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COMPARE/CODE & DEVELOPMENT/BLACKBOX AI · WINDSURF
CODE & DEVELOPMENT · HEAD TO HEAD● YOU PICK THE WINNER
BLACKBOX AIvsWindsurf
Two tools. Verified data. Side by side. Everything on this page is vendor-sourced and dated. We don't pick a winner. That's your call. Use the Lens to apply your own criteria.
BLACKBOX AI
Starts at$10/mo
Free planNo
Plans4 tiers
Features7 features
Integrations9 native
PlatformsWeb · Mac · Windows · Linux · Chrome · API · Slack
MCP serverYes
Windsurf
Starts at$20/mo
Free planYes
Plans5 tiers
Features11 features
Integrations6 native
PlatformsMac · Windows · Linux · JetBrains
MCP serverNo
● THE LENS · YOUR COMPARISON · YOUR WINNER
Build the lens. Watch it lean.
Your criteria. Your weighting. Your verdict. Pick your axes and watch the data respond. You decide what's best for you, not us.
PRESETS
Based on your selections, the data leans this way, scroll down to read more.
AXES · 7 · PICK ANY
ALL TOOLS UPDATED 2026.05.01
CAPABILITIES
Where they overlap, where they don't
Functional roles from both tools, split by coverage. The corners are where the two tools become different products.
Only BLACKBOX AIRoles covered exclusively by this tool.
1- Technical Writer
Both3 of 4 roles in the verified union.
3- Code Writer
- Code Reviewer
- Test Writer
Only WindsurfRoles covered exclusively by this tool.
0- —
ROLE COVERAGE···
PLAN LADDER
Every plan, mapped to one ladder
Both tools laid out by ascending monthly cost. Expand any plan to see what's included.
AT A GLANCE
More comparable fields
Every data point from both tools, side by side. Nothing hidden, nothing weighted.
FACT
Category
Code & Development
Code & Development
Starting Price
$10/mo
$20/mo
Pricing Model
Paid
Freemium
Plans
4 tiers
5 tiers
Free Plan
No
Yes
Free Trial
No
No
Platforms
Web · Mac · Windows · Linux · Chrome · API · Slack
Mac · Windows · Linux · JetBrains
Top Features
7 features
11 features
Integrations
9 native
6 native
Public API
Yes
No
Webhooks (In)
INTEGRATIONS · 14 TOOLS
Integrations from both tools, side by side
Integrations sourced from each tool's own documentation. Where both tools connect to the same app, you see it once. The rest shows where their ecosystems diverge.
BOTH1
8
5UNION14
INTEGRATION
NOTES
Stripe
✓
✓
Both. Requires authentication keys from Stripe account
Airtable
✓
—
Requires authentication keys from Airtable account
Amplitude
✓
—
Requires authentication keys from Amplitude account
Asana
DEEP READ
What it does
Features and capabilities sourced from each tool's own documentation, structured for comparison.
BLACKBOX AI
TOP FEATURES · 7
F01
AI Coding AgentaiAutonomous agent completes fullstack tasks across 35+ IDEs including VSCode, PyCharm, IntelliJ, Android Studio, and Xcode with manual or auto modes.
F02
Security Vulnerability ScanningsecurityAutomatically detects and fixes security vulnerabilities in codebases within minutes, generating detailed plans and implementing patches for each issue found.
F03
Automated Code ReviewanalyticsAgent autonomously reviews code to identify bugs, security vulnerabilities, and performance optimizations, then implements required changes and runs tests.
F04
Codebase OnboardingintegrationGet onboarded on new repositories in minutes with personalized guidance equivalent to a senior engineer, instead of spending hours or days.
F05
Multi-IDE IntegrationintegrationWorks seamlessly with over 35 integrated development environments, reading, writing, editing files, and running terminal commands across different platforms.
F06
Manual and Auto ModesautomationChoose full control with step-by-step approval in Manual Mode or let the agent work autonomously in Auto Mode with detailed planning.
Windsurf
TOP FEATURES · 11
F01
Cascade AI AgentaiCascade combines deep codebase understanding, advanced tools, and real-time awareness of your actions into a collaborative coding partner. It tracks file edits, terminal commands, and conversation history to infer intent and adapt in real time, helping you stay in flow without repeating yourself.
F02
Windsurf TabautomationA predictive multi-action completion system exclusive to the Windsurf Editor. Tab goes beyond autocomplete to move your cursor, import dependencies, and execute complex multi-step edits across files in a single keystroke.
F03
SupercompleteperformanceSupercomplete predicts your next likely action beyond simply inserting the next code token. It reads complex developer workflows before you explicitly request them and completes multi-step operations proactively.
F04
Inline CommandtextPress Cmd+I anywhere in the editor to generate, refactor, or transform code inline using natural language, without switching to a separate chat panel or breaking your current context.
F05
Terminal CommandapiPress Cmd+I in the integrated terminal to issue natural language instructions that run as shell commands. Bridges spoken intent and terminal execution directly within the IDE.
F06
Linter IntegrationsettingsWhen Cascade generates code that fails a linter check, it automatically detects and fixes the errors without manual intervention, ensuring generated code meets the project's quality and style standards.
WHO IT'S FOR
Who each tool is built for
Use cases and fit tags from each tool's own positioning. Match these to your context, not their marketing.
developerDevelopment teams dispatch the same coding task to multiple agents (BLACKBOX, Claude, Codex, Gemini) simultaneously; a chairman LLM evaluates each implementation and routes the best version to the team.
developerSoftware engineering teams use the coding agent to autonomously complete fullstack tasks across diverse IDEs (VSCode, IntelliJ, PyCharm, Xcode) with configurable manual approval or full autonomy.
enterpriseEnterprise organizations with strict code-retention policies use on-premise deployment and training opt-out to ensure submitted code is not used for vendor model training.
Software engineers and developer teamsDevelopers plan and prototype locally with Cascade, then hand off complex tasks to Devin cloud with a single click. The Agent Command Center shows every active session in a Kanban view, local and cloud together. Spaces group all related agent sessions, pull requests, files, and context by project, so switching tasks doesn't reset the AI's understanding of the work.
Enterprise engineering teamsWindsurf is deployed across 59% of Fortune 500 companies for production software development, per windsurf.com/editor. Enterprise teams use FedRAMP High, SSO via SAML, Zero Data Retention, RBAC, and a hybrid deployment option keeping data within the customer's own network. JPMorgan Chase cited it as enabling developers to ramp on new and legacy codebases quickly, in the vendor testimonial on windsurf.com/editor.
KEEP COMPARING
Related comparisons
Other head-to-heads featuring one of these tools.
BROADEN THE SHORTLIST
Alternatives to consider
Other tools in this space, linked to their full profiles.
● FINAL READ · YOUR WINNERYou've seen the data.
You've seen the data.
The decision is yours.
Stackology doesn't review tools. We source, structure, and map them, and hand you the lens. See what fits, build a stack around it, and ship.
No editorial winner. No sponsored placement. No weighted score. The same dataset feeds every comparison page, the canvas, and the stack builder.