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Pre-seed Developer Platform · Next-Gen MCP Architecture Preview

Turn Complex Codebases Into Living System Simulations & Docs

Stop letting architectural knowledge decay in static wikis. SimSoDoc leverages Claude Opus 5.5 for deep system simulation, Claude Sonnet 5.5 for multi-repo AST code synthesis, and Claude Fable 5.1 for real-time schema generation.

Join Developer Beta Explore Architecture Sandbox
Opus 5.5
Multi-Repo Architecture Engine
Sonnet 5.5
Autonomous AST Synthesis
Fable 5.1
Real-time Schema & Docs Sync
100% MCP
Model Context Protocol Native

Interactive Architecture Sandbox (v2 Preview)

Preview Autonomous Code Simulation on Claude

Conceptual architecture sandbox demonstrating our upcoming Claude Sonnet 5.5 and MCP server pipeline. Select a scenario below to explore simulated AST execution flows.

simsodoc-agent --target /services/payments-core
Target Architecture Preview
// 1. Claude Opus 5.5: Simulating architecture execution graph...
⚡ Ingested 184,200 tokens across 42 files [Target Prompt Cache: ~90% hit]
→ Traced entrypoint: POST /v2/transactions/charge
├─ Middleware: VerifyAuthToken (JWT valid)
├─ Service: FraudDetectionService.evaluateRisk()
├─ Gateway: StripeConnectAdapter.capture()
└─ EventBus: Publish("transaction.completed")
// 2. Claude Sonnet 5.5: AST contract extraction & verification...
✓ 0 architectural drifts detected against OpenAPI 3.1 contract
// 3. Claude Fable 5.1: Real-time Markdown & Mermaid schema sync...
Target Benchmark: Synchronizes specs to IDE clients with <200ms target latency.
Live Documentation Output Auto-Generated

Payment Processing Pipeline

Last simulated 2 minutes ago against branch main

Simulated Sequence Flow
[Client] ──(Payload)──> [API Gateway]
    └── [Fraud Evaluator] ──> Risk Score: 0.02 (Safe)
    └── [Stripe Core API] ──> State: CAPTURED
    └── [Kafka Cluster] ────> Event Emitted
Available formats: OpenAPI 3.1 Mermaid Graph Markdown Spec

Core Capabilities

Engineered For Frontier Code Comprehension

Leveraging Claude Sonnet 5.5, Claude Opus 5.5, and Claude Fable 5.1 for unmatched multi-agent code reasoning.

Whole-Repo Ingestion (1M Context)

Ingest entire microservice clusters, shared libraries, and database schemas at once. Claude’s massive context eliminates cross-repository blind spots.

Multi-Repo AST Mapping

Model Context Protocol (MCP) Native

Query your architecture live from Claude Desktop, Cursor, or Claude Code CLI. SimSoDoc exposes a dedicated MCP Server to feed verified system graphs into any agent.

Open Standard Interoperability

Continuous Git PR Verification

Connects directly to GitHub and GitLab CI/CD. When a pull request touches an API contract or database entity, SimSoDoc flags drift and drafts verified doc diffs.

Automated CI/CD Webhooks

4-Stage Pipeline

How SimSoDoc & Claude Work Together

From code commit to queryable living architecture in seconds.

STAGE 01

Git Webhook Pull

Pulls updated commit branch, AST structures, and dependency lockfiles.

STAGE 02

Prompt Caching Layer

Planned caching of reusable codebase context to reduce repeated input costs and latency; results will be measured during development.

STAGE 03

Claude 5.5 Hybrid Reasoning

Opus 5.5 simulates system architecture; Sonnet 5.5 & Fable 5.1 verify API contracts.

STAGE 04

MCP Server Sync

Publishes living architecture diagrams & docs to developer IDEs and portals.

Founder & Leadership

Built by Engineers, For Engineers

Dedicated to eliminating tribal knowledge and architectural decay in software organizations.

TCE
Verified

Truong Can Em

Founder & Lead Architect — SimSoDoc Technologies
Ho Chi Minh City, Vietnam

Systems architect and developer infrastructure engineer with over 2 years of R&D in Abstract Syntax Tree (AST) code intelligence. Founded in 2024 as a Pre-seed developer platform, SimSoDoc is now integrating Anthropic’s Claude Sonnet 5.5 and Model Context Protocol (MCP) to turn complex microservices into verified, queryable system simulations.

Proposed Pricing

Planned Tiers For Engineering Teams

Planned tiers for our upcoming developer platform. Paid subscriptions are not yet available. Pricing and features may change before launch.

Developer Beta

$0 / planned free beta

For solo developers and open-source projects.

Planned features

  • ✓ Up to 3 active repositories
  • ✓ Claude Sonnet 5.5 simulation pipeline
  • ✓ Standard MCP server integration
Discuss Early Access

Team Pro

$49 / seat / month · proposed

For fast-shipping product engineering teams.

Planned features

  • ✓ Unlimited repositories & microservices
  • ✓ Claude Opus 5.5 multi-repo architectural synthesis
  • ✓ CI/CD Automated PR Review & Diff generation
  • ✓ Prompt-cached high priority queue
  • ✓ Private MCP Server with role-based access
Discuss Early Access

Enterprise

Custom / planned pricing

For engineering teams requiring dedicated VPC deployments.

Planned features

  • ✓ Dedicated Claude Opus 5.5 & Claude Sonnet 5.5 throughput
  • ✓ Self-hosted VPC deployment
  • ✓ SOC2 & ISO 27001 compliance audit trail
  • ✓ Dedicated Applied AI architecture support
Contact the Founder

Contact links open your email app. Review and send your message to discuss the planned tiers.

Frequently Asked Questions

How will SimSoDoc use Claude models?

Our planned multi-agent architecture assigns Claude Opus 5.5 to multi-repository architectural reasoning, Claude Sonnet 5.5 to analysis of extracted AST context, contracts, and diffs, and Claude Fable 5.1 to schema and documentation generation. The sandbox illustrates this upcoming workflow; model routing and performance will be evaluated during development.

How does SimSoDoc protect our proprietary source code?

SimSoDoc processes code exclusively via Anthropic’s commercial API endpoints governed by Anthropic’s commercial terms of service. Your proprietary codebase is subject to zero data retention and is never used to train frontier foundation models.

What is Model Context Protocol (MCP) and how will SimSoDoc use it?

MCP is an open standard for connecting AI applications to external data sources and tools. We plan to build a SimSoDoc MCP server so compatible clients, such as Claude Desktop, Cursor, and internal tools, can query system architecture and dependency graphs. This integration is part of the upcoming pipeline shown in the sandbox.

How will SimSoDoc evaluate Prompt Caching?

We plan to cache reusable repository context, such as schemas and extracted AST information, to reduce repeated input costs and latency. Actual savings will depend on cache reuse and workload; we will measure cost and latency during development rather than promise a fixed percentage.

Join the SimSoDoc Developer Beta

Ready to eliminate stale wikis? Join our Pre-seed developer beta and let Claude Sonnet 5.5, Claude Opus 5.5, and MCP simulate your architecture.

Email the Founder →

Opens your email app. Review the message and press Send to contact us.

Prefer webmail? Write to contact@simsodoc.com.

Clicking this link does not register you automatically. Early access is discussed directly with the founder.

Pre-seed early access · Direct founder onboarding at contact@simsodoc.com