Compare tools
Side-by-side features, use cases and pricing — because the right pick depends on your job and budget, not just the ranking.
⇄ Comparison dimension — pick the market you're actually shopping in
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CodebaseChat
✓ verifiedFreemium
Connects Git repos to answer plain-English questions about your code with file references and dependency context.
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Augment Code
✓ verifiedPaid
Agentic coding platform (Cosmos) that runs software-dev agents at org scale, using a codebase context engine to cut token cost.
544K visits/mo
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Makeform
✓ verifiedFreemium
Chat-based AI form builder that generates forms with logic and design; free unlimited forms suit creators and small teams.
202K visits/mo
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Gumloop
✓ verifiedFreemium
No-code platform for building and running AI agents that automate work across data, sales and support tasks.
701K visits/mo
Pricing
Starter: $0 (1 repo, 50 questions/mo)
Pro: $12/mo (10 repos, unlimited questions)
Team: $49/mo (unlimited repos, SSO)
Business: $100/mo flat (up to 50 seats, $100 usage included)
Free trial available
Free: $0/mo
Pro: $19/mo (billed $228/year)
Business: $59/mo (billed $708/year)
Pro: $37/month (20k+ credits/month, unlimited seats)
Core features
- ✦Natural-language search across a codebase
- ✦Architecture explanations and dependency graphs
- ✦Bug hunter that traces issues across files
- ✦AI code review before opening a PR
- ✦Automatic documentation generation
- ✦Multi-repo support via OAuth
- ✦Context Engine for codebase understanding
- ✦Agents across the full SDLC
- ✦Model routing / bring-your-own-keys
- ✦Automated code review and test coverage
- ✦CLI, MCP and native tool integrations
- ✦Enterprise security (SOC 2, ISO 42001, SSO)
- ✦AI form generation from a chat prompt
- ✦30+ field types including payments, signatures, and file uploads
- ✦Conditional logic, branching, calculations, and answer piping
- ✦Design customization with themes, custom CSS, and custom domains
- ✦Embed, popup, and shareable link distribution
- ✦Integrations with Notion, Google Sheets, Slack, Zapier, Make, and webhooks
- ✦Response analytics and AI analysis
- ✦Visual canvas to orchestrate multi-agent workflows
- ✦Prebuilt specialized agents (data, support, CRM, sales)
- ✦Access to many AI models with no vendor lock-in
- ✦Slack, Teams and email agent interaction
- ✦Recurring/scheduled tasks and triggers
- ✦Enterprise security: RBAC, VPC, audit logs, spend controls
Use cases
- →Onboarding new engineers faster
- →Answering questions about a codebase
- →Understanding how components connect
- →Finding and diagnosing bugs
- →Generating documentation from code
- →Automating PR code review
- →Raising test coverage
- →Incident investigation and remediation
- →Large-scale migrations and onboarding
- →Lead generation and contact forms
- →Customer feedback and satisfaction surveys
- →User registration forms
- →Job applications and HR surveys
- →Event RSVPs and signups
- →Quizzes and polls
- →Automate data analysis and reporting
- →Triage support tickets and spot patterns
- →Keep a CRM updated and research prospects
- →Deploy AI agents across a team's tools
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