Firecrawl vs PMB: 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 Firecrawl and PMB side by side. This page compares data; it is not a hands-on review.
On the data: On the data below the two are close or not directly comparable, so we do not name a winner for this pair.
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:
Firecrawl
Turn websites into LLM-ready data for your AI applications.
Best for you if:
- • You want provides clean, LLM-ready data for AI applications
PMB
Local-first AI memory for coding agents. Recall context instantly
Best for you if:
- • You want a fully free tool (Firecrawl requires payment)
| At a Glance | Firecrawl | PMB |
|---|---|---|
Starts at | Free plan, paid from $16/mo, billed monthly Hobby plan | Free 100% free |
Category | Developer Tools Data & Databases | Developer Tools Data & Databases |
Rating | 4.8/5 SourceForge 4.9 · G2 4.5 48 reviews | n/a |
Free plan | Yes | Yes |
Watch out for | Overage fees for extra credits can add up. | n/a |
Choose Firecrawl or PMB?
Choose Firecrawl if
- You want provides clean, LLM-ready data for AI applications
- You want high reliability, covering 96% of the web
Choose PMB if
- You want a fully free tool (Firecrawl 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
In-Depth Analysis
Firecrawl
Turn websites into LLM-ready data for your AI applications.
Firecrawl's pricing is quite fair, especially for the lower tiers, offering good value for developers and small businesses.
Watch out
Overage fees for extra credits can add up.
Strengths
- Pro: Provides clean, LLM-ready data for AI applications
- Pro: High reliability, covering 96% of the web
- Pro: Exceptional speed for real-time applications
- Pro: Open-source and developer-friendly with multiple integration options
- Pro: Offers a free tier for trying out the service
Weaknesses
- Con: Credit-based pricing model might require careful usage monitoring
- Con: Advanced AI Agent feature is currently in preview with dynamic pricing
Key features
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
Plans and prices: Firecrawl vs PMB
| Tool | Plans and prices | Source |
|---|---|---|
| Firecrawl |
| firecrawl.dev/pricing read Oct 22, 2026 |
| PMB | No plan prices on file | pmbai.dev |
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 Firecrawl pricing and PMB pricing.
Key Takeaways
Firecrawl
- Choose if you want turn websites into LLM-ready data for your AI applications
PMB
- Choose if you want local-first AI memory for coding agents. Recall context instantly
What the data shows
On the data below the two are close or not directly comparable, so we do not name a winner for this pair.
- Only Firecrawl has a published user rating (4.8/5 from 48 reviews); PMB has none we can show.
- Firecrawl starts at $16/mo, billed monthly; PMB has no public paid plan price on file.
- Both have 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 Firecrawl and PMB compare in 2026?
On the data below the two are close or not directly comparable, so we do not name a winner for this pair. Only Firecrawl has a published user rating (4.8/5 from 48 reviews); PMB has none we can show. Firecrawl starts at $16/mo, billed monthly; PMB has no public paid plan price on file. Both have a free plan.
What are Firecrawl and PMB used for?
Firecrawl: Turn websites into LLM-ready data for your AI applications. PMB: Local-first AI memory for coding agents. Recall context instantly.
What does Firecrawl cost vs PMB?
Firecrawl's cheapest paid plan is Hobby at $16/mo, billed monthly; it also has a free plan. PMB is free. Prices read on the vendors' pricing pages, latest check Oct 22, 2026.
What's the main difference between Firecrawl and PMB?
Firecrawl's main strength: provides clean, LLM-ready data for AI applications. PMB's main strength: fully local and open-source (Apache-2.0), no data leaves your machine, no API keys needed.