MCP Client / AI Assistant
          |
          v
      QA MCP Server
          |
   +------+------+------+
   |             |      |
   v             v      v
QA Intelligence Connectors Automation
   |             |      |
Analyze        Jira    UI
Generate       GitHub  API
Review         Slack   Mobile
                       Performance
          |
          v
       QA Agent
          |
          v
 Persistent QA Context
          |
          v
 Project / Requirement / Suite Versions
          |
          v
 Import / Export

Requirement
     |
     v
Requirement Analyzer
     |
     v
RequirementAnalysis
     |
     v
Test Case Generator
     |
     v
TestCaseResponse
     |
     v
Test Case Reviewer
     |
     v
TestCaseReview
     |
     v
QASuiteResult

analyze_requirement
generate_test_cases
review_test_cases
generate_qa_suite

LLMProvider
     |
     +---- MockLLM
     |
     +---- BedrockLLM

QAProject
 |
 +-- project_id
 +-- name
 +-- description
 +-- application
 +-- environment
 +-- metadata

ProjectContext
 |
 +-- create_project()
 +-- get_project()

create_qa_project
get_qa_project

data/qa_mcp.db

qa_projects

ProjectContext
       |
       v
ProjectRepository
       |
       v
SQLiteProjectRepository
       |
       v
SQLite

QA Project
   |
   +-- Requirement v1
   +-- Requirement v2
   +-- Requirement v3

Requirement v1
      |
      v
Suite v1

Requirement v2
      |
      v
Suite v2

core/
└── versioning/
    └── service.py
        |
        v
infrastructure/
└── versioning/
    ├── repositories.py
    └── sqlite_version_repository.py
        |
        v
      SQLite

QARequirementVersioningService
QASuiteVersioningService

RequirementVersionRepository
SuiteVersionRepository

SQLiteRequirementVersionRepository
SQLiteSuiteVersionRepository

create_requirement_version
get_requirement_version
list_requirement_versions

create_suite_version
get_suite_version
list_suite_versions

QA Project
    |
    +-- Requirement Versions
    |
    +-- Suite Versions

SQLite
   |
   +-- Project
   +-- Requirement Versions
   +-- Suite Versions
           |
           v
QAImportExportService
           |
           v
QAProjectExport
           |
           v
JSON

export_qa_project

project_id

{
    "project_id": "...",
    "export_version": "1.0",
    "payload": "..."
}

JSON
  |
  v
Parse
  |
  v
QAProjectExport validation
  |
  v
Relationship validation
  |
  v
Duplicate project check
  |
  v
SQLite persistence

import_qa_project

SQLite DB A
    |
    v
EXPORT
    |
    v
JSON
    |
    v
IMPORT
    |
    v
SQLite DB B
    |
    v
Compare

Project           ✅
Requirements      ✅
Suites            ✅
Relationships     ✅

data/qa_mcp.db

Import/Export focused tests: 7 passed
MCP Import/Export tests:     2 passed
Full regression:            49 passed
Application-code warnings:   0
Known external warning:      1

qa-mcp/
|
+-- src/
|   +-- qa_mcp/
|       |
|       +-- core/
|       |   +-- config.py
|       |   +-- llm.py
|       |   +-- project/
|       |   |   +-- context.py
|       |   |
|       |   +-- versioning/
|       |   |   +-- service.py
|       |   |
|       |   +-- import_export/
|       |       +-- service.py
|       |
|       +-- infrastructure/
|       |   +-- project_repository.py
|       |   +-- sqlite_project_repository.py
|       |   |
|       |   +-- versioning/
|       |       +-- repositories.py
|       |       +-- sqlite_version_repository.py
|       |
|       +-- models/
|       |   +-- schemas.py
|       |
|       +-- tools/
|       |   +-- requirement/
|       |   +-- testcase/
|       |   +-- workflow/
|       |
|       +-- server.py
|
+-- tests/
+-- config/
+-- data/
|   +-- qa_mcp.db
|
+-- README.md

python3 -m venv .venv
source .venv/bin/activate
pip install -r requirements.txt

pytest -q

49 passed

python -m qa_mcp.server

python -c "from qa_mcp.server import mcp; print('MCP server imports OK')"

IMPLEMENT
    |
    v
FOCUSED TESTS
    |
    v
FULL REGRESSION
    |
    v
RUNTIME / MCP VERIFICATION
    |
    v
FIX / REFINE
    |
    v
MARK STEP COMPLETE
    |
    v
UPDATE README
    |
    v
DOWNLOAD NEW README CHECKPOINT
    |
    v
NEXT STEP

                    MCP CLIENT / AI ASSISTANT
                              |
                              v
                       +-------------+
                       |   QA MCP    |
                       |   Server    |
                       +------+------+
                              |
              +---------------+----------------+
              |               |                |
              v               v                v
        QA Intelligence   Connectors      Automation
              |               |                |
        +-----+-----+     +---+---+       +----+----+
        |     |     |     |   |   |       |    |    |
     Analyze Gen  Review Jira GitHub    UI   API  Perf
                                            Mobile
              |
              v
          QA Agent
              |
              v
       Persistent Context
              |
              v
     Project / Requirement
        / Suite Versions
              |
              v
       Import / Export

Phase 1
  Steps 1–7  COMPLETED

Phase 2
  Step 1 — QA Project Context       COMPLETED
  Step 2 — SQLite Persistence       COMPLETED
  Step 3 — QA Suite Versioning      COMPLETED
  Step 4 — Import / Export          COMPLETED

49 tests passed
SQLite persistence verified
Requirement versioning verified
Suite versioning verified
Import/export contract verified
Import validation verified
Round-trip persistence verified
MCP import/export verified
MCP server imports successfully
Test isolation verified

pydantic_settings
IncompleteFieldDefinitionWarning
Field 'lifespan'

Phase 2 → Step 5
       |
       v
Jira Connector

Phase 1
  |
  +-- Foundation
  +-- LLM abstraction
  +-- Requirement analysis
  +-- Test generation
  +-- Test review
  +-- QA suite workflow
  +-- MCP integration
  |
  v
Phase 1 COMPLETE

Phase 2
  |
  +-- QA Project Context
  +-- SQLite Persistence
  +-- Requirement/Suite Versioning
  +-- Import / Export
  |
  v
Phase 2 Step 4 COMPLETE