{
 "_meta": {
  "measured": "2026-08-11",
  "population": "skills/**/references/**/*.md (389 files)",
  "class": "a stated count of MCP tool calls made while researching THIS document",
  "buckets": {
   "konsistent": "total stated + breakdown stated + they agree under the only reasonable reading",
   "inkonsistent": "total stated + breakdown stated + they disagree under every reasonable reading",
   "tvetydig": "total stated + breakdown stated, verdict flips between two defensible readings",
   "ikke_sjekkbar": "no internal cross-check exists (bare total, breakdown without total, or a component with no number)"
  },
  "flags": "orthogonal to bucket: provenance_mix, label_value_mismatch, prose_repeat, direction_stated_gt_enumerated"
 },
 "members": [
  {
   "f": "skills/ms-ai-advisor/references/copilot-extensibility/adaptive-cards-copilot-responses.md",
   "l": 517,
   "a": "**MCP calls:** 3 docs_search, 2 docs_fetch, 1 code_sample_search",
   "b": "ikke_sjekkbar",
   "flags": [],
   "form": "line"
  },
  {
   "f": "skills/ms-ai-advisor/references/copilot-extensibility/copilot-api-rate-limiting-resilience.md",
   "l": 496,
   "a": "**MCP Calls:** 6 (3 searches, 2 fetches, 1 code sample search)",
   "b": "konsistent",
   "flags": [],
   "form": "line"
  },
  {
   "f": "skills/ms-ai-advisor/references/copilot-extensibility/declarative-agents-grounding-strategies.md",
   "l": 461,
   "a": "**MCP-kall:** 7 (3 search, 3 fetch, 1 code sample search)",
   "b": "konsistent",
   "flags": [],
   "form": "line"
  },
  {
   "f": "skills/ms-ai-advisor/references/copilot-extensibility/enterprise-governance-copilot-deployment.md",
   "l": 920,
   "a": "- 3 microsoft_docs_search calls",
   "b": "ikke_sjekkbar",
   "flags": [],
   "form": "block",
   "span": [
    919,
    922
   ]
  },
  {
   "f": "skills/ms-ai-advisor/references/copilot-extensibility/microsoft-graph-api-copilot-integration.md",
   "l": 544,
   "a": "**MCP calls:** 7 (3x docs_search, 2x docs_fetch, 1x code_sample_search, 1x ToolSearch)",
   "b": "tvetydig",
   "flags": [
    "provenance_mix"
   ],
   "form": "line"
  },
  {
   "f": "skills/ms-ai-advisor/references/copilot-extensibility/sharepoint-copilot-agents.md",
   "l": 356,
   "a": "**MCP-calls:** 5 (3 search + 2 fetch).",
   "b": "konsistent",
   "flags": [],
   "form": "line"
  },
  {
   "f": "skills/ms-ai-advisor/references/copilot-extensibility/teams-copilot-message-extensions.md",
   "l": 469,
   "a": "**MCP-kall utført:** 6 (3 search, 2 fetch, 1 code sample search)",
   "b": "konsistent",
   "flags": [],
   "form": "line"
  },
  {
   "f": "skills/ms-ai-advisor/references/prompt-engineering/chain-of-thought-prompting.md",
   "l": 500,
   "a": "**Totalt:** 4 MCP-kall, 3 unike Microsoft Learn-kilder.",
   "b": "inkonsistent",
   "flags": [
    "direction_stated_gt_enumerated"
   ],
   "form": "block",
   "span": [
    494,
    500
   ],
   "stated": 4,
   "enumerated": 3,
   "delta": 1
  },
  {
   "f": "skills/ms-ai-advisor/references/prompt-engineering/domain-specific-prompt-optimization.md",
   "l": 589,
   "a": "- **MCP-søk** — 3 søk mot microsoft-learn (2026-02-04)",
   "b": "ikke_sjekkbar",
   "flags": [],
   "form": "block",
   "span": [
    587,
    591
   ]
  },
  {
   "f": "skills/ms-ai-advisor/references/prompt-engineering/multi-turn-conversation-management.md",
   "l": 683,
   "a": "**MCP calls:** 5 (search + fetch)",
   "b": "ikke_sjekkbar",
   "flags": [],
   "form": "line"
  },
  {
   "f": "skills/ms-ai-advisor/references/prompt-engineering/prompt-testing-and-evaluation.md",
   "l": 1080,
   "a": "**MCP Calls:** 3 (microsoft_docs_search × 2, microsoft_docs_fetch × 2, microsoft_code_sample_search × 1)",
   "b": "inkonsistent",
   "flags": [],
   "form": "line",
   "stated": 3,
   "enumerated": 5,
   "delta": -2
  },
  {
   "f": "skills/ms-ai-engineering/references/agent-orchestration/agent-evaluation-testing-frameworks.md",
   "l": 563,
   "a": "- **MCP calls:** 3 (microsoft_docs_search) + 2 (microsoft_docs_fetch) + 1 (microsoft_code_sample_search) = 6",
   "b": "konsistent",
   "flags": [],
   "form": "line"
  },
  {
   "f": "skills/ms-ai-engineering/references/agent-orchestration/agent-memory-and-context-management.md",
   "l": 535,
   "a": "**MCP calls**: 6 (3x microsoft_docs_search, 2x microsoft_docs_fetch, 1x microsoft_code_sample_search)",
   "b": "konsistent",
   "flags": [],
   "form": "line"
  },
  {
   "f": "skills/ms-ai-engineering/references/agent-orchestration/foundry-workflows-visual-orchestration.md",
   "l": 651,
   "a": "**MCP calls**: 4 (2x docs_search, 2x docs_fetch)",
   "b": "konsistent",
   "flags": [],
   "form": "line"
  },
  {
   "f": "skills/ms-ai-engineering/references/agent-orchestration/multi-agent-orchestration-patterns.md",
   "l": 720,
   "a": "**Total MCP calls:** 6 (3 microsoft_docs_search + 2 microsoft_docs_fetch + 1 microsoft_code_sample_search)",
   "b": "konsistent",
   "flags": [],
   "form": "line"
  },
  {
   "f": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-api-best-practices.md",
   "l": 762,
   "a": "**MCP call summary:** 7 microsoft_docs_search + 4 microsoft_docs_fetch + 1 microsoft_code_sample_search = 12 total MCP calls",
   "b": "konsistent",
   "flags": [],
   "form": "line"
  },
  {
   "f": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-cost-optimization.md",
   "l": 396,
   "a": "**Total MCP calls:** 6",
   "b": "ikke_sjekkbar",
   "flags": [],
   "form": "line"
  },
  {
   "f": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-governance-compliance.md",
   "l": 753,
   "a": "**Total antall MCP-kall:** 8 (4 docs_search + 4 docs_fetch)",
   "b": "konsistent",
   "flags": [],
   "form": "line"
  },
  {
   "f": "skills/ms-ai-engineering/references/azure-ai-services/ai-services-networking-security.md",
   "l": 620,
   "a": "**MCP calls:** 7 (microsoft_docs_search, microsoft_docs_fetch, microsoft_code_sample_search)",
   "b": "ikke_sjekkbar",
   "flags": [],
   "form": "line"
  },
  {
   "f": "skills/ms-ai-engineering/references/azure-ai-services/azure-ai-vision-image-analysis.md",
   "l": 392,
   "a": "**MCP-kall totalt:** 4 (3 docs_search + 1 code_sample_search)",
   "b": "konsistent",
   "flags": [],
   "form": "line"
  },
  {
   "f": "skills/ms-ai-engineering/references/azure-ai-services/document-intelligence-prebuilt-models.md",
   "l": 565,
   "a": "**Totalt MCP-kall:** 5 (3× search, 2× fetch, 1× code samples)",
   "b": "inkonsistent",
   "flags": [],
   "form": "line",
   "stated": 5,
   "enumerated": 6,
   "delta": -1
  },
  {
   "f": "skills/ms-ai-engineering/references/azure-ai-services/speech-services-text-to-speech.md",
   "l": 538,
   "a": "**Totalt antall MCP-kall:** 7 (4 × docs_search, 3 × docs_fetch, 1 × code_sample_search)",
   "b": "inkonsistent",
   "flags": [],
   "form": "line",
   "stated": 7,
   "enumerated": 8,
   "delta": -1
  },
  {
   "f": "skills/ms-ai-engineering/references/azure-ai-services/translator-document-translation.md",
   "l": 402,
   "a": "**Total MCP calls:** 4 (docs_search) + 3 (docs_fetch) = **7**",
   "b": "konsistent",
   "flags": [],
   "form": "line"
  },
  {
   "f": "skills/ms-ai-engineering/references/mlops-genaiops/data-drift-monitoring-detection.md",
   "l": 378,
   "a": "**MCP Calls:** 5 (3 × microsoft_docs_search, 1 × microsoft_docs_fetch, 1 × microsoft_code_sample_search)",
   "b": "konsistent",
   "flags": [],
   "form": "line"
  },
  {
   "f": "skills/ms-ai-engineering/references/mlops-genaiops/genaiops-llm-specific-practices.md",
   "l": 383,
   "a": "**Totalt:** 18 kilder, 8 MCP-kall.",
   "b": "konsistent",
   "flags": [],
   "form": "line"
  },
  {
   "f": "skills/ms-ai-engineering/references/mlops-genaiops/inferencing-optimization-caching.md",
   "l": 1005,
   "a": "**Total MCP-kall:** 7 (docs search) + 3 (docs fetch) + 2 (code samples) = **12**",
   "b": "konsistent",
   "flags": [
    "prose_repeat"
   ],
   "form": "line"
  },
  {
   "f": "skills/ms-ai-engineering/references/mlops-genaiops/infrastructure-as-code-mlops.md",
   "l": 933,
   "a": "- **microsoft_docs_search calls:** 4",
   "b": "ikke_sjekkbar",
   "flags": [],
   "form": "block",
   "span": [
    932,
    935
   ]
  },
  {
   "f": "skills/ms-ai-engineering/references/mlops-genaiops/mlops-security-access-control.md",
   "l": 744,
   "a": "**MCP Calls:** 8 (microsoft-learn docs search + fetch, code samples)",
   "b": "ikke_sjekkbar",
   "flags": [],
   "form": "line"
  },
  {
   "f": "skills/ms-ai-engineering/references/mlops-genaiops/mlops-teams-collaboration-tools.md",
   "l": 738,
   "a": "**Totalt antall MCP-kall:** 6 (3x search, 2x fetch, 1x code samples)",
   "b": "konsistent",
   "flags": [],
   "form": "line"
  },
  {
   "f": "skills/ms-ai-engineering/references/mlops-genaiops/model-deployment-strategies-azure.md",
   "l": 1067,
   "a": "**MCP-kall utført:** 8 (microsoft_docs_search × 5, microsoft_docs_fetch × 2, microsoft_code_sample_search × 1)",
   "b": "konsistent",
   "flags": [],
   "form": "line"
  },
  {
   "f": "skills/ms-ai-engineering/references/mlops-genaiops/model-versioning-registry-management.md",
   "l": 580,
   "a": "- **Total searches:** 3 (Azure ML registry, AI Foundry, MLOps lifecycle)",
   "b": "ikke_sjekkbar",
   "flags": [],
   "form": "block",
   "span": [
    579,
    582
   ]
  },
  {
   "f": "skills/ms-ai-engineering/references/mlops-genaiops/responsible-ai-mlops-integration.md",
   "l": 733,
   "a": "**MCP-calls brukt:** 6 (microsoft_docs_search x 3, microsoft_docs_fetch x 2, microsoft_code_sample_search x 1)",
   "b": "konsistent",
   "flags": [],
   "form": "line"
  },
  {
   "f": "skills/ms-ai-engineering/references/rag-architecture/rag-cost-optimization.md",
   "l": 558,
   "a": "**MCP calls:** 3 (search) + 2 (fetch) = 5 total",
   "b": "konsistent",
   "flags": [],
   "form": "line"
  },
  {
   "f": "skills/ms-ai-engineering/references/rag-architecture/rag-document-preprocessing.md",
   "l": 791,
   "a": "**Totalt antall MCP-kilder:** 3 docs_search calls + 2 docs_fetch calls = **5 MCP-kall**",
   "b": "konsistent",
   "flags": [
    "label_value_mismatch"
   ],
   "form": "line"
  },
  {
   "f": "skills/ms-ai-governance/references/monitoring-observability/real-time-streaming-monitoring.md",
   "l": 560,
   "a": "**MCP calls:** 6 (3 × search, 2 × fetch, 1 × code search)",
   "b": "konsistent",
   "flags": [],
   "form": "line"
  },
  {
   "f": "skills/ms-ai-governance/references/monitoring-observability/response-quality-metrics-rag.md",
   "l": 637,
   "a": "**MCP research calls:** 3 (microsoft_docs_search × 3, microsoft_docs_fetch × 2, microsoft_code_sample_search × 1)",
   "b": "inkonsistent",
   "flags": [],
   "form": "line",
   "stated": 3,
   "enumerated": 6,
   "delta": -3
  },
  {
   "f": "skills/ms-ai-governance/references/responsible-ai/ai-act-annex-iii-checklist.md",
   "l": 523,
   "a": "- `microsoft_docs_search`: 2 queries (EU AI Act compliance, Purview AI governance)",
   "b": "ikke_sjekkbar",
   "flags": [
    "provenance_mix"
   ],
   "form": "block",
   "span": [
    521,
    525
   ]
  },
  {
   "f": "skills/ms-ai-governance/references/responsible-ai/ai-act-compliance-guide.md",
   "l": 733,
   "a": "- `microsoft_docs_search`: 3 queries (EU AI Act compliance, governance, risk classification)",
   "b": "ikke_sjekkbar",
   "flags": [
    "provenance_mix"
   ],
   "form": "block",
   "span": [
    732,
    735
   ]
  },
  {
   "f": "skills/ms-ai-governance/references/responsible-ai/ai-impact-assessment-framework.md",
   "l": 653,
   "a": "**Antall dokumenter søkt:** 4 (search queries) + 2 (deep fetch)",
   "b": "ikke_sjekkbar",
   "flags": [
    "label_value_mismatch"
   ],
   "form": "line"
  },
  {
   "f": "skills/ms-ai-governance/references/responsible-ai/ai-risk-taxonomy-classification.md",
   "l": 460,
   "a": "- **microsoft_docs_search:** 3 calls (AI risk classification, AI Act levels, Azure framework)",
   "b": "ikke_sjekkbar",
   "flags": [],
   "form": "block",
   "span": [
    458,
    463
   ]
  },
  {
   "f": "skills/ms-ai-governance/references/responsible-ai/algorithmic-accountability-auditability.md",
   "l": 562,
   "a": "### MCP Calls: 6",
   "b": "konsistent",
   "flags": [],
   "form": "block",
   "span": [
    562,
    565
   ]
  },
  {
   "f": "skills/ms-ai-governance/references/responsible-ai/continuous-improvement-feedback-loops.md",
   "l": 599,
   "a": "**Total MCP calls:** 6 (3 searches + 2 fetches + 1 code sample search)",
   "b": "konsistent",
   "flags": [],
   "form": "line"
  },
  {
   "f": "skills/ms-ai-governance/references/responsible-ai/human-in-the-loop-oversight.md",
   "l": 832,
   "a": "**MCP Calls:** 6 (3 searches + 2 fetches + 1 code sample search)",
   "b": "konsistent",
   "flags": [],
   "form": "line"
  },
  {
   "f": "skills/ms-ai-governance/references/responsible-ai/model-monitoring-drift-detection.md",
   "l": 774,
   "a": "### Total MCP Calls: 4",
   "b": "inkonsistent",
   "flags": [],
   "form": "block",
   "span": [
    774,
    777
   ],
   "stated": 4,
   "enumerated": 6,
   "delta": -2
  },
  {
   "f": "skills/ms-ai-governance/references/responsible-ai/responsible-ai-framework-overview.md",
   "l": 374,
   "a": "**MCP-søk utført:** 3 søk (microsoft-learn)",
   "b": "ikke_sjekkbar",
   "flags": [],
   "form": "block",
   "span": [
    374,
    375
   ]
  },
  {
   "f": "skills/ms-ai-governance/references/responsible-ai/responsible-ai-policy-development.md",
   "l": 561,
   "a": "**MCP Calls:** 4 (microsoft_docs_search x3, microsoft_docs_fetch x2)",
   "b": "inkonsistent",
   "flags": [],
   "form": "line",
   "stated": 4,
   "enumerated": 5,
   "delta": -1
  },
  {
   "f": "skills/ms-ai-security/references/ai-security-engineering/ai-security-scoring-framework.md",
   "l": 514,
   "a": "**MCP calls:** 5 (3 søk + 2 fetch)",
   "b": "konsistent",
   "flags": [],
   "form": "line"
  },
  {
   "f": "skills/ms-ai-security/references/ai-security-engineering/content-safety-filter-calibration.md",
   "l": 536,
   "a": "**MCP-kall:** 6 (3x microsoft_docs_search, 2x microsoft_docs_fetch, 1x microsoft_code_sample_search)",
   "b": "konsistent",
   "flags": [],
   "form": "line"
  },
  {
   "f": "skills/ms-ai-security/references/ai-security-engineering/norwegian-content-safety.md",
   "l": 537,
   "a": "**MCP-kall:** 6 (microsoft_docs_search x6)",
   "b": "konsistent",
   "flags": [],
   "form": "line"
  },
  {
   "f": "skills/ms-ai-security/references/ai-security-engineering/output-validation-grounding-verification.md",
   "l": 694,
   "a": "**MCP-kall utført:** 4 (2x docs_search, 1x code_sample_search, 2x docs_fetch)",
   "b": "inkonsistent",
   "flags": [],
   "form": "line",
   "stated": 4,
   "enumerated": 5,
   "delta": -1
  },
  {
   "f": "skills/ms-ai-security/references/ai-security-engineering/prompt-injection-defense-patterns.md",
   "l": 477,
   "a": "- 3 MCP microsoft-learn docs_search calls",
   "b": "ikke_sjekkbar",
   "flags": [],
   "form": "block",
   "span": [
    476,
    478
   ]
  },
  {
   "f": "skills/ms-ai-security/references/cost-optimization/azure-ai-foundry-cost-governance.md",
   "l": 903,
   "a": "**Total MCP Calls:** 4 (3x microsoft_docs_search, 1x microsoft_docs_fetch, 1x microsoft_code_sample_search)",
   "b": "inkonsistent",
   "flags": [],
   "form": "line",
   "stated": 4,
   "enumerated": 5,
   "delta": -1
  },
  {
   "f": "skills/ms-ai-security/references/cost-optimization/budget-forecasting-ai-projects.md",
   "l": 529,
   "a": "**Total MCP calls:** 3 (docs_search) + 2 (docs_fetch) + 1 (code_sample_search) = 6",
   "b": "konsistent",
   "flags": [],
   "form": "line"
  },
  {
   "f": "skills/ms-ai-security/references/cost-optimization/inference-endpoint-cost-optimization.md",
   "l": 616,
   "a": "**Totalt MCP-kall:** 3 (microsoft_docs_search) + 2 (microsoft_docs_fetch) + 1 (microsoft_code_sample_search) = 6",
   "b": "konsistent",
   "flags": [],
   "form": "line"
  },
  {
   "f": "skills/ms-ai-security/references/cost-optimization/model-selection-price-performance.md",
   "l": 570,
   "a": "**MCP-kall brukt:** 6 (4x docs_search, 2x docs_fetch)",
   "b": "konsistent",
   "flags": [],
   "form": "line"
  },
  {
   "f": "skills/ms-ai-security/references/cost-optimization/reserved-capacity-planning.md",
   "l": 557,
   "a": "**MCP Calls:** 3",
   "b": "ikke_sjekkbar",
   "flags": [],
   "form": "line"
  },
  {
   "f": "skills/ms-ai-security/references/cost-optimization/small-language-models-economics.md",
   "l": 644,
   "a": "**Total MCP-kall:** 4 (3x search, 2x fetch, 1x code samples)",
   "b": "inkonsistent",
   "flags": [],
   "form": "line",
   "stated": 4,
   "enumerated": 6,
   "delta": -2
  },
  {
   "f": "skills/ms-ai-security/references/cost-optimization/token-counting-optimization.md",
   "l": 611,
   "a": "**MCP Calls:** 4 (microsoft_docs_search × 3, microsoft_docs_fetch × 2, microsoft_code_sample_search × 1)",
   "b": "inkonsistent",
   "flags": [],
   "form": "line",
   "stated": 4,
   "enumerated": 6,
   "delta": -2
  }
 ]
}