Side-by-side

SuperCompress vs Windsurf

SuperCompressWindsurf

Bottom line: SuperCompress for developers cutting LLM API costs; Windsurf for software developers who want AI agents integrated into a real IDE.

	SuperCompress Query-aware prompt compression that cuts LLM input tokens by roughly 60% before inference. Visit	Windsurf Windsurf (now rebranded as Devin Desktop) is an AI-powered coding IDE that manages local and cloud agents for software development Visit
Votes	0	0
Pricing	Freemium	Freemium
Category	Coding	Coding
Tags	llmdeveloper-toolscost-optimization	write-code
Best for	Developers cutting LLM API costs RAG pipelines with oversized retrieved context Teams running coding agents	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
Pros	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 Runs on CPU with no GPU or model download (~60ms per compression)	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. Strong enterprise posture with SAML/OIDC SSO
Cons	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 so aggressive settings can drop context that later turns out to matter Text-only: it does not compress image or audio context	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. Reliance on the proprietary Devin Cloud and SWE models for the fullest experience creates some platform lock-in for teams that standardize on it.

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