A mainstream coding assistant with broad IDE coverage, central operation rules, optional local sandboxing, enterprise-managed traces and preview desktop control. Computer use needs separate app and operating-system permission checks, so HubAI withholds a score until repository and desktop tests verify permissions, revocation, accepted work and rollback.
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Not yet scored. No completed HubAI same-task test record is published. The supplier information below is separate from independent test results.
Test output accuracy, retries, reviewer effort, data handling and total cost using the pilot below. No completion date is scheduled; a score will require a published method and results.
Individual USD list prices: Free $0; Pro $10/month; Pro+ $39/month; Max $100/month. Usage credits and features differ by plan. Organisational procurement needs the Business or Enterprise plan quote; confirm UK billing and taxes. · Recorded check: 15 October 2026. USD list price; UK price/VAT to confirm.
Pricing freshness: Within 30-day review window.
The preview reaches legacy applications without a suitable API, CLI or MCP connector, but app approval, visible screen content, saved permissions and operating-system access become part of the agent boundary.
GitHub Copilot desktop computer-use preview ↗Teams can test the new route without a higher headline token tier, but product-surface access, tools, agent persistence, review and complete cost still need migration evidence.
OpenAI GPT-6.1 Sol launch ↗Teams gain a lower-rate alternative to Opus 5.5 across major cloud and coding routes, but a silent model swap can break orchestration or hide expected tool-call text.
Anthropic Claude Sonnet 5.5 launch ↗GitHub Copilot is designed for mainstream coding assistance across ides, github and controlled desktop workflows. HubAI treats it as a workflow purchase rather than a novelty: the relevant question is whether it produces an acceptable result repeatedly, with controls your team can understand and a cost that remains predictable after the trial ends.
Mainstream coding assistance across IDEs, GitHub and controlled desktop workflows
accepted, tested code changes with lower cycle time and no increase in escaped defects
Local sandboxing is off by default and remains in public preview
Assign the same bounded repository change with tests and security checks.
Bring one representative input
Run the same job three times
Measure accepted output and cost
Desktop computer use can read accessible application content and visual context. Review repository handling, data retention, model-provider boundaries, screen exposure, operating-system permissions and the always-allowed app list; keep credentials and sensitive windows outside an unapproved session.
IDE, GitHub, Copilot CLI and Copilot app routes vary by plan and policy. Desktop computer use is a public preview for local CLI and app sessions on macOS and Windows; macOS also requires Accessibility and Screen Recording permissions, and organisation administrators can disable the feature.
GitHub and supported IDEs · Copilot CLI · Copilot app · Approved macOS and Windows desktop applications · Git repositories · OpenTelemetry-compatible monitoring
Vendor facts and HubAI opinion are separated. Sponsored placement cannot buy a higher score.
One compact record for price, access, data handling, deployment and the test that must pass before adoption.
Desktop computer use can read accessible application content and visual context. Review repository handling, data retention, model-provider boundaries, screen exposure, operating-system permissions and the always-allowed app list; keep credentials and sensitive windows outside an unapproved session.
IDE, GitHub, Copilot CLI and Copilot app routes vary by plan and policy. Desktop computer use is a public preview for local CLI and app sessions on macOS and Windows; macOS also requires Accessibility and Screen Recording permissions, and organisation administrators can disable the feature.
GitHub and supported IDEs · Copilot CLI · Copilot app · Approved macOS and Windows desktop applications · Git repositories · OpenTelemetry-compatible monitoring
Run one reversible repository task and one non-production desktop workflow. Record app approvals, visible-data exposure, hostile on-screen instructions, wrong-window actions, accepted work, revocation, logs, retries, reviewer minutes, AI-credit use and rollback.
HubAI will publish a score only after the same representative tasks have been run against current alternatives. Vendor benchmarks are not treated as an editorial rating.
The subscription price is only the starting point. HubAI evaluates usage limits, failed attempts and the work needed to produce one usable result. Pricing changes frequently, so the structure and verification date matter more than a headline price.
Pricing checked for editorial use on 15 October 2026. Confirm live price, VAT, region, usage rights and cancellation terms with the vendor before purchase.
Model your own usage. HubAI separates subscription cost from retries and human review—without pretending a headline plan price tells the whole story.
Test this job with your own inputs and judge the finished result—not the first draft.
Test this job with your own inputs and judge the finished result—not the first draft.
Test this job with your own inputs and judge the finished result—not the first draft.
Act as a specialist in code ai. Ask me three questions before creating the first draft. The outcome I need is: [describe outcome].Create two approaches for [task]. Use this audience: [audience]. Respect these constraints: [constraints]. Explain the trade-off between the two approaches.Review this output against accuracy, tone, privacy, cost and usability. List the changes required before a person should approve it.Do not place confidential, personal or rights-restricted material into GitHub Copilot until your organisation has reviewed its current terms, retention settings and account controls. AI output can be plausible and still wrong; regulated, financial, legal and employment decisions require qualified human review.
Move from a product profile to the exact job or competitor that should shape the decision.
This is HubAI's editorial record, not the vendor's product changelog or a live uptime claim.
Use-case routes, relevant comparisons and alternatives connected to the product profile.
Entry price structure, free or trial route and buyer limitations checked for editorial use.
Verdict, best fit, strengths, limitations, prompts and governance questions structured.
A measured pilot of long-context coding or reasoning through Meta's hosted API
MFMuse Wonder FullTest pendingEvaluating the higher-capability Muse model inside an eligible coding subscription
MCMuse CodeTest pendingTerminal-based repository work with explicit approval and change review
Scores are editorial signals, not a universal winner. Choose around the exact job and run the same proof test.
| Product | HubAI score | Best for | Price structure | Access | Decision |
|---|---|---|---|---|---|
| GitHub Copilot CURRENT | Test pending | Mainstream coding assistance across IDEs, GitHub and controlled desktop workflows | Individual USD list prices: Free $0; Pro $10/month; Pro+ $39/month; Max $100/month. Usage credits and features differ by plan. Organisational procurement needs the Business or Enterprise plan quote; confirm UK billing and taxes. · Recorded check: 15 October 2026. USD list price; UK price/VAT to confirm. | Trial may apply | Current profile |
| Muse Wonder | Test pending | A measured pilot of long-context coding or reasoning through Meta's hosted API | USD per million tokens: $4 input, $0.20 cached input, $20 output. Web grounding adds $2.50 per 1,000 search queries; no long-context premium is listed. · Recorded check: 14 October 2026. USD list price; UK price/VAT to confirm. | Paid preview API or Muse Code subscription. No unmetered free trial or UK-specific entitlement verified. | Compare → |
| Muse Wonder Full | Test pending | Evaluating the higher-capability Muse model inside an eligible coding subscription | Muse Code Power Usage $50/month or Maximum $200/month, USD list prices. These are subscription prices, not Full API token rates. · Recorded check: 14 October 2026. USD list price; UK price/VAT to confirm. | Subscription-only route; no public pay-as-you-go API or unmetered trial verified. Confirm UK account eligibility before paying. | Compare → |
| Muse Code | Test pending | Terminal-based repository work with explicit approval and change review | USD monthly plans: Everyday $5, High Usage $15, Power Usage $50, Maximum $200. Wonder Full requires one of the upper two plans; verify current usage allowances. · Recorded check: 14 October 2026. USD list price; UK price/VAT to confirm. | Published paid subscriptions; no unlimited free trial or universal UK availability verified. | Compare → |
GitHub Copilot is best suited to mainstream coding assistance across ides, github and controlled desktop workflows. HubAI's current verdict is: A mainstream coding assistant with broad IDE coverage, central operation rules, optional local sandboxing, enterprise-managed traces and preview desktop control. Computer use needs separate app and operating-system permission checks, so HubAI withholds a score until repository and desktop tests verify permissions, revocation, accepted work and rollback.
Trial may apply. Check the official product page before buying because allowances, regions and eligibility can change.
Individual USD list prices: Free $0; Pro $10/month; Pro+ $39/month; Max $100/month. Usage credits and features differ by plan. Organisational procurement needs the Business or Enterprise plan quote; confirm UK billing and taxes. · Recorded check: 15 October 2026. USD list price; UK price/VAT to confirm.. The useful comparison is total cost per accepted result, including retries, limits and human correction—not the advertised entry price alone.
Compare products in the same Code AI shelf against one identical task, acceptance rule and cost window. Focus on accepted, tested code changes with lower cycle time and no increase in escaped defects.
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