under it. All Data & Databases data · How we compute this. Advertising and placement fees are not inputs to any position.

Cite this: Toolradar, “pumaDB by the numbers”, Oct 2026.

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Best pumaDB Alternatives

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Still deciding?

Most buyers shortlist 2 or 3 tools before committing. Pull a side-by-side comparison or browse the full alternatives shortlist below.

All pumaDB alternatives 6+ tools ranked, pricing + verdict per pick pumaDB vs LangChain Head-to-head: features, pricing, who wins pumaDB vs Weavable Head-to-head: features, pricing, who wins pumaDB vs Momento Head-to-head: features, pricing, who wins

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pumaDB FAQ

How does pumaDB simplify memory management for AI agents?

pumaDB provides a specialized API for AI agents to store and retrieve structured memory, eliminating the need for developers to set up and manage traditional databases. It allows agents to remember facts, settings, task states, and other JSON records across sessions, making interactions smarter and more consistent.

Which teams would benefit most from using pumaDB?

Teams building AI agents or applications that require lightweight, durable, and easily accessible memory without the overhead of database administration will find pumaDB most beneficial. It is designed for developers who need to integrate agent memory simply and efficiently.

How does pumaDB compare to Zep Memory?

pumaDB focuses on providing a specialized API for AI agent memory, simplifying integration and eliminating database administration, whereas Zep Memory also offers memory solutions for AI applications. pumaDB supports various structured memory types and includes built-in safety features like scoped table limits and automatic version history.

What kind of data can pumaDB store for AI agents?

pumaDB is designed to store structured memory specifically as JSON records. This includes various memory types relevant to agent operations, such as user preferences, project conventions, and research clippings, allowing agents to retain context and learn over time.

Does pumaDB include a free tier?

Yes, pumaDB is available on a free tier. Paid plans are offered for users who require more usage and additional features beyond what the free tier provides.

What are the main limitations of pumaDB's memory storage?

pumaDB's memory storage is deliberately small and explicit, meaning it might not be suitable for very large data storage needs. Additionally, it focuses specifically on JSON records, which limits the storage of other data types.

Can pumaDB be integrated into existing server-side applications?

Yes, pumaDB offers both a hosted Managed Connector Protocol (MCP) for direct agent integration and a REST API for server-side applications. This dual access provides flexibility for developers to integrate memory management into various parts of their AI ecosystems.

Source: pumadb.ai

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