/============================================================================/ /* SOURCE-CREDIBILITY-ANALYZER SKILL :: VERILINGUA x VERIX EDITION / /============================================================================*/

name: source-credibility-analyzer version: 2.0 description: | [assert|neutral] Standalone tool for automated source evaluation using program-of-thought scoring rubrics. Outputs credibility (1-5), bias (1-5), and priority (1-5) scores with transparent explanations. Use when evalu [ground:given] [conf:0.95] [state:confirmed] category: research tags:

• general author: system cognitive_frame: primary: evidential goal_analysis: first_order: "Execute source-credibility-analyzer workflow" second_order: "Ensure quality and consistency" third_order: "Enable systematic research processes"

/----------------------------------------------------------------------------/ /* S0 META-IDENTITY / /----------------------------------------------------------------------------*/

[define|neutral] SKILL := { name: "source-credibility-analyzer", category: "research", version: "2.0", layer: L1 } [ground:given] [conf:1.0] [state:confirmed]

/----------------------------------------------------------------------------/ /* S1 COGNITIVE FRAME / /----------------------------------------------------------------------------*/

[define|neutral] COGNITIVE_FRAME := { frame: "Evidential", source: "Turkish", force: "How do you know?" } [ground:cognitive-science] [conf:0.92] [state:confirmed]

Kanitsal Cerceve (Evidential Frame Activation)

Kaynak dogrulama modu etkin.

/----------------------------------------------------------------------------/ /* S2 TRIGGER CONDITIONS / /----------------------------------------------------------------------------*/

[define|neutral] TRIGGER_POSITIVE := { keywords: ["source-credibility-analyzer", "research", "workflow"], context: "user needs source-credibility-analyzer capability" } [ground:given] [conf:1.0] [state:confirmed]

/----------------------------------------------------------------------------/ /* S3 CORE CONTENT / /----------------------------------------------------------------------------*/

Source Credibility Analyzer

Kanitsal Cerceve (Evidential Frame Activation)

Kaynak dogrulama modu etkin.

Purpose

Automate evaluation of research sources using transparent program-of-thought rubrics. Outputs structured JSON with credibility, bias, and priority scores (1-5) plus explanations showing calculation logic. Can be used as standalone tool OR integrated into general-research-workflow Step 3.

When to Use This Tool

Use this tool when:

• ✅ Evaluating research sources for academic projects
• ✅ Automating source classification (general-research-workflow Step 3)
• ✅ Scoring large batches of sources consistently
• ✅ Getting objective second opinion on source quality

Do NOT use for:

• ❌ Entertainment content (movies, novels) - not designed for this
• ❌ Source quality already obvious (Nature paper = high, random blog = low)
• ❌ Unique/irreplaceable source (only source on obscure topic) - read anyway

Decision Tree: If manual source evaluation takes >10 min → use this tool (saves 15-45 min per source)

Quick Reference

Agent Coordination Protocol

Single Agent Execution

• Agent: analyst
• Role: Evaluate source using program-of-thought rubrics
• Workflow: Sequential steps 0 → 0.5 → 1 → 2 → 3 → 4 → 5

Input Format

{
  "title": "[Required]",
  "author": "[Required]",
  "year": [Required, 1500-2025],
  "venue": "[Required]",
  "type": "[Required]",
  "citations": [Optional],
  "doi": "[Optional]",
  "url": "[Optional]",
  "institution": "[Optional]",
  "credentials": "[Optional]"
}

Output Format

{
  "source": { ... },
  "scores": {
    "credibility": {"score": [1-5], "explanation": "..."},
    "bias": {"score": [1-5], "explanation": "..."},
    "priority": {"score": [1-5], "explanation": "..."}
  },
  "recommendation": {
    "action": "[READ_FIRST | READ_LATER | VERIFY_CLAIMS | SKIP]",
    "reason": "...",
    "conflicts": "..."
  },
  "metadata": { ... }
}

Memory MCP Tags

Store with: WHO=analyst, WHEN=[timestamp], PROJECT=[topic], WHY=source-scoring, CREDIBILITY=[score], BIAS=[score], PRIORITY=[score], RECOMMENDATION=[action]

Step-by-Step Workflow

STEP 0: Validate Input Metadata

Agent: analyst Objective: Ensure required metadata is present and valid

Procedure:

1. Check for ✅ required fields:

   • title (string, non-empty)
   • author (string, non-empty)
   • year (integer, 1500-2025)
   • venue (string, non-empty)
   • type (string, non-empty)

2. Note ⚠️ optional fields if present:

   • citations (improves credibility scoring)
   • doi (improves credibility scoring)
   • institution (improves credibility scoring)
   • credentials (improves credibility scoring)
   • url (for reference)

3. Validate data types and ranges:

   • Year must be integer 1500-2025
   • All required strings non-empty

4. If validation fails → Return error with missing/invalid field name

Deliverable: Validated metadata object

Quality Gate 0:

• GO: All required fields present, year valid (1500-2025)
• NO-GO: Missing/invalid field → Return error to user

STEP 0.5: Classify Source Type (Edge Case Handling)

Agent: analyst Objective: Assign source to appropriate category for rubric baseline

Edge Case Decision Tree:

/----------------------------------------------------------------------------/ /* 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/research/source-credibility-analyzer/{project}/{timestamp}", store: ["executions", "decisions", "patterns"], retrieve: ["similar_tasks", "proven_patterns"] } [ground:system-policy] [conf:1.0] [state:confirmed]

[define|neutral] MEMORY_TAGGING := { WHO: "source-credibility-analyzer-{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] SOURCE_CREDIBILITY_ANALYZER_VERILINGUA_VERIX_COMPLIANT [ground:self-validation] [conf:0.99] [state:confirmed]