What's new in Codelit.io
Live runs — the workflow you design now actually runs
The agent builder's new Live run executes every step as a real streamed model call through your routing: step-to-step artifact handoffs, real Approve/Hold decisions at gated steps, and halts on each step's designed failure path. Tools stay simulated, so nothing touches production. Free includes 3 live runs a day; Pro is unlimited.
Ground runs in your real GitHub data
Connect GitHub and a per-run consent bar offers read-only grounding: pick a repo and the run's tool calls read your actual open issues, so streamed output reasons about your real backlog. Strictly read-only, one decision per run, and reads only happen after approval gates are granted.
Actual cost next to the estimate
Completed live runs show what the run approximately cost against the estimator's predicted range, so route and model choices are grounded in observed numbers before you ship.
Repo packs ship with a recorded reference run
A completed live run rides along in the Pro repo pack as fixtures/live-run.json with a generated contract test that replays it — the export starts life as a repo with a passing, recorded reference run instead of empty scaffolding.
Design → Run → Ship on the homepage
The landing page now tells the full loop with a three-panel strip — design the workflow, run it live before it touches your systems, ship a run-backed repo pack — and the pricing page presents Pro as concrete deliverables with the repo pack's actual file list.
Trust and accessibility polish across the app
Cloud saves now show a quiet Saving/Saved indicator, canvases support keyboard panning and zoom with labeled controls, sidebar actions are keyboard-reachable, mobile chrome surfaces the readiness score and coach chip, and contrast was raised to a readable floor everywhere.
Vercel integration install flow
Vercel OAuth now uses the marketplace integration authorize URL, validates install callbacks, stores scoped access safely, and exposes status, projects, and disconnect endpoints for the app.
Bring-your-own-key settings are easier to find
The Models settings tab now opens API keys by default with a clearer Advanced section for OpenRouter, OpenAI, Anthropic, and Gemini.
Model dropdowns link straight to API keys
Every shared AI model selector now includes an API keys affordance, and locked model prompts route users directly to the expanded provider-key settings.
More complete integration roadmap
Settings now surfaces suggested next integrations for Confluence, Google Drive, Sentry, Datadog, PostHog, Supabase, cloud providers, and Zendesk.
Centered app icons
The SVG favicon and generated favicon, touch icon, and PWA icon assets were regenerated so the Codelit mark sits visually centered at every size.
Workflow review modal spacing
The Agent Workflow review modal now pads the AI security audit and resilience lint content so headings, actions, and findings align with the dialog header.
Skills and MCP in the guided path
Agent Studio now walks users through Skills and MCP before the handoff step, with plain-language helpers and quick-add presets instead of hiding reusable behavior in Advanced.
Searchable agent tool catalog
The setup tool catalog and Add Tool dialog now support search and category filters, making Slack, GitHub, browser, data, runtime, and custom tools easier to find.
Simulation path preview
The simulation modal now shows the trigger, agent steps, tool calls, approvals, final output, and trace events in one readable run path before production is connected.
One-click readiness fixes
Failed readiness checks now fix common gaps directly: triggers, specialist agents, tool contracts, approval gates, Skills, MCP servers, model routes, runtime services, evals, and harnesses.
Cleaner Agent Studio tab transitions
Setup, Runbook, and Advanced now use standard Framer Motion enter/exit transitions without layout morphing the surrounding panel.
Agent-specific admin funnel
The admin dashboard now tracks agent interest, template opens, workflow starts, simulations, repo pack downloads, and GitHub handoffs as a dedicated product funnel.
Clearer agent template onboarding
The /agents first-run screen now explains that templates include agents, tools, Skills, MCP, evals, and handoff files so users know what they get before opening one.
More high-intent agent workflow articles
Added new practical guides for MCP vs REST APIs, permission matrices, issue-to-PR coding agents, n8n AI workflows, Slack agents with Skills, and customer onboarding agents.
Agent Workflow is now first
The homepage now opens with Agent Workflow selected, placing Claude Code, OpenAI Agents SDK, Hermes, OpenClaw, LangGraph, n8n, and CrewAI-style workflows at the front of the product story.
Unified work history
The home sidebar now saves and restores agent workflows, product boards, and architectures in one timeline, with type badges and counts so every workspace can be reopened from the same menu.
Projects for every workspace
The Projects page now supports agent workflows and product boards alongside architectures, with type-aware cards, readiness checks, run timelines, and the right open action for each workspace.
Sharper agent starters
Cleaned up the homepage agent cards with more useful production workflows: repo maintenance, SDK-grade support, stateful incidents, browser operations, workflow automation, research desks, evals, billing, and data quality.
Branded agent templates
Agent template cards now use recognizable marks for Hermes and OpenClaw plus platform-specific icons for Claude, OpenAI, LangGraph, n8n, CrewAI, and the rest of the workflow library.
Agent readiness, simulation, and repo handoffs
The Agent Workflow Studio now scores launch readiness, shows actionable gaps, simulates a run without touching tools, downloads a GitHub-ready repo pack, and can push verified agent workflow handoff files through the existing GitHub export path.
Agent studio visual polish
The /agents workspace now uses the same Codelit palette, surfaces, borders, inputs, and primary/accent states as the rest of the site, with cleaner desktop and mobile readability.
Expanded agent tool catalog
The Add Tool flow now includes presets for Linear, Zendesk, Intercom, Gmail, Calendar, Teams, Discord, Confluence, Drive, Figma, GitLab, Bitbucket, Stripe, HubSpot, Salesforce, Supabase, Snowflake, BigQuery, Sentry, Datadog, PostHog, PagerDuty, Vercel, Kubernetes, AWS, GCP, LaunchDarkly, Vault, MCP, browser, database, and custom APIs.
Calmer agent builder UX
The /agents workspace now uses shared tabs for Setup, Runbook, and Advanced, softer panel motion with reduced-motion support, and a mobile inspector drawer for focused editing.
Organic agent workflow content
Added 15 research-informed blog posts for agent workflow examples, MCP server architecture, Skills governance, eval metrics, SRE, RAG, SDR, customer success, finance ops, security, governance, and agentic SDLC.
Production agent SEO expansion
Added 13 more high-intent guides for AgentOps, non-human identity, context engineering, agent memory, deployment checklists, ROI, runtime governance, release gates, MCP security, reliability, PM scoping, regulated industries, and data pipelines.
Agent-first blog categories
The blog now prioritizes current agent search categories like AI agents, agentic workflow, MCP, AgentOps, evals, Skills, context engineering, governance, workflow automation, security, DevOps, and SaaS instead of only sorting by old post volume.
Agent-first roadmap and creator entry
Documented the agentic workflow roadmap and replaced the empty /agents state with a guided creator entry, prompt start, template shortcuts, and clear simulate/readiness/repo-pack outcomes.
More professional Agent Studio
The /agents workspace now matches the main Codelit background, surface, border, and purple-pink action palette, with fewer nested boxes, flatter setup rails, cleaner section headers, and in-place workflow editing cues.
Operator-grade admin dashboard
The /admin page now shows acquisition, activation, handoff intent, Pro conversion, 7-day event volume, high-intent actions, top content, model/export usage, and recent activity in one command center.
Admin-only metrics API
Admin analytics now aggregate through an authenticated server route, so protected user/auth tables can be shown without relying on client-side Firestore reads.
Unique users and auth tables
Admins can inspect unique users by provider, journey stage, subscription state, verification, usage, sessions, account creation, and last seen activity.
Third creation mode
Home now supports Agent Workflow alongside Architecture and Product Board, so teams can design autonomous work before wiring tools.
Sharper home positioning
The homepage now frames Codelit around architecture-first SDLC work: system maps, product plans, agent workflows, and production handoffs without redundant feature copy.
More home agent workflow starters
The Agent Workflow mode now has 22 home-page starters, matching the depth of Architecture and Product Board with workflows for support, billing, browser ops, evals, data, compliance, DevRel, and model routing.
Agent Workflow Studio
The /agents page now uses animated high-contrast cockpit views for setup, runbook review, and advanced controls, with cleaner Claude-style surfaces, responsive phone layouts, shadcn-style fields, searchable agent/model pickers, and a real tool creator for presets or custom capabilities.
Workflow spec view
Generated workflows include specialist agents, triggers, tools, model routes, guardrails, evaluations, deploy targets, and a handoff export.
Runtime and cloud controls
Agent workflows now expose trigger modes, cloud services, credential vaults, queues, streaming channels, memory stores, replay traces, and output contracts from the Advanced tab.
Research-informed agent patterns
Prompting and UI now account for current Gumloop, Claude, and n8n patterns: chat/webhook/schedule triggers, Skills, MCP, human approvals, output contracts, streaming, evals, and run replay.
Skills, MCP, and harnesses
Agent workflows now model skill packs, MCP servers, exposed tools/resources/prompts, eval harnesses, sandboxes, replays, and approval gates as first-class production pieces.
Arch-style agent chat
The /agents chat now matches the architecture editor composer with contextual suggestions, live updating state, model controls, handoff actions, and workflow readiness context.
SEO-ready agent templates
Added /agent-templates and per-template pages for Hermes, OpenClaw, PatchPilot, AnswerOps, EvalForge, Scout, Sentinel, LedgerOps, LaunchPilot, DataSmith, PR review, and internal operations workflows.
Agent workflow field guides
Added 49 practical blog posts for agent workflow use cases: Slack triage, PR review, support, MCP, Skills, evals, approval gates, browser ops, billing, incidents, BYOK, AI infra, and production architecture.
Architecture and board handoff
Agent workflows can generate a production architecture or product board, keeping agent planning connected to the existing Codelit build path.
Agent workflow launch content
Added the Agent Workflow feature page, sitemap entry, footer link, and launch guide for teams building Slack, GitHub, and internal operations agents.
Sharper welcome email
New accounts now get a first-run goal: bring one real system into Codelit and turn it into an architecture another engineer can review.
More useful transactional emails
Pro lifecycle, task-complete, billing, cancellation, and GitHub handoff emails now explain the next action instead of just announcing status.
Contextual guide links in emails
Welcome, Pro, task-complete, and GitHub handoff emails now include relevant Codelit guides and how-to posts as secondary next reads.
Blog post loading restored
Blog, template, and product-spec detail pages are now generated as static routes at build time instead of relying on on-demand ISR for local content.
Stale chunk protection
Removed custom stale-while-revalidate headers from HTML routes so cached pages no longer point browsers at old Next.js route chunks after deployments.
One-time chunk recovery
If an open browser tab still has an older app runtime, ChunkLoadError screens now refresh once automatically to pick up the current deployment.
Lower ISR usage
Local content pages avoid runtime ISR reads and writes, helping keep the Vercel Hobby quota available for features that actually need server-side generation.
Welcome emails for new accounts
First-time sign-ins now receive a branded Codelit welcome email with a clear path from prompt, README, repo, or spec into architecture work.
Pro subscription lifecycle emails
Stripe webhooks now send thoughtful transactional emails for Pro activation, trial-ending reminders, failed payments, and canceled subscriptions.
GitHub handoff-ready emails
When a production handoff is verified on GitHub, Codelit can email the repo link and confirmation details so users know the scaffold is ready.
GitHub sign-in callback fix
GitHub sign-in now uses Codelit's own OAuth callback and Firebase custom tokens, avoiding callback conflicts with the GitHub repo connection flow.
Cleaner auth form inputs
Auth fields now use stable form keys, explicit autocomplete metadata, and controlled focus so typed text is not reselected while users sign in or create an account.
Verified task-complete notifications
Background task emails now use the signed-in Firebase session instead of accepting arbitrary email addresses from the browser.
Production readiness checklist
Projects now show a clear readiness score across architecture capture, AI iteration history, GitHub handoff, review pack generation, and deploy target linkage.
Selectable run detail panel
The Projects timeline now opens each run into a focused detail panel with status, timestamps, summary, and the artifacts created by that run.
Cleaner artifact actions
GitHub repos, deploy links, architecture snapshots, and handoff reports are easier to open or copy from one place without hunting through timeline cards.
Pinned Vercel Node runtime
Production builds now target Node 22.x explicitly, reducing surprise runtime drift when Vercel updates default Node majors.
Project workspaces
Signed-in users now get a Projects dashboard that groups saved architectures, GitHub handoffs, deploy links, generated artifacts, and run history around each system.
Project memory in architecture chat
Opening a project keeps it active in /arch. Follow-up prompts can use recent project runs as context, then write AI architecture updates back into the project timeline.
Verified production handoff exports
GitHub handoffs now generate architecture docs, decisions, security review, cost estimate, CI, runtime files, and service scaffolds, then verify required files before reporting success.
Saved architecture backfill
Existing saved architectures can be indexed into Projects automatically, so older work appears in the new workspace view without manual migration.
Private workspace SEO cleanup
Account-only workspace routes are no longer advertised in the public sitemap, while saved and project pages keep noindex metadata.
Production build fix
Vercel now builds with webpack for this Next.js 16 app, avoiding the Turbopack CSS panic from @xyflow/react and restoring reliable production deploys.
Searchable dynamic model menu
The model picker now has autocomplete on the home page, /arch, and board chat surfaces. It pulls refreshed provider catalogs so new models appear without hardcoding every option.
Gemini + provider BYOK routing
Added Gemini model support and unified BYOK handling for OpenRouter, OpenAI, Anthropic, and Gemini. Chat requests now use the user-provided key for the selected provider.
Clear AI error messages
Rate limits, missing keys, invalid keys, model access issues, and unavailable endpoints now surface actionable messages instead of generic failures.
Stop button for every AI chat
Home generation, architecture follow-ups, and product board updates now keep the input editable while loading and turn the send button into a square stop control that cancels without applying changes.
GitHub export clarity
Repo creation and scaffold export now explain partial, existing, and empty-repo states more clearly, with safer success handling only after generated files are confirmed.
Cleaner loading and overlay UX
Solid model dropdowns, right-panel-aware status bars, better input alignment, and product board loading states now match the architecture chat experience.
Multi-Agent Builder (Phase 5)
8 specialized AI agents (Frontend, Backend, Database, Queue, Cache, CDN, External, Platform). Build All runs agents in parallel — nodes pulse amber while building, turn green on completion
Orchestrator + Download Project ZIP
After all agents finish, orchestrator auto-generates docker-compose, API contracts, shared types, and README. Download everything as a ZIP (Pro)
Shareable slug URLs
Architectures and boards get clean URLs like /arch/uber-ride-matching-k7x9m. Rich OG/Twitter previews + JSON-LD structured data for SEO
Product Board wireframes
Screen-type cards now show mini SVG wireframe previews — login forms, dashboards, list views. Variable row spacing for visual balance
Agent chat + version diff
Chat with any built node's agent to refine code. Hover version timeline pills to see added/removed/modified nodes between versions
Webhooks, task persistence, error boundaries
CI/CD webhooks (Pro), build results saved to Firestore, canvas-specific error recovery, and 45+ architecture URLs in sitemap
Slack, GitLab & Bitbucket integrations
Share diagrams to Slack channels, import repos from GitLab and Bitbucket. Now 8 OAuth integrations total
7 audit tools — new: Vulnerability Scan, Code Quality, Load Test
Dependency vulnerability scanner (16 rules), SonarQube-style code quality grading (A-F), and load test simulation with RPS/latency estimates
8 new export formats — 29 total
Pulumi GCP, Railway, Render, Docker Hub CI/CD, Storybook, Monitoring (Datadog/Sentry/Grafana), and more
AI Architecture Coach
8 guided system design challenges (Easy→Hard) with hints, reference components, and one-click AI solutions at /features/coach
100 product specs — full PRD framework
Every spec now has non-functional requirements, release milestones, acceptance criteria, and success metrics
Architecture diff & key audit log
Compare two architectures with similarity scoring. Track all integration key usage in Settings
6 new SEO blog posts
System architecture guide, diagram generator comparison, AI system design, interview questions, microservices vs monolith, and why you need a system design tool
Figma integration
Connect Figma, paste a design URL — Codelit extracts screens, detects UI patterns, and generates system architecture
Jira, Notion & Linear integrations
Import epics, pages, or issues directly — 5 integrations in Settings with one-click OAuth
100 product specs
/specs page with Uber, Netflix, Figma, OpenAI, Cursor, LangChain, and 54 more — features, user stories, tech stacks, and one-click architecture generation
Build This — diagram to code
Generate complete project scaffold from any architecture. Docker Compose, .env, CI/CD, setup guide — push to GitHub repo
Security Audit & Compliance Report
OWASP security checks + PCI-DSS, HIPAA, SOC2, GDPR compliance — instant, deterministic, free
Background task queue
Long exports run in the background with browser notifications. Start multiple tasks and keep working
Premium model access
Premium provider models available for Pro users, with dynamic model catalog refresh
Save architectures to your account
Save button on canvas toolbar, /saved page to browse, share, embed, or delete — 5 free, unlimited Pro
oEmbed API for auto-embeds
Confluence, Notion, and Slack auto-discover and embed Codelit diagrams when you paste a share link
Dockerfile parser
13 instant file parsers — new Dockerfile parser detects base images, ports, env vars, and infers services
Figma-style toolbar cleanup
Primary tools visible (Add, Layout, Insights, Chaos), secondary actions collapsed into clean overflow menu
Enhanced upgrade prompt
Free vs Pro comparison grid when daily limit is reached — concrete side-by-side of what you're missing
GitHub Integration — Repo to Architecture
Connect GitHub or paste any repo URL. Codelit analyzes your codebase (docker-compose, package.json, Terraform, K8s) and generates an interactive architecture diagram from your actual code
Chaos Mode — Cascading Failure Simulation
Click the skull to enter Chaos Mode, then click any node to kill it. Watch failures cascade through downstream dependencies with animated propagation
Live Cost Estimator
Instant AWS cost breakdown per architecture — total monthly estimate, per-category bar chart, and per-component pricing mapped to real AWS services
Unified Insight Panel
Summary, Audit, Review, Cost, and Diff consolidated into one tabbed panel. Async streaming, tab caching, zero flicker
90+ Template Detail Pages
Each prebuilt architecture has its own SEO-optimized page at /templates/[slug] with components, data flow, related templates, and blog posts
Copy Embed Code
One-click iframe embed code on shared architectures — paste into blogs, docs, or wikis with 'Built with Codelit' attribution
Architecture Generator API
REST API at POST /api/generate — send a prompt, get a full architecture as JSON. Docs at /docs with live playground
AI Architecture Review
Holistic review with score, missing components, single points of failure, scaling bottlenecks, and security gaps
Architecture Diff
Visual comparison between architecture versions — see added, removed, and modified nodes and edges
Generate from README
Paste a README or spec and AI extracts the system architecture automatically
SSR shared architectures
Every shared architecture is now server-rendered with JSON-LD — fully indexable by Google
Blog comments with likes
Signed-in users can comment on blog posts, like comments, and share on X
Multi-size favicons
High-quality icons for all devices — 16px to 512px, Apple Touch Icon, and SVG
Web Vitals tracking
Real-user performance monitoring — LCP, FID, CLS, TTFB, and INP sent to analytics
28 keyboard shortcuts
Cmd+N new, Cmd+R regenerate, Cmd+0 fit, Cmd+Shift+T copy as text, Cmd+, settings, and more
Pro exports: PDF, Terraform, Kubernetes
Professional architecture documents, AWS IaC, and K8s manifests — Pro only
Watermark-free screenshots for Pro
Free users get codelit.io watermark, Pro users get clean PNG exports
Regenerate button + Cmd+R
One-click regenerate with the same prompt for different AI results
Complexity score (1-10)
Live metric based on node count, connection density, and type diversity
Dynamic social previews
Shared architecture links show actual title on Twitter and LinkedIn cards
Mobile tap-to-navigate
Tap connections on mobile to scroll to and expand the target node
Smart conversion funnel
8 touchpoints: usage badge, post-gen toast, export previews, command palette CTA, and more
9 export formats
Mermaid, PlantUML, Markdown, YAML, Docker Compose, README, Terraform, AI Prompt, Screenshot
Mermaid import
Paste Mermaid diagrams to create interactive architectures — full round-trip
Full edge CRUD
Create edges by dragging, edit labels and data flow inline, delete with one click
Double-click to add nodes
Double-click canvas to add components, double-click nodes to edit
7-day free trial ($5/month)
Card required, full Pro access, automatically renews after trial unless canceled.
Smart suggestions
Follow-up suggestions scored by priority based on architecture gaps
Node connections inspector
Click any node to see and navigate all incoming and outgoing connections
48 blog posts
Complete system design curriculum — DNS, caching, sharding, CAP theorem, Kafka, Docker, and more
55 prebuilt architectures
Uber, Netflix, Kubernetes, Tinder, eBay, Zendesk, blockchain, autonomous vehicles — all load instantly
Claude-style composer
Multi-line textarea with arrow submit, Shift+Enter for new lines
Keyboard shortcuts (press ?)
11 shortcuts for power users — ⌘K, ⌘Z, Tab navigation, duplicate, delete
Security headers
XSS protection, clickjacking prevention, MIME sniffing block, permissions policy
24 E2E tests
Playwright test suite covering all critical paths — all passing
PWA + Accessibility
Installable app, skip-to-content, focus outlines, ARIA landmarks
Instant canvas — zero-wait diagram loading
Skeleton nodes build progressively, then live AI nodes appear as they're discovered from the stream
Stripe Pro subscriptions ($5/month)
Full payment flow: checkout, webhook, customer portal for subscription management
Prebuilt showcase on landing page
Browse and click any of 30 architectures to load instantly — no AI needed
Smooth page transitions
Subtle fade+slide animation on every route change for a polished feel
Error boundaries & offline detection
Graceful crash recovery and network-down messaging — no more white screens
Loading skeletons on every page
Shimmer-animated placeholders on blog, pricing, changelog, and root
SEO structured data everywhere
Article + BreadcrumbList on blog, FAQPage on pricing, SoftwareApplication on home
Interactive case study blog posts
Deep dives into Uber, OpenAI, and product engineering with embedded architecture diagrams
Full node editing — add, duplicate, rename, retype, delete
Complete manual CRUD for architecture nodes with undo/redo support
Undo/Redo (⌘Z/⌘⇧Z)
Full history navigation for manual edits — add, delete, duplicate all undoable
Node type selector
Change any node's type (frontend, backend, database, etc.) from the side panel
Auto-retry with model fallback
If AI returns bad output, automatically retries with a different model
Version timeline with complexity trend
See node count changes between versions — track how architecture evolved
Smart topological layout
BFS-based node positioning by data flow depth with cycle protection
Architecture diff highlighting
New nodes glow green with 'NEW' badge after follow-ups
Full system audit report
One-click comprehensive review — security, scaling, cost, compliance, reliability
Contextual suggestions + minimap + node search
Smart follow-ups, bird's-eye navigation, and type-to-filter nodes
Terms, Privacy, Changelog pages
Legal foundation + public changelog for trust and transparency
Pro waitlist + feature gating
Email capture on pricing page, PRO badges on premium models and Terraform
Embeddable widget
Embed interactive architectures on any website via iframe
Multi-provider AI
Free/open models plus premium provider models with auto-fallback
Architecture comparison
Compare two approaches side-by-side (monolith vs microservices)
Export as code
Docker Compose, Terraform, README, AI Prompt — from any architecture
11 audit tools
Security, stress test, cost, compliance, accessibility, SEO, bundle size, backup, throughput, API design
Version timeline
Track architecture iterations — jump to any version instantly
Share as link
Permalink sharing with social buttons and 'Built with Codelit' branding
Mobile card view
Expandable cards with animated connections — canvas replacement for phones
Command palette
⌘K to search actions, templates, and tools
4 instant templates
SaaS Starter, E-commerce, AI Agents, Real-time Chat — load in 1 second
Codelit.io launched
Interactive AI system architecture simulator — describe any system, watch it come alive
10 blog posts
Dev-voiced articles on system design, AI tools, and architecture patterns
Analytics & admin dashboard
Track generations, shares, exports with Firestore events
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