claude mcp add memory-mcp npx @modelcontextprotocol/server-memory

// PHASE 1: DISCOVERY - Scan codebase for domain
Task("Codebase Scanner",
  `Scan codebase to discover ${domain} domain structure:
   1. Find primary source directory (src/${domain}/, lib/${domain}/, etc.)
   2. Find test directory (tests/${domain}/, __tests__/${domain}/, etc.)
   3. Find config files related to ${domain}
   4. Identify key files (index, main exports, types)

   Output: .claude/.artifacts/expertise-discovery-${domain}.json`,
  "code-analyzer")

// PHASE 2: PATTERN EXTRACTION - Understand how domain works
Task("Pattern Extractor",
  `Extract patterns from ${domain} codebase:
   1. Architecture pattern (MVC, Clean Architecture, etc.)
   2. Data flow patterns (how data moves)
   3. Error handling patterns
   4. Validation patterns
   5. Key entities (classes, functions, types)

   Output: .claude/.artifacts/expertise-patterns-${domain}.json`,
  "analyst")

// PHASE 3: RELATIONSHIP MAPPING - Find dependencies
Task("Dependency Mapper",
  `Map relationships for ${domain}:
   1. What domains does ${domain} depend on?
   2. What domains depend on ${domain}?
   3. What external services does ${domain} use?
   4. What are the coupling strengths?

   Output: .claude/.artifacts/expertise-relationships-${domain}.json`,
  "analyst")

// PHASE 4: SYNTHESIS - Create expertise file
Task("Expertise Synthesizer",
  `Synthesize expertise file for ${domain}:
   1. Load discovery, patterns, relationships from artifacts
   2. Generate .claude/expertise/${domain}.yaml
   3. Create initial validation rules
   4. Set metadata (created_by, timestamps)
   5. Store in Memory MCP: expertise/${domain}

   Output: .claude/expertise/${domain}.yaml`,
  "knowledge-manager")

// PHASE 1: LOAD EXPERTISE
const expertise = loadExpertiseFile(domain);
if (!expertise) {
  console.log("No expertise file found. Run /expertise-create first.");
  return;
}

// PHASE 2: RUN VALIDATION RULES
Task("Validation Runner",
  `Validate expertise for ${domain}:

   For each validation_

/*----------------------------------------------------------------------------*/
/* S4 SUCCESS CRITERIA                                                         */
/*----------------------------------------------------------------------------*/

[define|neutral] SUCCESS_CRITERIA := {
  primary: "Skill execution completes successfully",
  quality: "Output meets quality thresholds",
  verification: "Results validated against requirements"
} [ground:given] [conf:1.0] [state:confirmed]

/*----------------------------------------------------------------------------*/
/* S5 MCP INTEGRATION                                                          */
/*----------------------------------------------------------------------------*/

[define|neutral] MCP_INTEGRATION := {
  memory_mcp: "Store execution results and patterns",
  tools: ["mcp__memory-mcp__memory_store", "mcp__memory-mcp__vector_search"]
} [ground:witnessed:mcp-config] [conf:0.95] [state:confirmed]

/*----------------------------------------------------------------------------*/
/* S6 MEMORY NAMESPACE                                                         */
/*----------------------------------------------------------------------------*/

[define|neutral] MEMORY_NAMESPACE := {
  pattern: "skills/foundry/expertise-manager/{project}/{timestamp}",
  store: ["executions", "decisions", "patterns"],
  retrieve: ["similar_tasks", "proven_patterns"]
} [ground:system-policy] [conf:1.0] [state:confirmed]

[define|neutral] MEMORY_TAGGING := {
  WHO: "expertise-manager-{session_id}",
  WHEN: "ISO8601_timestamp",
  PROJECT: "{project_name}",
  WHY: "skill-execution"
} [ground:system-policy] [conf:1.0] [state:confirmed]

/*----------------------------------------------------------------------------*/
/* S7 SKILL COMPLETION VERIFICATION                                            */
/*----------------------------------------------------------------------------*/

[direct|emphatic] COMPLETION_CHECKLIST := {
  agent_spawning: "Spawn agents via Task()",
  registry_validation: "Use registry agents only",
  todowrite_called: "Track progress with TodoWrite",
  work_delegation: "Delegate to specialized agents"
} [ground:system-policy] [conf:1.0] [state:confirmed]

/*----------------------------------------------------------------------------*/
/* S8 ABSOLUTE RULES                                                           */
/*----------------------------------------------------------------------------*/

[direct|emphatic] RULE_NO_UNICODE := forall(output): NOT(unicode_outside_ascii) [ground:windows-compatibility] [conf:1.0] [state:confirmed]

[direct|emphatic] RULE_EVIDENCE := forall(claim): has(ground) AND has(confidence) [ground:verix-spec] [conf:1.0] [state:confirmed]

[direct|emphatic] RULE_REGISTRY := forall(agent): agent IN AGENT_REGISTRY [ground:system-policy] [conf:1.0] [state:confirmed]

/*----------------------------------------------------------------------------*/
/* PROMISE                                                                     */
/*----------------------------------------------------------------------------*/

[commit|confident] <promise>EXPERTISE_MANAGER_VERILINGUA_VERIX_COMPLIANT</promise> [ground:self-validation] [conf:0.99] [state:confirmed]