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Compare/Devin vs SourceCraft Code Assistant

DevinvsSourceCraft Code Assistant

Generated from the two spec rows. Green marks the better value where a spec has a clear direction. Everything else is just different.

Devin
Cognition · Autonomous SWE
#139MCP
Panel
5.3
7 spec wins
Reliability
5.3
Usefulness
5.8
Cost
4.3
Longevity
5.5

“Replaced ACUs with credits in April 2026, so now the meter runs in a unit you already understand.”

SourceCraft Code Assistant
Yandex · Autonomous SWE
#255
Panel
4.5
0 spec wins
Reliability
4.0
Usefulness
4.7
Cost
4.7
Longevity
4.5

“It creates the task before it does the work, so it now files its own tickets, which is more process rigour than most teams manage.”

Spec by spec

SpecDevinSourceCraft Code Assistant
Architecture
CategoryAutonomous SWEAutonomous SWE
Runscloud, sandbox, localcloud
Platformsweb, macos, linux, windowsweb
Context windownot documentednot documented
Protocols
MCP clientYesNo
MCP serverYesNo
Capabilities
Runs terminal commandsYesNo
Multi-file editsYesYes
Git operationsYesYes
Browser controlYesCloud sessions ship a first-party interactive Browser tool alongside the shell and IDE, with saved browser profiles for authenticated sites (https://docs.devin.ai/work-with-devin/browser-auth). No
Sandboxed executionYesCloud sessions run on a dedicated Devin machine built from environment blueprints and snapshots, and the Devin CLI adds OS-level isolation locally (https://docs.devin.ai/cli/sandbox). No
Multi-agent orchestrationYesNo
Headless / CI modeYesYesThe agent mode prepares a pull request and starts a deployment through the platform's own CI/CD.
Models
BackboneUndisclosed (Cognition-managed models)undisclosed
Bring your own modelNoA cross-provider model picker (`--model` / `/model` / config `agent.model`) selects between Anthropic, OpenAI, Google, Cognition and open-source models, but every one of them is served by Cognition: the CLI model reference documents no API key, base URL, gateway, Bedrock, Vertex or Azure deployment of your own, matching pricing.byok = false. No
Local modelsNoNo base URL, gateway or local endpoint setting exists in the Devin CLI config reference (https://docs.devin.ai/cli/reference/configuration/config-file). No
Cost
Pricing modelmixedmixed
Starts at$20/mon/a
Free tierYesNo
Bring your own keyNoUsage is billed in Cognition ACUs and no LLM provider key can be supplied; Devin Outposts (https://docs.devin.ai/cloud/outposts/overview) only moves session compute onto your own machines. No
Openness
Open sourceNoNo
Licenseproprietaryproprietary
GitHub starsn/an/a

Which one would each critic pick

CriticDevinSourceCraft Code AssistantPick
El Juez——not enough reviews
El Amigo6.35.3Devin — The most complete autonomous stack here, with a cloud VM, browser and pull requests; pay for it if you can hand off whole tickets, not if you want a pair.
El Crítico5.34.8Devin — On-demand credits auto-refill, so an agent that loops spends money with nobody at the keyboard, and the meter is the risk on a tool built to run unattended.
El Profesor5.04.5Devin — Correct architecture, undisclosed models, and one self-reported figure from March 2024 on a quarter of the test set; the claims run two years ahead of the evidence.
La Inversora6.85.8Devin — Well funded, acquisitive, and repricing in public; the Windsurf purchase bought distribution, and the April 2026 plan change says the ACU math was not working.
La Jefa5.83.8Devin — Teams at $80 plus $40 per full seat with shared credits, and Enterprise by quote; the free flex seats are the part finance will like.
El Hacker2.52.8SourceCraft Code Assistant — Proprietary, browser-only, no key of mine, no protocol to speak to, no source to read, and the model is not even named.

Picks are derived from each critic's own scores. Humans vote on matchups on the duels page.

Want a third column? The compare tool handles any two agents. Three-way comparisons are on the roadmap once the spec rows are all verified.