AI Dev Tools & Coding comparison · 2026

Locofy.ai vs Sourcegraph

Compare Locofy.ai and Sourcegraph as AI Dev Tools & Coding tools on fit, pricing, and the capabilities that actually overlap in 2026. Pick Locofy.ai for frontend engineers and design system owners who want signed-off Figma or Penpot screens turned into React or Next.js components instead of hand-coding static UI.. Pick Sourcegraph for teams giving an existing coding agent full-codebase context over MCP so cross-cutting edits do not miss auth middleware, DTOs, or tests and scoping a schema or API change by finding every call site across thousands of repositories before work starts.

Updated Aug 22, 2026

Locofy.ai
locofy.ai

Design to code with AI — turn Figma and Penpot files into frontend code

Starts at $0/month·AI Dev Tools & Coding

Sourcegraph
sourcegraph.com

Complete codebase context for engineers and AI coding agents

Starts at Custom quote (no public pricing page)·AI Dev Tools & Coding

At a glance

Locofy.aiSourcegraph
CategoryAI Dev Tools & CodingAI Dev Tools & Coding
PricingStarts at $0/monthStarts at Custom quote (no public pricing page)
Free tierYesNo
PlatformsWeb, Figma plugin, Penpot plugin, Self-hosted / on-premise, CloudWeb
Suitable forFrontend engineers and design system owners who want signed-off Figma or Penpot screens turned into React or Next.js components instead of hand-coding static UI.Teams giving an existing coding agent full-codebase context over MCP so cross-cutting edits do not miss auth middleware, DTOs, or tests and scoping a schema or API change by finding every call site across thousands of repositories before work starts
Company—Sourcegraph, Inc.
Founded20212013

How they differ

Shared AI Dev Tools & Coding rubric, filled from each listing. Not a score.

Editor

Locofy.aiSourcegraph
Inline code completionNot publishedNot published
Inline editNot publishedNot published
Chat sidebarNot publishedNot published
Repo-aware chatNot publishedYes
Agent / multi-file editsNot publishedYes
Terminal agentNot publishedNot published

Surfaces

Locofy.aiSourcegraph
IDE pluginNot publishedNot published
Standalone IDENot publishedNot published
Command line toolNot publishedNot published
Web IDELimitedNot published
PR review botNot publishedNot published

Models

Locofy.aiSourcegraph
Model choiceNot publishedNot published
Bring your own keysNot publishedNot published
Local modelsNot publishedNot published
Zero-retention modeNot publishedYes
Project rules / contextNot publishedNot published
MCP / tool useNot publishedYes

Workflow

Locofy.aiSourcegraph
Test generationNot publishedNot published
Docs from codeNot publishedYes
Git / commit helpNot publishedNot published
Large refactorsNot publishedYes
Debugging helpNot publishedNot published
Codebase indexingNot publishedYes

Access

Locofy.aiSourcegraph
Public APINot publishedYes
Official SDKNot publishedNot published
Self-serve signupNot publishedNot published
Free trialNot publishedNot published
Team workspaceNot publishedNot published
SSO / SAMLNot publishedYes
Mobile appsNoNot published
Browser extensionNot publishedNot published
Self-host / on-premYesNot published

Commercial

Locofy.aiSourcegraph
Commercial licenseNot publishedNot published
Usage-based pricingNot publishedNot published
Invoice / PONot publishedNot published
SOC 2YesYes
GDPR / DPANot publishedNot published
Audit logNot publishedNot published
Role-based accessNot publishedYes

Features

These listings describe different capabilities. What each one ships:

Only Locofy.ai

  • Converts Figma and Penpot designs into developer-friendly frontend code
  • Supports React, React Native, HTML-CSS, Flutter, Vue, Angular and Next.js output
  • Automated layer tagging for buttons, inputs, images and lists
  • Responsive layout generation across breakpoints
  • Locofy Lightning automated pass driven by Large Design Models
  • Reusable component creation and design system connection in the Locofy.ai builder
  • Prototype interaction mapping carried into generated code
  • Live preview of generated UI before export

Only Sourcegraph

  • Code Search across the entire codebase with exact, deterministic, and exhaustive results
  • Deep Search for complex natural-language questions answered with citations
  • Sourcegraph MCP server that supplies SCIP-powered context to AI coding agents
  • Cross-repository keyword search that agents can call before editing files
  • Code Insights for tracking migrations, adoption, and risk over time
  • Code Monitoring that alerts both teams and agents when code changes
  • Living Documentation described as a continuously updated knowledge base of the codebase
  • Agentic Batch Changes, an AI agent for large-scale changes across every repository

Use cases

These listings describe different use cases. What each one ships:

Only Locofy.ai

  • Turning signed-off Figma screens into React or Next.js components without hand-coding markup
  • Shortening design-to-development handoff inside product squads
  • Prototyping marketing pages and app screens straight from a design file
  • Rebuilding a legacy UI from a redesigned Figma library
  • Generating React Native or Flutter screens from a shared mobile design
  • Standing up a self-hosted design-to-code pipeline inside a regulated enterprise

Only Sourcegraph

  • Giving an existing coding agent full-codebase context over MCP so cross-cutting edits do not miss auth middleware, DTOs, or tests
  • Scoping a schema or API change by finding every call site across thousands of repositories before work starts
  • Running fleet-wide framework migrations and dependency modernization with Agentic Batch Changes
  • Remediating a security pattern everywhere in the codebase and monitoring for regressions
  • Tracking deprecation and adoption progress over time with Code Insights dashboards
  • Letting security engineers, designers, and support staff answer codebase questions in natural language through Deep Search
  • Onboarding new engineers into an unfamiliar monorepo with searchable, cited codebase answers

Integrations

These listings describe different integrations. What each one ships:

Only Locofy.ai

  • Figma
  • Penpot
  • React
  • Next.js
  • React Native
  • Vue
  • Angular
  • Flutter

Only Sourcegraph

Nothing exclusive in this list.

Plans

Locofy.ai

  • Free $0/mo or $0/yr

    Install the Locofy.ai plugin for Figma or Penpot · Tag layers and preview generated frontend code · Evaluate exports before committing to a paid Locofy.ai plan

  • Paid subscription Not published/mo or Not published/yr

    Larger exports and full project download from Locofy.ai · Component and design system mapping in the Locofy.ai builder · Amounts for this Locofy.ai plan were not reachable on a public pricing page during this review

  • Enterprise Custom quote/mo or Custom quote/yr

    On-premise or cloud deployment of Locofy.ai · SOC 2 and ISO certification cited on the Locofy.ai homepage · Negotiated terms rather than a published sticker price

Sourcegraph

  • Enterprise (quoted) Custom

    Sourcegraph publishes no pricing page and no self-serve signup; the only homepage conversion path is "Get demo" · Code Search with exact, deterministic, and exhaustive results across the codebase · Deep Search natural-language questions with grounded, cited answers · Sourcegraph MCP server giving agents SCIP-powered context · Code Insights, Code Monitoring, and Living Documentation · Agentic Batch Changes for large-scale migrations and remediation · SOC2 Type II and ISO27001 compliance, zero data retention on LLM inference · SSO via SAML, OpenID Connect and OAuth, SCIM provisioning, and RBAC · Dedicated Account Managers and Support Engineers · Commercial terms set in an Order Form under the Sourcegraph Terms of Service

Locofy.ai strengths

  • Locofy.ai starts from an approved design file rather than a text prompt, so output matches the agreed visual spec
  • Locofy.ai covers an unusually wide set of export targets including React, React Native, Vue, Angular, Flutter and Next.js
  • Locofy.ai lets engineers override automated tags before code is generated
  • Locofy.ai offers on-premise deployment for buyers who cannot send design assets to a shared cloud
  • Locofy.ai supports Penpot as well as Figma, which helps open-source-leaning design teams

Watch-outs

  • Locofy.ai publishes no reachable pricing page, so paid plan amounts and export caps cannot be confirmed before signup
  • Locofy.ai output quality degrades sharply when the source file lacks auto-layout, grouping or consistent layer naming
  • Locofy.ai produces presentation-layer code only, leaving backend logic, state architecture and data fetching to the team
  • Locofy.ai polish on Angular, Vue and Flutter targets lags the React and Next.js paths named first in vendor copy
  • Locofy.ai security claims of SOC 2 and ISO certification appear in homepage meta copy with no crawlable trust page to verify scope

Sourcegraph strengths

  • Sourcegraph indexes all repositories, so answers cover cross-repository call sites instead of a single open project
  • The Sourcegraph MCP server plugs into agents teams already run rather than forcing a copilot replacement
  • Sourcegraph pairs discovery (Code Search, Deep Search) with execution (Agentic Batch Changes) in one platform
  • Sourcegraph publishes concrete enterprise controls: SOC2 Type II, ISO27001, SSO, SCIM, RBAC, and zero LLM inference retention
  • Deep Search is documented by Sourcegraph as usable by non-engineering roles, widening who can self-serve codebase answers
  • Sourcegraph cites a named customer example, Stripe, connecting internal agents to the MCP server for code intelligence

Watch-outs

  • Sourcegraph publishes no pricing page, no plan table, and no list price, so every buyer must go through a demo and an Order Form to learn cost
  • Sourcegraph offers no $0 tier and no self-serve trial on the homepage; the single call to action is "Get demo"
  • Sourcegraph commercial terms are split across the Terms of Service, Professional Services Terms, and supplemental AI Terms of Use, and Sourcegraph states the supplemental term controls where the two conflict
  • The AI Terms of Use apply only to agreements signed before February 15, 2024 or when an Order Form says so, meaning two Sourcegraph customers can operate under different AI rules
  • A Deep Search question published on the Sourcegraph homepage asks whether searches can be limited or allocated per individual or team, and Sourcegraph does not publish a Deep Search usage quota anywhere public
  • Sourcegraph is scoped to Big Code environments and 200+ enterprise engineering teams, so a small single-repo team gets little value from the indexing and batch-change machinery
  • Sourcegraph depends on connecting your source repositories and, for agent workflows, an MCP-capable client, which adds platform setup work before value appears

Locofy.ai vs Sourcegraph verdict

Who each product is for, then labeled AI takes. Not a generic winner.

Bottom line

Pick Locofy.ai for frontend engineers and design system owners who want signed-off Figma or Penpot screens turned into React or Next.js components instead of hand-coding static UI.. Pick Sourcegraph for teams giving an existing coding agent full-codebase context over MCP so cross-cutting edits do not miss auth middleware, DTOs, or tests and scoping a schema or API change by finding every call site across thousands of repositories before work starts.

Who Locofy.ai is for

Frontend engineers and design system owners who want signed-off Figma or Penpot screens turned into React or Next.js components instead of hand-coding static UI.

Design to code with AI — turn Figma and Penpot files into frontend code

Who Sourcegraph is for

Teams giving an existing coding agent full-codebase context over MCP so cross-cutting edits do not miss auth middleware, DTOs, or tests and scoping a schema or API change by finding every call site across thousands of repositories before work starts

Complete codebase context for engineers and AI coding agents

AI take on Locofy.ai

As of August 2026, Locofy.ai looks strongest as a React-oriented handoff accelerator, while opaque paid pricing and uneven confidence across export targets temper the pitch.

AI take on Sourcegraph

As of August 2026, Sourcegraph’s MCP-based context is persuasive for complex estates, though opaque pricing demands a hard-nosed pilot.

Locofy.ai vs Sourcegraph FAQ

Common questions when choosing between Locofy.ai and Sourcegraph.

Is Locofy.ai or Sourcegraph the better AI Dev Tools & Coding tool?

Pick Locofy.ai for frontend engineers and design system owners who want signed-off Figma or Penpot screens turned into React or Next.js components instead of hand-coding static UI.. Pick Sourcegraph for teams giving an existing coding agent full-codebase context over MCP so cross-cutting edits do not miss auth middleware, DTOs, or tests and scoping a schema or API change by finding every call site across thousands of repositories before work starts.

Which is cheaper, Locofy.ai or Sourcegraph?

Locofy.ai starts at $0/month. Sourcegraph starts at Custom quote (no public pricing page). Confirm current pricing on each vendor site.

Who should choose Locofy.ai?

Frontend engineers and design system owners who want signed-off Figma or Penpot screens turned into React or Next.js components instead of hand-coding static UI.

Who should choose Sourcegraph?

Teams giving an existing coding agent full-codebase context over MCP so cross-cutting edits do not miss auth middleware, DTOs, or tests and scoping a schema or API change by finding every call site across thousands of repositories before work starts

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