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Claude CodeOpenAI CodexCursorGitHub CopilotLovable
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OpenAI

OpenAI Codex

88%
GitHub

GitHub Copilot

83%

Estimated Belliste score, based on the available capabilities, quality, features and pricing information. It is an indicative profile estimate, not an independent benchmark.

How this profile estimate is calculated

Capabilities contribute 35%, quality wording 30%, listed features 20%, and pricing 15% when available. When capability fields are absent, specialization breadth supplies a 25% fallback. Missing categories are omitted and the remaining weights are rescaled. The estimate uses each model’s own published profile; it does not measure answer accuracy or replace a hands-on test.

OverviewOpenAI CodexGitHub Copilot
PriceFree $0/month · Go $8/month · Plus $20/month; monthly USD subscription prices. API usage is billed separately.Free $0/month · Pro $10/user/month · Pro+ $39/user/month · Max $100/user/month. USD; additional usage charges apply.
Free planFree access is included with limited model/client availability; Free and Go currently list GPT-6 Luna Standard in desktop, subject to rollout. A universal paid-plan trial duration is not disclosed.Free plan available with 2,000 monthly completions and limited other usage. Student eligibility and free Pro access for eligible teachers/maintainers have separate conditions. A universal current trial duration is not disclosed on reviewed pricing pages.
Paid plansGo $8/month · Plus $20/month · Pro $100, $200 or $500/month. Business: $20/user/month billed annually, or $25 monthly, minimum 2 users. Enterprise/Edu: contact sales. Model and interface access vary; API usage is separate.Individual monthly plans: Pro $10, Pro+ $39, Max $100. Business $19/granted seat/month; Enterprise $39/granted seat/month with GitHub Enterprise Cloud. USD; GitHub platform subscriptions and usage charges can be separate. Annual prices are not asserted from the reviewed current pages.
Usage limitsAllowance depends on model, reasoning, speed and task. Plus/Standard Business publish 5-hour estimates; weekly limits may apply. Pro currently has no 5-hour limit. Extra credits and API billing are separate.Monthly included AI credits: Pro 1,500 (1,000 base + 500 flex), Pro+ 7,000 (3,900 + 3,100), Max 20,000 (10,000 + 10,000). Flex amounts can change. Business 1,900/seat and Enterprise 3,900/seat pool across licensed users; extra usage $0.01/credit. Token/model consumption and rate limits apply; Actions usage can add charges.
SpecializationCoding Agent · Code Generation · Debugging · Code Review · Refactoring · Development AutomationCode Completion · Coding Agents · Code Review · Developer Workflow Automation
QualityCan inspect changes and run project checks when tools are available. Results depend on model, repository context and verification quality. Belliste has not run a comparative benchmark for this profile.Broad IDE and GitHub workflow coverage with local and cloud agents. Results depend on the model, language and repository context; generated code and reviews require developer validation. Belliste has not independently benchmarked accuracy.
FeaturesMulti-file code generation and editing · Repository exploration and debugging · Test generation and execution · Local and connected pull-request review · Terminal commands and development tools · Planning, permissions and sandbox controls · Parallel subagents and Git worktrees · Local and cloud execution · AGENTS.md instructions and optional memory · MCP, plugins and external integrations · Screenshot-guided coding · CLI, SDK and app-server automationInline code completion and next edit suggestions · Chat, agent and planning workflows · Multi-file repository changes · Unit-test and documentation generation · Asynchronous cloud agent and pull requests · Copilot code review · MCP integrations and Copilot SDK · BYOK and compatible local model support

Overview & Compatibility

9 specifications +
SpecificationOpenAI CodexGitHub Copilot
Starting PriceFree $0/month · Go $8/month · Plus $20/month; monthly USD subscription prices. API usage is billed separately.Free $0/month · Pro $10/user/month · Business $19/granted seat/month. USD; usage above included allowances is extra.
Tool TypeCoding Agent / IDE Assistant; local development and cloud task workflows.IDE Assistant / Coding Agent / Code Review; available in editors, terminal, desktop and GitHub.
Primary Use CaseImplement features, investigate bugs, review changes and automate repository maintenance.Complete and edit code, understand repositories, implement features, generate tests and review pull requests.
Best ForIndividual developers and engineering teams working with repositories, tests and code review.Individual developers and engineering teams using GitHub, supported IDEs and repository-based workflows.
Access MethodsDesktop app · CLI · IDE extension/integrations · Web/cloud; mobile cloud access depends on plan and client.IDE integrations · Copilot CLI · Copilot desktop app · GitHub.com · GitHub Mobile · SDK. Features differ by surface.
Supported Operating SystemsWindows, macOS and Linux; CLI also runs in WSL. Installation, sandboxing and desktop capabilities differ by OS.CLI: Linux, macOS and Windows through PowerShell or WSL. IDE and desktop availability depend on the client.
Supported IDEs & EditorsVS Code, VS Code Insiders, Cursor and compatible editors; Xcode and JetBrains offer separate integrations.VS Code, Visual Studio, JetBrains IDEs, Eclipse and Xcode; Vim/Neovim completion integration is also listed by GitHub. Feature coverage varies.
Programming LanguagesWorks across programming languages through source files and installed project tools. No exhaustive language-by-language compatibility guarantee is disclosed.Broad programming-language support. Quality varies by language and training-data coverage; no equal-capability guarantee.
Framework SupportUses the project’s framework, dependencies and build tools. A complete framework certification/support matrix is not disclosed.Assists across many frameworks using source context and project tooling; an exhaustive framework compatibility guarantee is not disclosed.

Coding Capabilities

11 specifications +
SpecificationOpenAI CodexGitHub Copilot
Code CompletionTraditional as-you-type inline code autocomplete: Not disclosed. Codex documents prompted coding, editor-context input and diff review.Inline completions and next edit suggestions in supported editors. Free: 2,000 completions/month; paid completions are unlimited, subject to rate limits.
Code GenerationGenerates code and files from instructions in an existing repository or new project.Generates functions, implementation code and application changes from prompts; agents can write files and iterate.
Inline Code EditingUses selected editor code and open files as context for requested changes; edits can be reviewed beside the source.Inline chat and suggested edits in supported editors; users can accept proposed changes. Availability depends on IDE.
Multi-File EditingCan change multiple files in one repository task and present the resulting diff for review.Agents can coordinate changes across project files; review diffs before keeping or merging changes.
Code ExplanationExplains repository structure, functions and unfamiliar implementation details using accessible files.Explains selected code, project behavior and coding concepts through chat with repository context.
RefactoringRefactors existing code using project instructions and can verify the result with available checks.Can propose or apply targeted refactors through chat and agents; correctness depends on project context and validation.
Debugging AssistanceInvestigates error reports, traces code paths and implements fixes; available logs and tests improve verification.Suggests fixes and investigates failures using source context and available tools; command execution requires an agent-capable surface.
Test GenerationCan write tests for requested behavior and regressions using the project’s testing tools.

Agents & Execution

9 specifications +
SpecificationOpenAI CodexGitHub Copilot
Agent Mode & PlanningAgent can inspect, plan, edit and verify a task. Planning and execution follow the selected mode and permission policy.Ask, Agent and Plan modes in supported IDEs; CLI has planning and execution modes. Administrators can restrict agents.
Terminal Command ExecutionRuns shell commands, builds and installed development tools within the allowed filesystem and network scope.CLI and supported IDE agents can execute shell commands with permission controls; cloud agent runs commands in its environment.
Automated Test ExecutionRuns available test suites, reads failures and can iterate on fixes; dependencies and test infrastructure must be configured.Agents can run project tests and linters when the environment and dependencies are configured; generated tests do not imply successful execution.
Browser InteractionBuilt-in interactive browser in the desktop app for sites and local previews. It is not built into Codex CLI or IDE extension; browser tools can be added separately where supported.Copilot app connects browser workflows; optional computer use in local CLI/app sessions can interact with desktop applications on macOS and Windows. Tools and permissions must be enabled.
Background / Cloud AgentsCloud tasks run in isolated workspaces and continue while the local computer sleeps. Local background work depends on the host remaining available.Paid plans include asynchronous Copilot cloud agent for repository tasks and pull requests. Cloud sandboxes for CLI are public preview.
Parallel Agent TasksSupports parallel subagents and separate concurrent tasks; Git worktrees help isolate repository changes. Parallel work increases usage.Copilot app manages parallel sessions and repository workstreams; CLI cloud sandboxes support multiple parallel tasks. Capacity depends on available resources and usage.
Human Approval ControlsPermission profiles control file, network and execution access. Requests outside permitted scope can require approval; managed settings can constrain available policies.

AI Models & Codebase Context

8 specifications +
SpecificationOpenAI CodexGitHub Copilot
Supported AI ModelsGPT-6.1 Sol, GPT-6 Sol, GPT-6 Luna and GPT-6 Astra where eligible. GPT-5.6 variants remain during rollout; model access depends on plan, client and sign-in method.Model catalog includes GPT-6.1 Sol, GPT-6 Astra/Sol/Luna, Claude Opus 5.5/Sonnet 5.5/Fable 5.1, Gemini 4 Argon, Grok 4.7 and Kimi K3, among others. Access varies by plan, client and policy.
Model SelectionConfigurable defaults plus manual model/reasoning selection via the picker, /model or --model. Available settings depend on client and workspace policy.Automatic selection and manual model choice on eligible plans/surfaces. Free and Student use Auto; code review does not offer model switching.
Bring Your Own API KeySupports OpenAI API-key authentication in CLI, SDK and IDE workflows. API billing is separate; ChatGPT-dependent cloud features are limited or unavailable with API-key sign-in.Local BYOK in supported clients including VS Code, JetBrains, Xcode, CLI, app and SDK. Enterprise BYOK is public preview and requires licensing and enabled policies.
Local Model SupportCLI OSS mode supports local providers such as Ollama and LM Studio via --oss. Hardware, model tool support and feature compatibility vary.Supported through compatible local BYOK providers; CLI documents Ollama/vLLM-compatible endpoints. CLI models must support tool calling and streaming.
Codebase Context & IndexingReads and searches accessible repository files, uses editor selections and project guidance. A universal persistent semantic-index specification is not disclosed.Uses editor/project context and repository information to answer questions and edit files. Indexing and retrieval behavior vary by surface; context access follows permissions and exclusions.
Context WindowModel/provider dependent; context usage and compaction affect a session. No single fixed Codex-wide context window is disclosed; API model maximums do not guarantee equivalent usable product context.

Developer Workflow & Integrations

5 specifications +
SpecificationOpenAI CodexGitHub Copilot
Git & Pull RequestsLocal Git diff, branch/worktree and change-review workflows. Authenticated Git tools/integrations can prepare and create pull requests; remote-provider permissions apply.Git-aware CLI workflows and native GitHub issues/pull requests; cloud agent can create branches and PRs and revise changes after feedback.
MCP & External IntegrationsMCP supports external tools and data sources. Plugins and integrations can connect GitHub, GitLab beta, Slack, Linear and other services; availability and permissions differ.MCP servers extend supported clients and SDK with external tools and context. Availability and administrative controls vary by client and organization policy.
Web SearchWeb search is supported, with availability and network behavior determined by client, configuration and workspace policy.Copilot Chat can use Bing web search when enabled; disabled by default in personal settings. Supported IDE workflows expose web search through GitHub skills.
API / SDK AccessCodex SDKs for TypeScript and Python, app-server for custom clients, and codex exec for automation/CI. Authentication and usage billing follow the chosen runtime.Copilot SDK exposes agent sessions, streaming, tools, hooks, custom agents and MCP through the CLI runtime. Programmatic CLI and ACP integrations are also documented.
Deployment SupportCan run deployment commands or connected tools with permission. Sites adds a build/publish workflow on eligible clients and plans; external hosting has separate credentials and costs.Can generate deployment configuration and run permitted deployment tools or GitHub Actions workflows. Hosting is provided by the selected external platform; Copilot is not a standalone managed deployment service.

Pricing, Teams & Security

6 specifications +
SpecificationOpenAI CodexGitHub Copilot
Free Plan / TrialFree access is included with limited model/client availability; Free and Go currently list GPT-6 Luna Standard in desktop, subject to rollout. A universal paid-plan trial duration is not disclosed.Free plan available with 2,000 monthly completions and limited other usage. Student eligibility and free Pro access for eligible teachers/maintainers have separate conditions. A universal current trial duration is not disclosed on reviewed pricing pages.
Usage Limits / Extra UsageAllowance depends on model, reasoning, speed and task. Plus/Standard Business publish 5-hour estimates; weekly limits may apply. Pro currently has no 5-hour limit. Extra credits and API billing are separate.Monthly included AI credits: Pro 1,500 (1,000 base + 500 flex), Pro+ 7,000 (3,900 + 3,100), Max 20,000 (10,000 + 10,000). Flex amounts can change. Business 1,900/seat and Enterprise 3,900/seat pool across licensed users; extra usage $0.01/credit. Token/model consumption and rate limits apply; Actions usage can add charges.
Team AdministrationBusiness/Enterprise provide workspace administration; managed configuration controls Codex access, permissions, models and rollout. Enterprise adds broader governance and audit capabilities.Business and Enterprise provide managed seats, policies, usage oversight and organization/enterprise controls. Business $19/seat/month; Enterprise $39/seat/month and requires GitHub Enterprise Cloud.
Code Privacy & Data RetentionCloud inference processes supplied context unless a local provider is configured. Business/API data is not used for training by default. Retention varies by service, plan and controls; API abuse-monitoring logs are generally retained up to 30 days, with exceptions and eligible ZDR. No universal Codex retention duration is disclosed.Hosted requests use GitHub/model-provider infrastructure. Individual Free/Pro/Pro+/Max interactions may train models unless opted out; Business/Enterprise data is not used for training. Business/Enterprise default IDE Chat/completion prompts are not retained; other access retains them for 28 days, with engagement data kept two years. Model-specific retention exceptions and BYOK provider policies apply.

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Generates unit tests and additional test suites from code or feature requirements.
Documentation GenerationCan draft or update README files, code comments and project documentation from repository context.Can create or update README files, code comments and project documentation through prompts and agent workflows.
Code ReviewOn-demand /review for local Git changes; connected PR reviews and automatic GitHub reviews require the relevant integration, permissions and account access. GitLab review integration is beta.Copilot code review produces pull-request feedback and suggested changes. Paid-plan access, organization policies and usage charges apply.
Image-to-CodeAccepts screenshots, diagrams and mockups as input for code changes and UI implementation; supports image input in CLI and editor workflows.Image-capable chat models can turn UI mockups or web-page screenshots into code. Supported attachments and model access vary by client and plan.
CLI asks approval for tools that modify or execute files, with session allow/deny options. Agent changes and pull requests remain reviewable; policies vary by surface.
Execution Isolation / SandboxmacOS uses Seatbelt; Linux/WSL2 use the Linux sandbox; native Windows has a Windows sandbox. Cloud tasks get isolated workspaces. Isolation depends on configuration.Cloud agent uses an ephemeral firewalled environment with security scans. CLI offers optional local sandboxing and isolated cloud sandboxes; local trust permissions alone are not a sandbox.
Execution EnvironmentBoth: local CLI/IDE/desktop execution and Codex Cloud tasks. Remote-model inference is separate from where commands execute.Local and cloud execution. Hosted-model requests are processed remotely unless a supported local BYOK configuration is used.
Depends on model and client. Selected models offer an optional 1 million-token context in VS Code and Copilot CLI; larger context consumes more AI credits.
Custom Instructions / RulesAGENTS.md provides repository and directory instructions; user/project configuration and execution rules add workflow constraints.Repository custom instructions, reusable prompts, agent skills and custom agents can guide supported workflows; CLI combines applicable instruction files.
Persistent Project MemoryOptional local memory carries useful context across eligible chats. Desktop, CLI and IDE use the host’s local store; it is separate from ChatGPT web memory.Copilot Memory: public preview for all paid plans, used by cloud agent, code review, CLI and agentic autofix. Stores repository facts and personal preferences; unused entries expire after 28 days.
Self-HostingLocal Codex CLI/app-server can run on infrastructure you manage, including local-model setups. This does not self-host the managed Codex Cloud service; hosted-service parity is not disclosed.The managed Copilot service is not offered as a fully self-hosted product. Local CLI execution and local BYOK models are supported; neither hosts the complete GitHub Copilot service.
SSO / Enterprise SecurityBusiness includes SAML SSO and MFA. Enterprise/Edu add controls such as SCIM, role-based access, audit/compliance access and retention/residency settings; exact scope depends on plan.Business and Enterprise offer managed access and organization/enterprise policies. Cloud-agent execution includes firewalls and automated security scanning. SSO and certification scope depend on the GitHub account setup and Copilot Trust Center documentation.