Overview
Stride and pumaDB serve fundamentally different but complementary roles in the AI-powered software development ecosystem. Stride is an AI-native workspace that replaces the traditional toolchain (Jira, Confluence, Miro, TestRail, etc.) with a single connected graph where stories, diagrams, tests, and releases live together. Its AI works inside your real project data and plugs into Claude Code and Codex over MCP, enabling end-to-end delivery from planning to shipping.
pumaDB, on the other hand, is a lightweight durable memory store for AI agents. It solves the problem of agents forgetting context between sessions, tools, or chats. Instead of setting up a database, vector store, or custom RAG stack, developers can connect pumaDB via hosted MCP or REST API and start storing JSON rows immediately. It's designed for agent memory persistence, not project management.
Feature Comparison
| Feature | Stride | pumaDB |
|---|---|---|
| Primary Purpose | AI-native software delivery OS | Durable memory for AI agents |
| Target Users | Software engineering teams | AI agent developers, chatbot builders |
| Core Architecture | Connected graph of delivery artifacts | Lightweight JSON row store |
| AI Integration | Built-in AI + MCP for Claude Code/Codex | Hosted MCP + REST API |
| Memory/Context | Workspace-scoped, full project context | Per-key, per-table memory with version history |
| Setup Time | Under 2 minutes | Seconds |
| Data Model | Stories, diagrams, tests, defects, releases | Skills, conventions, preferences, research, task state |
| Governance | RBAC, audit log, cost caps | Account limits, rate limits, version history |
| Pricing | $9-$29/seat/month | Not disclosed (likely free/usage-based) |
Pricing
Stride offers a tiered per-seat pricing model. The basic plan starts at $9/seat/month, but most teams choose Stride Pro at $29/seat/month. A credit card is required, and you can cancel anytime. The company provides an ROI calculator showing potential savings from replacing multiple tools.
pumaDB does not publicly list pricing on its website. Given its lightweight nature, it likely offers a free tier with usage limits and paid upgrades for higher capacity. Users should check the official documentation for current pricing.
Pros and Cons
Stride
Pros:
- Replaces 7+ tools with one integrated platform
- AI works with real project data, not just chat snippets
- Connected graph ensures changes propagate across all artifacts
- Fast setup (under 2 minutes) with imports from Jira, Linear, GitHub
- Enterprise-grade RBAC, audit log, and cost controls
Cons:
- Pricing per seat can add up for large teams
- May be overkill for small projects or non-software teams
- Requires team-wide adoption to realize full value
pumaDB
Pros:
- Extremely simple setup – no database or infrastructure needed
- Works with any MCP-compatible agent (ChatGPT, Claude, Codex)
- Version history and natural language edits make memory management easy
- Lightweight and focused – does one thing well
- Safety rails prevent runaway memory usage
Cons:
- Limited to memory storage – no project management or delivery features
- Account limits (20 tables, 1000 rows, 25 MB) may constrain larger use cases
- No built-in AI generation or workflow automation
- Pricing unclear – may not scale cost-effectively
Verdict
Choose Stride if you need an all-in-one AI-native workspace for software delivery, replacing multiple tools with a connected graph and AI that understands your full project. Choose pumaDB if your primary need is simple, durable memory for AI agents across sessions, without the overhead of a full project management platform. Both serve different layers of the AI stack: Stride for the delivery OS, pumaDB for agent memory persistence.
pumaDB
Stride