SuperCompress
coding
Query-aware prompt compression that cuts LLM input tokens by roughly 60% before inference.
Pricing
Free plan
Rating
—
Votes
0
Head-to-head comparison
SuperCompress vs Windsurf
Compare SuperCompress and Windsurf side by side across pricing, features, ratings, pros, cons, best-fit use cases, and alternatives.
Windsurf
coding
Windsurf (now rebranded as Devin Desktop) is an AI-powered coding IDE that manages local and cloud agents for software development
Pricing
Free plan
Rating
—
Votes
0
Feature comparison
Feature
SuperCompress
Windsurf
Category
coding
coding
Pricing
Free plan
Free plan
Free plan
API access
Mobile app
Browser extension
Team collaboration
Custom training
Self-hosted option
Offline mode
Multi-language support
SuperCompress pros and cons
Open source under the MIT license and free to self-host
Genuine free tier: 1M tokens/month with no credit card
Cheap
transparent usage pricing at $0.30 per 1M tokens
Early-stage project with a small team and limited independent track record
Headline compression (~58-82%) and >98% retention figures are vendor-reported and benchmark-dependent
Compression is lossy
Windsurf pros and cons
Combines a genuine full IDE — syntax highlighting, autocomplete, and debugging — with agent orchestration, so developers can trace and review every change rather than blindly accepting AI output.
Unlimited inline edits and tab completions on every tier, including the free plan, lower the barrier to everyday AI-assisted editing.
Broad model flexibility on paid plans, with first-class support for OpenAI, Claude, and Gemini frontier models plus the proprietary SWE 1.6 and open-source options.
The agent command center gives a clear board/list view of running, in-review, and completed tasks, making it practical to delegate and supervise multiple agents at once.
The credit-and-quota usage model makes spending harder to predict; heavy users can exceed included allowances and pay extra at API pricing, with cost-per-message varying by model and task complexity.
The agent-fleet workflow introduces a learning curve, and getting good results depends on writing precise prompts and managing context carefully.
The recent rebrand from Windsurf to Devin Desktop and absorption into Cognition's ecosystem means branding, plans, and features are in flux, requiring users to verify current details.
Which one should you choose?
Best overall signal
SuperCompress
Selected using Toolglade popularity signals such as views and votes.
Best value signal
SuperCompress
Selected using free-plan availability and engagement signals.
Best for
SuperCompress
- Reducing LLM API costs
- RAG context compression
- Coding agent context
- Long chat histories
- Developers cutting LLM API costs
Windsurf
- Software developers who want AI agents integrated into a real IDE
- Engineering teams looking to orchestrate multiple coding agents
- Power users who delegate large coding tasks to cloud agents
- Enterprises needing SSO
- VPC deployment, and centralized controls
FAQ
Is SuperCompress better than Windsurf?
It depends on your use case. Compare category fit, pricing, feature availability, and ratings before choosing.
Which tool has a free plan?
SuperCompress and Windsurf offer a free plan based on current Toolglade data.
Where can I find alternatives?
View SuperCompress alternatives or view Windsurf alternatives.