Human + Agent WebMCP Case Studies

Watch Spatial Pairing in Action

Real session replays showing how humans and AI browser agents build database schemas, architect fintech payment flows, design microservices, and generate instant code together.

Evaluation Methodology & Reference Architecture Notice

The scenarios below represent illustrative reference architectures and workflow prototypes conducted with Boardify WebMCP browser agent tools. Performance targets, architectural objectives, and timings reflect design goals modeled on the canvas rather than isolated third-party production benchmarks.

COLLABORATION PROOF · 60s RUNTIME
Active Presence:
Alex (macOS)
Claude 3.7 (WebMCP)
Sarah (iPad + Pencil)
Step 1 of 3 · Timecode: 0:14
System ModelingmacOS Studio

Human A models the core Auth & Session microservice

Modifies the OAuth2 PKCE token exchange node and exposes magnetic event bus connector ports.

Zero sync collisions
End-to-end vector fidelity
MICROSERVICEGo 1.24

Auth Service

OAuth2 PKCE + JWT EdDSA

Alex
WEBMCPCluster

Redis Cache Layer

Sub-ms token validation

WORKERBullMQ

Async Event Pipeline

Webhooks & Audit Ledgers

Built for engineering teams running microservices, ERDs, and RFC design reviews.
Showing 9 interactive case studiesPowered by WebMCP live browser tools
Databases & ERDSession replay: 2m 15s

Instant Relational ERD & Production SQL Code Generation

Full-stack lead sketches core table entities on the canvas. Boardify WebMCP tool automatically infers entity fields, detects foreign key connections, and generates production-ready PostgreSQL & MySQL DDL with zero manual boilerplate.

STACK:PostgreSQLPrismaWebMCPSQL DDL
Architecture Target & Deliverable

Syntactically validated schema: 4 relational tables, PK/FK constraints, and ready-to-run PostgreSQL DDL exported in ~2 minutes

"Create a PostgreSQL relational schema for a multi-tenant SaaS with organizations, users, memberships, and subscription billing tables. Include foreign keys and primary keys."

WebMCP Session Action Sequence (6 Steps)

YOUDrags 4 Entity Table nodes onto canvas: organizations, users, memberships, subscriptions.
YOUClicks PK badges for UUID ids and defines column types (VARCHAR, TIMESTAMP, JSONB).
YOUConnects organizations to memberships (1:N) and users to memberships (1:N).
AGENTReads entity table definitions and relational connection ports.
get_canvas_state()
AGENTGenerates CREATE TABLE statements with FOREIGN KEY and ON DELETE CASCADE constraints.
export_sql_ddl()
YOUClicks "Download SQL" to immediately paste into supabase/migrations/2026_init.sql.
FintechSession replay: 3m 50s

Global Razorpay Multi-Currency Checkout Flow Architecture

Fintech product engineer visualizes unified pricing and checkout. Browser agent models the server-side order generation, client popup script, HMAC-SHA256 signature verification, and PostgreSQL license key dispatch ledger.

STACK:RazorpayNext.js 15HMAC-SHA256Postgres
Architecture Target & Deliverable

Resilient checkout design: End-to-end webhook idempotency, HMAC-SHA256 signature verification, and multi-currency ledger mapped

"Design a high-converting multi-currency checkout architecture using Razorpay Standard Checkout supporting Indian Rupees (₹) and US Dollars ($)."

WebMCP Session Action Sequence (6 Steps)

YOUPlaces Currency Switcher component: INR ₹ for Indian users, USD $ for global users.
AGENTSpawns POST /api/create-order route node calculating amounts in subunits (paise / cents).
add_idea_node()
AGENTAdds Razorpay Standard Checkout popup trigger with prefilled user email & phone.
add_idea_node()
AGENTModels POST /api/verify-payment with crypto.createHmac("sha256") signature check.
add_idea_node()
AGENTWires checkout modal callbacks to database entitlement fulfillment.
connect_nodes()
YOUReviews end-to-end security model and exports topology for engineering sprint kickoff.
AI & AgentsSession replay: 4m 30s

Autonomous Agentic RAG & Hybrid Vector Search Pipeline

AI research engineer sketches basic vector search. Agent inspects cold-start latency bottlenecks, adds Redis semantic cache for identical query deduping, wires BM25 keyword search alongside Pinecone vectors, and adds a Cohere cross-encoder reranker.

STACK:Claude 3.7OpenAIPineconeRedisCohere
Architecture Target & Deliverable

Optimized pipeline topology: Redis semantic deduping layer designed to avoid redundant LLM calls, with multi-stage cross-encoder reranking

"Architect an enterprise RAG pipeline with sub-millisecond semantic caching, HyDE query expansion, dense + sparse retrieval, and Claude 3.7 reasoning synthesis."

WebMCP Session Action Sequence (6 Steps)

YOUCreates User Query node connected to Embedding Model and Pinecone Vector Store.
AGENTIdentifies lack of cache and keyword retrieval for exact SKU numbers.
get_canvas_state()
AGENTSpawns Redis Semantic Cache node (sub-8ms cosine distance lookup).
add_idea_node()
AGENTSpawns PostgreSQL BM25 sparse index and Cohere v3 Cross-Encoder Reranker.
add_idea_node()
AGENTReroutes top-50 results through reranker into Claude 3.7 Sonnet.
connect_nodes()
AGENTApplies Flowchart DAG layout to organize execution dependencies.
arrange_layout()
StrategySession replay: 4m 12s

5-Minute SaaS Pricing Strategy & Expansion Revenue Session

Founder types raw sticky notes for Starter ($29), Growth ($99), and Scale ($299). Agent analyzes customer willingness to pay, identifies missing expansion levers, maps per-seat vs usage pros/cons, and arranges notes into an executive proposal.

STACK:SaaS MetricsNRRStripeWebMCP
Architecture Target & Deliverable

Expansion strategy model: Multi-dimensional value metric framework mapping seat vs. usage levers ready for stakeholder review

"Critique our 3-tier SaaS pricing model and recommend usage-based expansion levers to increase Net Revenue Retention (NRR)."

WebMCP Session Action Sequence (5 Steps)

YOUDrops 3 sticky notes for Starter ($29), Growth ($99), and Scale ($299).
AGENTReads note coordinates and pricing tiers.
get_canvas_state()
AGENTSpawns 4 value metric candidates (Active Seats, Tool Calls, Board Storage).
add_idea_node()
AGENTWires "Usage Levers" into Growth and Scale tiers.
connect_nodes()
AGENTTidies notes into structured Cluster columns.
arrange_layout()
EngineeringSession replay: 5m 10s

High-Scale Cloud Microservices Mesh & Kafka Event Bus

Principal architect refactors a legacy monolithic service into event-driven microservices. Agent maps Kafka partitioned topics, isolates payment processing webhooks from inventory reservations, and generates Mermaid diagram code.

STACK:KafkaKubernetesCloudflarePostgreSQLRedis
Architecture Target & Deliverable

Decoupled event architecture: Isolated Kafka consumer groups separating high-velocity orders from asynchronous inventory & billing

"Model a distributed microservices mesh scaling to 10M daily events with Cloudflare edge, AWS API Gateway, Kafka event bus, and isolated billing service."

WebMCP Session Action Sequence (6 Steps)

YOUDraws API Gateway connected directly to monolithic PostgreSQL DB.
AGENTAnalyzes high coupling risk on single transactional database.
get_canvas_state()
AGENTInserts Apache Kafka event bus with "orders" and "inventory" topics.
add_idea_node()
AGENTSeparates Order Service (K8s pods) from Billing Microservice.
add_idea_node()
AGENTWires asynchronous consumer groups to Redis read cache.
connect_nodes()
AGENTGenerates Mermaid diagram code for GitHub architecture RFC.
export_canvas()
Databases & ERDSession replay: 3m 25s

HIPAA Clinical EHR & Appointment Scheduling Data Model

Healthtech founder models patient clinical encounters and insurance claim billing. Agent builds 6 normalized entity tables with UUID primary keys, ICD-10 medical coding fields, and foreign key relations ready for automated SQL download.

STACK:PostgresHIPAAEHRSQL DDL
Architecture Target & Deliverable

Full relational integrity with zero duplicate Medical Record Numbers (MRN)

"Design a HIPAA-compliant relational EHR schema with patients, practitioners, appointments, encounters, and insurance claims."

WebMCP Session Action Sequence (6 Steps)

YOUCreates Patients and Practitioners table entities with NPI and MRN identifiers.
AGENTGenerates Appointments table linked to patient_id and practitioner_id.
add_idea_node()
AGENTAdds Medical_Records entity with chief_complaint and diagnosis_icd10.
add_idea_node()
AGENTAdds Insurance_Claims entity tracking claim_number and total_billed.
add_idea_node()
AGENTEstablishes 1:N foreign key edges across clinical encounters.
connect_nodes()
YOUExports schema directly as PostgreSQL DDL script via the in-platform SQL tab.
EngineeringSession replay: 4m 05s

Enterprise Zero-Trust Cloud Security & Dynamic Secret Rotation

Security engineer maps network perimeter elimination. Agent introduces short-lived dynamic database credentials via HashiCorp Vault, hardware HSM envelope encryption via AWS KMS, and immutable audit logs stored in S3 Glacier.

STACK:CloudflareOktaVaultAWS KMSEnvoy
Architecture Target & Deliverable

Achieved SOC 2 Type II audit readiness with zero static long-lived credentials

"Map a SOC-2 and ISO 27001 compliant zero-trust cloud infrastructure with Okta SSO, Cloudflare WAF, Envoy mTLS, and HashiCorp Vault."

WebMCP Session Action Sequence (6 Steps)

YOUPlaces Cloudflare WAF and Okta OIDC SSO at perimeter edge.
AGENTSpawns Envoy Service Mesh with SPIFFE cryptographic mTLS.
add_idea_node()
AGENTAdds HashiCorp Vault issuing 60-minute ephemeral leased DB credentials.
add_idea_node()
AGENTAdds AWS KMS Hardware HSM envelope encryption.
add_idea_node()
AGENTWires audit trails to immutable append-only S3 Glacier vault.
connect_nodes()
AGENTAligns defense-in-depth zones from public untrusted to private vault.
arrange_layout()
StrategySession replay: 3m 15s

Viral Growth Engine & Two-Sided Referral Flywheel

Growth product manager outlines user invite points. Agent analyzes the viral coefficient (K-factor), maps the aha-moment trigger point, sets up credit distribution ledgers, and models notification triggers across email and in-app feeds.

STACK:Viral LoopsGrowth EngineResendRedis
Architecture Target & Deliverable

Viral coefficient K-factor projected to reach 1.35 (sustainable compounding growth)

"Design a self-reinforcing viral referral loop that converts power users into advocates with double-sided rewards."

WebMCP Session Action Sequence (5 Steps)

YOUNotes user completion of first canvas export as the primary "Aha! Value Moment".
AGENTGenerates in-app referral modal with dual incentives (Gift $50 credit, earn 1 month free).
add_idea_node()
AGENTSpawns unique referral token node with cookie attribution tracking.
add_idea_node()
AGENTModels double-sided reward unlocking logic upon friend activation.
add_idea_node()
AGENTLoops successful referral back into the viral acquisition flywheel.
connect_nodes()
StorytellingSession replay: 6m 20s

Nonlinear Narrative Arc & Character Motivation Storyboard

Screenwriter sketches Act 1 setup and Act 3 showdown. Agent crafts the Act 2 midpoint crisis, introduces two character tension sub-plots, and sequences the whole storyboard in chronological timeline order on physical parchment.

STACK:ScreenwritingStoryboardingTimeline Layout
Architecture Target & Deliverable

Layed out 24 scene beats with clear dramatic pacing and zero plot holes

"Storyboard a 3-act feature screenplay with midpoint reversals, character tension sub-plots, and chronological visual pacing."

WebMCP Session Action Sequence (5 Steps)

YOUSets up Protagonist goal in Act 1 and Final Showdown in Act 3.
AGENTSpawns Midpoint Reversal and False Victory narrative beats.
add_idea_node()
AGENTAdds secondary antagonist betrayal sub-plot.
add_idea_node()
AGENTLinks character internal stakes to external narrative conflicts.
connect_nodes()
AGENTSequences the board from left to right along a timeline axis.
arrange_layout()