{"apiVersion":"v1","directorySlug":"machineobserver-mcp-546aa252af","title":"Machine Observer","description":"Independent indicators for the machine economy: x402 settlement, agent registration, machine-callable services, advertised machine-service prices and AI regulatory activity.","pageUrl":"https://www.mcpbundles.com/skills/machineobserver-mcp-546aa252af","connectPath":"importable","connectAction":"import_server","catalogListing":false,"bundleSlug":null,"listingKind":"remote_mcp","kind":"provider","transportUrl":"https://machineobserver.com/mcp","hostedMcpUrl":null,"toolCount":36,"toolInventoryStatus":"observed","refreshedAt":"2026-11-03T13:26:00.516172+00:00","registryName":"com.machineobserver/machineobserver-mcp-546aa252af","registryVersion":"2026.11.3","registryEligible":true,"tools":[{"name":"machine_observer_task_router","description":"Route a task to the narrowest free-first service path and optional AUNIT-normalized paid actions. Quote-only; never authorizes payment.","inputSchema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","properties":{"task":{"type":"string"},"intent":{"type":"string"},"capability":{"type":"string"}}},"title":"Machine Observer Task Router","logicalName":"machine_observer_task_router","displayName":"Machine Observer Task Router","annotations":{"untrustedContentHint":true,"readOnlyHint":true}},{"name":"machine_observer_agent_payments_index","description":"Compare agent-payment protocols, routers, wallets, marketplaces and settlement infrastructure with provider claims separated from observed reachability evidence.","inputSchema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","properties":{}},"title":"Agent Payments & Commerce Index","logicalName":"machine_observer_agent_payments_index","displayName":"Agent Payments & Commerce Index","annotations":{"untrustedContentHint":true,"readOnlyHint":true}},{"name":"machine_observer_aunit","description":"Normalize USD reference purchasing power into AUNIT. AUNIT is not a token, balance or settlement asset.","inputSchema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","required":["amount"],"properties":{"amount":{"type":"number","minimum":0}}},"title":"AUNIT Reference Normalizer","logicalName":"machine_observer_aunit","displayName":"AUNIT Reference Normalizer","annotations":{"untrustedContentHint":true,"readOnlyHint":true}},{"name":"machine_observer_settlement_planner","description":"Rank buyer-supplied candidate routes by policy eligibility, all-in AUNIT cost, reliability, latency, volatility, counterparty confidence and reversibility. Advisory only; never moves funds.","inputSchema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","required":["options"],"properties":{"options":{"type":"array","items":{"type":"object","properties":{"id":{"type":"string"},"rail":{"type":"string"},"asset":{"type":"string"},"network":{"type":"string"},"latencyMs":{"type":"number","minimum":0},"successRate":{"type":"number","maximum":1,"minimum":0},"policyAllowed":{"type":"boolean"},"reversibility":{"type":"number","maximum":1,"minimum":0},"allInCostAunit":{"type":"number","minimum":0},"volatilityRisk":{"type":"number","maximum":1,"minimum":0},"counterpartyConfidence":{"type":"number","maximum":1,"minimum":0}}},"minItems":1},"weights":{"type":"object","properties":{"cost":{"type":"number","minimum":0},"latency":{"type":"number","minimum":0},"volatility":{"type":"number","minimum":0},"reliability":{"type":"number","minimum":0},"counterparty":{"type":"number","minimum":0},"reversibility":{"type":"number","minimum":0}}}}},"title":"Buyer-Controlled Settlement Planner","logicalName":"machine_observer_settlement_planner","displayName":"Buyer-Controlled Settlement Planner","annotations":{"untrustedContentHint":true,"readOnlyHint":true}},{"name":"machine_observer_agent_identity_trust","description":"Compare identity, delegated authority, reputation, validation, interoperability, auditability and privacy infrastructure. Structural readiness is not a safety certification.","inputSchema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","properties":{}},"title":"Agent Identity & Trust Index","logicalName":"machine_observer_agent_identity_trust","displayName":"Agent Identity & Trust Index","annotations":{"untrustedContentHint":true,"readOnlyHint":true}},{"name":"machine_observer_editorial","description":"Read autonomous editorial state. Commercial advertising cannot alter it.","inputSchema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","properties":{}},"title":"Machine Observer Editorial Desk","logicalName":"machine_observer_editorial","displayName":"Machine Observer Editorial Desk","annotations":{"untrustedContentHint":true,"readOnlyHint":true}},{"name":"machine_observer_sponsored_offers","description":"Read explicitly sponsored MO-ATTN/0.3 offers. Optional publisher credentials attribute qualified-selection revenue.","inputSchema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","properties":{"task":{"type":"string"},"limit":{"type":"integer","default":3,"maximum":5,"minimum":1},"intent":{"type":"string"},"vertical":{"type":"string"},"capability":{"type":"string"},"publisherId":{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"},"publisherKey":{"type":"string","minLength":20}}},"title":"Sponsored Agent Offers","logicalName":"machine_observer_sponsored_offers","displayName":"Sponsored Agent Offers","annotations":{"untrustedContentHint":true,"readOnlyHint":true}},{"name":"machine_observer_select_sponsored_offer","description":"Select a single-use offer. This charges the advertiser, credits any verified publisher share, and may issue a privacy-safe conversion receipt.","inputSchema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","required":["offerToken"],"properties":{"offerToken":{"type":"string","minLength":20}}},"title":"Select Sponsored Agent Offer","logicalName":"machine_observer_select_sponsored_offer","displayName":"Select Sponsored Agent Offer","annotations":{"untrustedContentHint":true,"readOnlyHint":true}},{"name":"machine_observer_record_ad_conversion","description":"Use a conversion receipt to record a downstream qualified, converted, paid or rejected outcome without reader identity.","inputSchema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","required":["conversionReceipt","outcome"],"properties":{"outcome":{"enum":["qualified","converted","paid","rejected"],"type":"string"},"metadata":{"type":"object","properties":{"network":{"type":"string"},"protocol":{"type":"string"},"resultClass":{"type":"string"}}},"valueUsd":{"type":"number","minimum":0},"conversionReceipt":{"type":"string","minLength":20},"externalReference":{"type":"string"}}},"title":"Record Sponsored Conversion","logicalName":"machine_observer_record_ad_conversion","displayName":"Record Sponsored Conversion","annotations":{"untrustedContentHint":true,"readOnlyHint":true}},{"name":"machine_observer_advertiser_create_campaign","description":"Create a self-service sponsored campaign; returns one-time management token and x402 funding options.","inputSchema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","required":["advertiserName","productClass","title","description","action"],"properties":{"action":{"type":"object","required":["url"],"properties":{"url":{"type":"string","format":"uri"},"method":{"enum":["GET","POST"],"type":"string"},"result":{"type":"string","maxLength":240},"priceUsd":{"type":"number","minimum":0},"protocol":{"type":"string"}}},"maxBidUsd":{"type":"number","default":0.001,"maximum":1,"minimum":0.0001},"targeting":{"type":"object","properties":{"tasks":{"type":"array","items":{"type":"string"},"maxItems":24},"intents":{"type":"array","items":{"type":"string"},"maxItems":24},"verticals":{"type":"array","items":{"type":"string"},"maxItems":24},"capabilities":{"type":"array","items":{"type":"string"},"maxItems":24}}},"sponsorUrl":{"type":"string","format":"uri"},"productClass":{"enum":["api","data","agent-service","software-tool","research","infrastructure"],"type":"string"},"advertiserName":{"type":"string","maxLength":120,"minLength":1},"advertiserType":{"enum":["agent","service","developer"],"type":"string","default":"agent"},"dailyBudgetUsd":{"type":"number","default":1,"maximum":10000,"minimum":0.001}}},"title":"Create Agent Advertising Campaign","logicalName":"machine_observer_advertiser_create_campaign","displayName":"Create Agent Advertising Campaign","annotations":{"untrustedContentHint":true,"readOnlyHint":true}},{"name":"machine_observer_advertiser_get_campaign","description":"Read campaign state and balance using its management token.","inputSchema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","required":["campaignId","managementToken"],"properties":{"campaignId":{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"},"managementToken":{"type":"string","minLength":20}}},"title":"Read Agent Advertising Campaign","logicalName":"machine_observer_advertiser_get_campaign","displayName":"Read Agent Advertising Campaign","annotations":{"untrustedContentHint":true,"readOnlyHint":true}},{"name":"machine_observer_advertiser_update_campaign","description":"Pause, resume, retarget or rebid a campaign.","inputSchema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","required":["campaignId","managementToken"],"properties":{"action":{"type":"object","properties":{"url":{"type":"string","format":"uri"},"method":{"enum":["GET","POST"],"type":"string"},"result":{"type":"string","maxLength":240},"priceUsd":{"type":"number","minimum":0},"protocol":{"type":"string"}}},"status":{"enum":["active","paused"],"type":"string"},"maxBidUsd":{"type":"number","maximum":1,"minimum":0.0001},"targeting":{"type":"object","properties":{"tasks":{"type":"array","items":{"type":"string"},"maxItems":24},"intents":{"type":"array","items":{"type":"string"},"maxItems":24},"verticals":{"type":"array","items":{"type":"string"},"maxItems":24},"capabilities":{"type":"array","items":{"type":"string"},"maxItems":24}}},"campaignId":{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"},"dailyBudgetUsd":{"type":"number","maximum":10000,"minimum":0.001},"managementToken":{"type":"string","minLength":20}}},"title":"Update Agent Advertising Campaign","logicalName":"machine_observer_advertiser_update_campaign","displayName":"Update Agent Advertising Campaign","annotations":{"untrustedContentHint":true,"readOnlyHint":true}},{"name":"machine_observer_advertiser_report","description":"Read privacy-safe offer, selection, spend and ledger history.","inputSchema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","required":["campaignId","managementToken"],"properties":{"campaignId":{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"},"managementToken":{"type":"string","minLength":20}}},"title":"Agent Advertising Campaign Report","logicalName":"machine_observer_advertiser_report","displayName":"Agent Advertising Campaign Report","annotations":{"untrustedContentHint":true,"readOnlyHint":true}},{"name":"machine_observer_advertiser_strategy","description":"Recommend a max bid and daily budget from market and campaign outcomes. Set autoApply to let Machine Observer apply bounded changes.","inputSchema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","required":["campaignId","managementToken"],"properties":{"goal":{"type":"string"},"autoApply":{"type":"boolean","default":false},"campaignId":{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"},"maxDailySpend":{"type":"number","exclusiveMinimum":0},"managementToken":{"type":"string","minLength":20},"targetCostPerConversion":{"type":"number","exclusiveMinimum":0}}},"title":"Autonomous Advertising Strategy","logicalName":"machine_observer_advertiser_strategy","displayName":"Autonomous Advertising Strategy","annotations":{"untrustedContentHint":true,"readOnlyHint":true}},{"name":"machine_observer_advertiser_verify","description":"Probe the advertised HTTPS action and update reliability/quality signals used in sponsored rank.","inputSchema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","required":["campaignId","managementToken"],"properties":{"campaignId":{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"},"managementToken":{"type":"string","minLength":20}}},"title":"Verify Advertised Service","logicalName":"machine_observer_advertiser_verify","displayName":"Verify Advertised Service","annotations":{"untrustedContentHint":true,"readOnlyHint":true}},{"name":"machine_observer_publisher_create","description":"Create publisher inventory. Returns separate management and inventory secrets.","inputSchema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","required":["name","canonicalUrl"],"properties":{"name":{"type":"string","maxLength":120,"minLength":1},"minBidUsd":{"type":"number","maximum":1,"minimum":0.0001},"canonicalUrl":{"type":"string","format":"uri"},"payoutAddress":{"type":"string"},"publisherType":{"enum":["agent","site","api","mcp","network"],"type":"string"},"supportedVerticals":{"type":"array","items":{"type":"string"},"maxItems":24},"supportedCapabilities":{"type":"array","items":{"type":"string"},"maxItems":24}}},"title":"Create Agent Advertising Publisher","logicalName":"machine_observer_publisher_create","displayName":"Create Agent Advertising Publisher","annotations":{"untrustedContentHint":true,"readOnlyHint":true}},{"name":"machine_observer_publisher_get","description":"Read publisher settings, accrued USDC-denominated payable balance and recent ledger.","inputSchema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","required":["publisherId","managementToken"],"properties":{"publisherId":{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"},"managementToken":{"type":"string","minLength":20}}},"title":"Read Publisher Ledger","logicalName":"machine_observer_publisher_get","displayName":"Read Publisher Ledger","annotations":{"untrustedContentHint":true,"readOnlyHint":true}},{"name":"machine_observer_publisher_update","description":"Update floor price, inventory scope, payout address or status.","inputSchema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","required":["publisherId","managementToken"],"properties":{"status":{"enum":["active","paused"],"type":"string"},"minBidUsd":{"type":"number","maximum":1,"minimum":0.0001},"publisherId":{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"},"payoutAddress":{"type":"string"},"managementToken":{"type":"string","minLength":20},"autoYieldOptimize":{"type":"boolean"},"supportedVerticals":{"type":"array","items":{"type":"string"},"maxItems":24},"supportedCapabilities":{"type":"array","items":{"type":"string"},"maxItems":24}}},"title":"Update Publisher Inventory","logicalName":"machine_observer_publisher_update","displayName":"Update Publisher Inventory","annotations":{"untrustedContentHint":true,"readOnlyHint":true}},{"name":"machine_observer_publisher_yield","description":"Recommend or automatically apply an inventory floor from observed winning bids.","inputSchema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","required":["publisherId","managementToken"],"properties":{"autoApply":{"type":"boolean","default":false},"publisherId":{"type":"string","format":"uuid","pattern":"^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"},"managementToken":{"type":"string","minLength":20}}},"title":"Optimize Publisher Yield","logicalName":"machine_observer_publisher_yield","displayName":"Optimize Publisher Yield","annotations":{"untrustedContentHint":true,"readOnlyHint":true}},{"name":"machine_observer_agent_advertising_index","description":"Read the free commercial market index: spend, bids, liquidity, fill, conversions, publisher supply, trust and concentration. This index is editorial:false.","inputSchema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","properties":{"days":{"type":"integer","default":30,"maximum":90,"minimum":1}}},"title":"Agent Advertising Index","logicalName":"machine_observer_agent_advertising_index","displayName":"Agent Advertising Index","annotations":{"untrustedContentHint":true,"readOnlyHint":true}},{"name":"machine_observer_ad_networks","description":"Discover registered local and peer advertising networks plus AAMP/ARTF alignment metadata.","inputSchema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","properties":{}},"title":"Agent Advertising Networks","logicalName":"machine_observer_ad_networks","displayName":"Agent Advertising Networks","annotations":{"untrustedContentHint":true,"readOnlyHint":true}},{"name":"machine_observer_ad_network_quotes","description":"Compare Machine Observer observed selection prices with verified MO-ATTN peer-network quotes.","inputSchema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","properties":{"task":{"type":"string"},"intent":{"type":"string"},"vertical":{"type":"string"},"budgetUsd":{"type":"number","default":1,"exclusiveMinimum":0},"capability":{"type":"string"}}},"title":"Compare Agent Advertising Network Quotes","logicalName":"machine_observer_ad_network_quotes","displayName":"Compare Agent Advertising Network Quotes","annotations":{"untrustedContentHint":true,"readOnlyHint":true}},{"name":"machine_observer_briefing","description":"Get current Machine Economy state, claims and signals.","inputSchema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","properties":{}},"title":"Machine Observer Briefing","logicalName":"machine_observer_briefing","displayName":"Machine Observer Briefing","annotations":{"untrustedContentHint":true,"readOnlyHint":true}},{"name":"machine_observer_claim","description":"Retrieve an atomic claim and evidence by stable claim ID.","inputSchema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","required":["id"],"properties":{"id":{"type":"string","minLength":1}}},"title":"Machine Observer Claim","logicalName":"machine_observer_claim","displayName":"Machine Observer Claim","annotations":{"untrustedContentHint":true,"readOnlyHint":true}},{"name":"machine_observer_search","description":"Search claims, sources, protocols, sectors and research notes.","inputSchema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","required":["query"],"properties":{"query":{"type":"string","minLength":2}}},"title":"Search Machine Observer","logicalName":"machine_observer_search","displayName":"Search Machine Observer","annotations":{"untrustedContentHint":true,"readOnlyHint":true}},{"name":"machine_observer_indexes","description":"Read seeded/discovered editorial/data indexes. Use specialized tools for Agent Payments, Agent Trust and commercial advertising indexes.","inputSchema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","properties":{"id":{"type":"string"},"status":{"enum":["candidate","experimental","core"],"type":"string"}}},"title":"Machine Observer Index Registry","logicalName":"machine_observer_indexes","displayName":"Machine Observer Index Registry","annotations":{"untrustedContentHint":true,"readOnlyHint":true}},{"name":"machine_observer_agent_native_web","description":"Search websites exposing practical capabilities to agents. Advertising cannot alter these scores.","inputSchema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","properties":{"limit":{"type":"integer","default":25,"maximum":100,"minimum":1},"query":{"type":"string"},"protocol":{"enum":["webmcp","x402","openapi","llms"],"type":"string"},"classification":{"enum":["made-for-machines","agent-native","agent-ready","agent-accessible","emerging"],"type":"string"}}},"title":"Agent-Native Web Index","logicalName":"machine_observer_agent_native_web","displayName":"Agent-Native Web Index","annotations":{"untrustedContentHint":true,"readOnlyHint":true}},{"name":"machine_observer_reliability","description":"Read public source reliability and recovery metrics.","inputSchema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","properties":{}},"title":"Machine Observer Reliability","logicalName":"machine_observer_reliability","displayName":"Machine Observer Reliability","annotations":{"untrustedContentHint":true,"readOnlyHint":true}},{"name":"machine_observer_history","description":"Query source-traceable historical observations of the machine economy. Every observation carries its source, methodology, provenance class (DIRECT, SOURCE_SERIES, ARCHIVED, DERIVED) and period. Missing periods stay missing: nothing is interpolated or zero-filled.","inputSchema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","properties":{"end":{"type":"string"},"limit":{"type":"integer","default":500,"maximum":2000,"minimum":1},"start":{"type":"string"},"metric":{"type":"string"},"source":{"type":"string"},"category":{"type":"string"},"protocol":{"type":"string"},"provenance":{"enum":["DIRECT","SOURCE_SERIES","ARCHIVED","DERIVED"],"type":"string"},"granularity":{"enum":["day","week","month"],"type":"string"},"includeRevisions":{"type":"boolean","default":false}}},"title":"Machine Observer Historical Record","logicalName":"machine_observer_history","displayName":"Machine Observer Historical Record","annotations":{"untrustedContentHint":true,"readOnlyHint":true}},{"name":"machine_observer_historical_context","description":"Baselines, completed-period change, percentile and z-score context, recent trend, volatility and a regime label derived from the Historical Record. Partial periods are excluded from completed-period baselines and raw current source values are never rewritten.","inputSchema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","properties":{"limit":{"type":"integer","default":120,"maximum":500,"minimum":1},"metric":{"type":"string"},"category":{"type":"string"},"protocol":{"type":"string"}}},"title":"Machine Observer Historical Context","logicalName":"machine_observer_historical_context","displayName":"Machine Observer Historical Context","annotations":{"untrustedContentHint":true,"readOnlyHint":true}},{"name":"machine_observer_ai_policy","description":"Search AI laws, bills, regulations, proposed and final rules, executive actions and official guidance collected from the authorities that publish them. Authoritative identifiers, titles, statuses, dates and official summaries are reproduced from the source; topics, regulated roles, obligations, prohibitions, penalties and compliance deadlines are Machine Observer normalizations carrying the source sentence each was read from. This is regulatory information, not legal advice, and not a determinat","inputSchema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","properties":{"q":{"type":"string"},"role":{"type":"string"},"limit":{"type":"integer","default":25,"maximum":200,"minimum":1},"topic":{"type":"string"},"cursor":{"type":"string"},"status":{"type":"string"},"jurisdiction":{"type":"string"},"updatedSince":{"type":"string"},"effectiveAfter":{"type":"string"},"instrumentType":{"type":"string"},"effectiveBefore":{"type":"string"},"jurisdictionLevel":{"type":"string"}}},"title":"AI Legislation & Regulation Index","logicalName":"machine_observer_ai_policy","displayName":"AI Legislation & Regulation Index","annotations":{"untrustedContentHint":true,"readOnlyHint":true}},{"name":"machine_observer_ai_policy_changes","description":"What changed in AI regulation recently: new instruments, status transitions, enactments, effective-date moves, obligation and deadline changes. Deliberately bounded to the last 14 days and 25 events, naming each change without its previous and current values; the paid change feed adds those values over any window.","inputSchema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","properties":{"limit":{"type":"integer","default":25,"maximum":25,"minimum":1}}},"title":"Recent AI Policy Changes","logicalName":"machine_observer_ai_policy_changes","displayName":"Recent AI Policy Changes","annotations":{"untrustedContentHint":true,"readOnlyHint":true}},{"name":"machine_observer_ai_policy_sources","description":"Which authoritative AI policy sources are healthy, degraded, unavailable or unconfigured, when each was last read successfully, how many records it contributed, and which credential an unconfigured source needs. One failing source degrades only itself.","inputSchema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","properties":{}},"title":"AI Policy Source Health","logicalName":"machine_observer_ai_policy_sources","displayName":"AI Policy Source Health","annotations":{"untrustedContentHint":true,"readOnlyHint":true}},{"name":"machine_observer_index_opportunities","description":"What Machine Observer is trying to learn next. Coverage gaps it identified in its own observations, ranked with every score component published so a ranking can be recomputed by hand. An opportunity is a hypothesis about what is missing: it is not an index, not a publication decision, and not permission to collect anything. Machine Observer never manufactures data to fill one.","inputSchema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","properties":{"limit":{"type":"integer","default":25,"maximum":100,"minimum":1},"status":{"enum":["source-gap","diversity-gap","acquisition-ready","blocked","covered"],"type":"string"},"concept":{"type":"string"},"minPriority":{"type":"integer","maximum":100,"minimum":0},"blockedReason":{"type":"string"}}},"title":"Index Opportunity Engine","logicalName":"machine_observer_index_opportunities","displayName":"Index Opportunity Engine","annotations":{"untrustedContentHint":true,"readOnlyHint":true}},{"name":"machine_observer_source_opportunities","description":"The authoritative sources Machine Observer evaluated to close its coverage gaps, their lifecycle state and what blocks each one. A payment-gated source is recorded and never purchased; a source needing custom parsing becomes a reviewable proposal rather than deployed code. The name of a required credential is published so an operator knows what to set; its value never is.","inputSchema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","properties":{"state":{"enum":["discovered","candidate","verified","active","rejected"],"type":"string"},"opportunityId":{"type":"string"},"recommendedAction":{"type":"string"}}},"title":"Source Acquisition State","logicalName":"machine_observer_source_opportunities","displayName":"Source Acquisition State","annotations":{"untrustedContentHint":true,"readOnlyHint":true}},{"name":"machine_observer_live","description":"Fetch fresh aggregate data from configured free public sources.","inputSchema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","properties":{}},"title":"Collect Live Machine Economy Data","logicalName":"machine_observer_live","displayName":"Collect Live Machine Economy Data","annotations":{"untrustedContentHint":true,"readOnlyHint":true}}],"toolSource":"directory_preview","agentAction":"both","installLinks":[{"id":"cursor","label":"Cursor","href":"cursor://anysphere.cursor-deeplink/mcp/install?name=Machine-Observer&config=eyJ1cmwiOiAiaHR0cHM6Ly9tYWNoaW5lb2JzZXJ2ZXIuY29tL21jcCJ9"},{"id":"vscode","label":"VS Code","href":"vscode:mcp/install?%7B%22name%22%3A%22Machine-Observer%22%2C%22type%22%3A%22http%22%2C%22url%22%3A%22https%3A%2F%2Fmachineobserver.com%2Fmcp%22%7D"},{"id":"vscode-insiders","label":"VS Code Insiders","href":"vscode-insiders:mcp/install?%7B%22name%22%3A%22Machine-Observer%22%2C%22type%22%3A%22http%22%2C%22url%22%3A%22https%3A%2F%2Fmachineobserver.com%2Fmcp%22%7D"},{"id":"claude-web","label":"Claude.ai","href":"https://claude.ai/customize/connectors?modal=add-custom-connector&connectorName=Machine+Observer&connectorUrl=https%3A%2F%2Fmachineobserver.com%2Fmcp"},{"id":"codex","label":"Codex","copyText":"codex mcp add \"Machine-Observer\" --url \"https://machineobserver.com/mcp\""},{"id":"chatgpt","label":"ChatGPT","href":"https://www.mcpbundles.com/docs/integrations/chatgpt"}],"catalogUrl":"https://www.mcpbundles.com/api/directory/v1/servers/machineobserver-mcp-546aa252af","callUrl":"https://www.mcpbundles.com/api/directory/v1/servers/machineobserver-mcp-546aa252af/tools/{tool}","mcpServerUrl":"https://machineobserver.com/mcp","liveCatalogUrl":"https://www.mcpbundles.com/api/directory/v1/servers/machineobserver-mcp-546aa252af?live=1"}