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                                "Copilot coding agent is shifting how we think about developer productivity, moving from just writing code faster to actively delegating work. Check out the full blog post (and video!) to get started using these updates today. ⬇️ https://lnkd.in/dkAgFGtB · What's new with GitHub Copilot coding agent https://github.blog",
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                                "Developer talent is global. Access to AI tools should be, too. 🌍 💻 Stephen, a React developer working in Rwanda, shares how he uses GitHub Copilot to navigate complex code, and why AI is a tool for empowerment (and not replacement). Learn more about the partnership between GitHub and Andela to bring structured AI training to more than 3,000 developers across the globe."
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                    "api": "https://urlscan.io/api/v1/result/019d03ff-8675-71a8-b21e-f331f4c9ac09/",
                    "visibility": "public",
                    "options": [],
                    "url": "https://github.blog/"
                },
                "report": [],
                "report_summary": [],
                "is_fresh": false,
                "can_retry": false,
                "poll_after_seconds": 20
            },
            "debug": {
                "top_supporting_facts": [],
                "top_positive_facts": [],
                "ignored_candidates": [],
                "budget_ms": 3000,
                "search_budget_ms": 3000,
                "review_budget_ms": 1500,
                "search_mode": "post-processing",
                "query_cap": 12,
                "provider_cap": 2,
                "reason": "post-processing",
                "priority": 92
            },
            "last_good": {
                "checked_at": "2026-03-19T02:49:31+00:00",
                "summary": "External checks ran, but the verified result set was still too sparse to harden the verdict.",
                "decision": {
                    "state": "insufficient",
                    "uncertainty": true,
                    "candidate_support": 0,
                    "candidate_contradiction": 0,
                    "supports": {
                        "dangerous": false,
                        "scam": false,
                        "spam": false,
                        "nsfw": false,
                        "trusted": false
                    },
                    "evidence_quality": "low",
                    "state_label": "Inconclusive",
                    "state_reason": "The external set did not reach enough distinct trusted sources for a harder verdict."
                },
                "signals": {
                    "scores": {
                        "legit": 0,
                        "safe": 0,
                        "trusted": 0,
                        "caution": 0,
                        "scam": 0,
                        "dangerous": 0,
                        "spam": 0,
                        "nsfw": 0
                    },
                    "counts": {
                        "official_presence": 0,
                        "business_profiles": 0,
                        "positive_reviews": 0,
                        "negative_reviews": 0,
                        "scam_reports": 0,
                        "dangerous_reports": 0,
                        "spam_reports": 0,
                        "adult_reports": 0
                    },
                    "candidate_support": 0,
                    "candidate_contradiction": 0,
                    "highlights": [
                        "External evidence remained inconclusive because diversity, exact matching, or confidence was still too weak."
                    ]
                },
                "citations": []
            }
        },
        "external_decision": {
            "state": "insufficient",
            "uncertainty": true,
            "candidate_support": 0,
            "candidate_contradiction": 0,
            "supports": {
                "dangerous": false,
                "scam": false,
                "spam": false,
                "nsfw": false,
                "trusted": false
            },
            "evidence_quality": "low",
            "state_label": "Inconclusive",
            "state_reason": "The external set did not reach enough distinct trusted sources for a harder verdict."
        },
        "signal_scores": [
            {
                "label": "Strongest tag heuristic",
                "value": "T · 89%",
                "tone": "good",
                "detail": "The highest raw tag match from the heuristic engine before visibility thresholds and manual overrides."
            },
            {
                "label": "Trust score",
                "value": "85/100",
                "tone": "good",
                "detail": "Confidence derived from authority, crawl quality, stability, and risk signals."
            },
            {
                "label": "Authority score",
                "value": "57/100",
                "tone": "caution",
                "detail": "A higher authority score usually means broader reputation and backlink confidence."
            },
            {
                "label": "Spam risk",
                "value": "0/100",
                "tone": "good",
                "detail": "Lower is better. This blends spam indicators with false-positive protections for legitimate sites."
            },
            {
                "label": "Quality score",
                "value": "100/100",
                "tone": "good",
                "detail": "Based on crawl quality, content completeness, and technical evidence."
            },
            {
                "label": "Safety score",
                "value": "100/100",
                "tone": "good",
                "detail": "Higher is safer. Direct fraud signals can heavily cap this even when SEO signals look strong."
            },
            {
                "label": "Fraud score",
                "value": "1/100",
                "tone": "good",
                "detail": "Lower is better. This reflects phishing, drainer, fake-support, fake-shop, and malware signals."
            },
            {
                "label": "Infrastructure risk",
                "value": "8/100",
                "tone": "good",
                "detail": "Lower is better. This reflects the IP, registrar, and nameserver neighbourhood seen by the crawler."
            },
            {
                "label": "Evidence confidence",
                "value": "58/100",
                "tone": "caution",
                "detail": "Higher means the crawler had enough pages and registry evidence to make a stronger call."
            },
            {
                "label": "External evidence",
                "value": "Low",
                "tone": "unknown",
                "detail": "Quality of the structured search and review evidence cluster."
            },
            {
                "label": "External decision",
                "value": "Inconclusive",
                "tone": "unknown",
                "detail": "How third-party evidence compares with the current candidate tag."
            },
            {
                "label": "NSFW score",
                "value": "0/100",
                "tone": "good",
                "detail": "Context-aware adult-content detection with medical / educational false-positive reduction."
            },
            {
                "label": "Registry stability",
                "value": "91/100",
                "tone": "good",
                "detail": "Based on age, expiry runway, and the amount of ownership / registrar churn."
            }
        ],
        "signal_sections": [
            {
                "title": "Registry & ownership",
                "items": [
                    {
                        "label": "Domain age",
                        "value": "7.9 years",
                        "tone": "good",
                        "detail": "Older domains generally carry more historical trust than very new ones."
                    },
                    {
                        "label": "Stability score",
                        "value": "91/100",
                        "tone": "good",
                        "detail": "Penalised by registrar, ownership, and nameserver churn."
                    },
                    {
                        "label": "Days to expiry",
                        "value": "34",
                        "tone": "caution",
                        "detail": "Very short renewal windows can be a weak trust signal."
                    },
                    {
                        "label": "Registrar / ownership changes",
                        "value": "0 / 0",
                        "tone": "good",
                        "detail": "Frequent ownership churn can weaken trust."
                    },
                    {
                        "label": "Nameserver changes",
                        "value": "0",
                        "tone": "good",
                        "detail": "Repeated infrastructure changes can indicate instability."
                    },
                    {
                        "label": "DNSSEC / privacy",
                        "value": "DNSSEC off · privacy off",
                        "tone": "caution",
                        "detail": "DNSSEC strengthens DNS trust; privacy is neutral on its own."
                    }
                ]
            },
            {
                "title": "Reputation & search evidence",
                "items": [
                    {
                        "label": "Backlinks",
                        "value": "28",
                        "tone": "caution",
                        "detail": "Broader backlink evidence usually improves confidence."
                    },
                    {
                        "label": "Referring domains",
                        "value": "28",
                        "tone": "good",
                        "detail": "Unique linking domains are more useful than raw link volume."
                    },
                    {
                        "label": "Organic keywords",
                        "value": "107",
                        "tone": "caution",
                        "detail": "Search footprint helps distinguish real sites from thin shells."
                    },
                    {
                        "label": "Indexed pages",
                        "value": "89",
                        "tone": "caution",
                        "detail": "Larger index coverage usually means more evidence to classify from."
                    },
                    {
                        "label": "Brand strength",
                        "value": "88/100",
                        "tone": "good",
                        "detail": "Stronger brand signals reduce false positives for legitimate sites."
                    },
                    {
                        "label": "Risk label",
                        "value": "GOOD",
                        "tone": "unknown",
                        "detail": "This is the raw crawl / heuristic risk label feeding the tag model."
                    }
                ]
            },
            {
                "title": "Crawl, content & technicals",
                "items": [
                    {
                        "label": "HTTP status",
                        "value": "200",
                        "tone": "good",
                        "detail": "Healthy responses make classification more reliable."
                    },
                    {
                        "label": "HTTPS / speed",
                        "value": "HTTPS OK · 29 ms",
                        "tone": "good",
                        "detail": "Slow or broken technical signals weaken confidence."
                    },
                    {
                        "label": "Content words",
                        "value": "3,562",
                        "tone": "good",
                        "detail": "Thin pages are harder to trust and easier to manipulate."
                    },
                    {
                        "label": "Schema / structure",
                        "value": "3 schema · meta · no H1",
                        "tone": "caution",
                        "detail": "Structured markup and basic on-page hygiene improve quality confidence."
                    },
                    {
                        "label": "Links on page",
                        "value": "92 internal · 12 external",
                        "tone": "good",
                        "detail": "Link patterns help detect thin directories and promo pages."
                    },
                    {
                        "label": "Page speed / mobile",
                        "value": "100/100 · 92/100",
                        "tone": "good",
                        "detail": "Better technical quality generally reduces low-effort site patterns."
                    },
                    {
                        "label": "Crawl access",
                        "value": "Open",
                        "tone": "good",
                        "detail": "The crawler reached the site without an anti-bot challenge."
                    }
                ]
            },
            {
                "title": "External evidence & explainability",
                "items": [
                    {
                        "label": "Decision state",
                        "value": "Inconclusive",
                        "tone": "unknown",
                        "detail": "The external set did not reach enough distinct trusted sources for a harder verdict."
                    },
                    {
                        "label": "Evidence quality",
                        "value": "Low",
                        "tone": "unknown",
                        "detail": "Blends source trust, domain matching, evidence diversity, and freshness."
                    },
                    {
                        "label": "Support vs contradiction",
                        "value": "0 / 0",
                        "tone": "unknown",
                        "detail": "Compares how much structured external evidence supports the candidate tag against evidence that contradicts it."
                    },
                    {
                        "label": "Qualified risk sources",
                        "value": "No",
                        "tone": "good",
                        "detail": "Risk tags only promote from external evidence when source diversity or source trust thresholds are met."
                    },
                    {
                        "label": "Uncertainty buffer",
                        "value": "Active",
                        "tone": "caution",
                        "detail": "Prevents thin or mixed external evidence from forcing a stronger tag than the evidence can justify."
                    }
                ]
            }
        ],
        "positives": [
            "Established domain age: 7.9 years.",
            "Healthy crawl quality and on-page completeness.",
            "Structured data / schema markup detected."
        ],
        "risks": [
            "External evidence was mixed or sparse, so the tag model keeps an uncertainty buffer instead of overcommitting."
        ]
    },
    "traffic_confidence": 71,
    "whois": {
        "current": {
            "id": 1831,
            "domain": "github.blog",
            "source_type": "rdap",
            "rdap_url": "https://rdap.blog.fury.ca/rdap/domain/github.blog",
            "registrar_name": "MarkMonitor, Inc (TLDs)",
            "registrar_handle": "292",
            "registrant_name": "",
            "registrant_org": "",
            "registrant_country": "",
            "registrant_email": "",
            "abuse_email": "abusecomplaints@markmonitor.com",
            "created_date": "2018-05-17 01:42:57",
            "updated_date": "2025-04-25 18:58:58",
            "expires_date": "2026-05-17 23:59:59",
            "nameservers_json": "[\"dns1.p05.nsone.net\",\"dns2.p05.nsone.net\",\"dns3.p05.nsone.net\",\"dns4.p05.nsone.net\"]",
            "status_json": "[\"client delete prohibited\",\"client transfer prohibited\",\"client update prohibited\"]",
            "dnssec": "unsigned",
            "privacy_protected": 0,
            "content_hash": "5b4ddf538a7c429839a7bfdc10a876086b3720ae92f360010bd93ce0cb454e37",
            "history_count": 2,
            "last_checked_at": "2026-04-13 07:17:42",
            "last_changed_at": "2026-03-18 10:53:31",
            "created_at": "2026-03-15 18:00:01",
            "updated_at": "2026-04-13 07:17:42"
        },
        "history": [
            {
                "id": 20810,
                "domain": "github.blog",
                "source_type": "rdap",
                "registrar_name": "MarkMonitor, Inc (TLDs)",
                "registrar_handle": "292",
                "registrant_name": "",
                "registrant_org": "",
                "registrant_country": "",
                "registrant_email": "",
                "abuse_email": "abusecomplaints@markmonitor.com",
                "created_date": "2018-05-17 01:42:57",
                "updated_date": "2025-04-25 18:58:58",
                "expires_date": "2026-05-17 23:59:59",
                "nameservers_json": "[\"dns1.p05.nsone.net\",\"dns2.p05.nsone.net\",\"dns3.p05.nsone.net\",\"dns4.p05.nsone.net\"]",
                "status_json": "[\"client delete prohibited\",\"client transfer prohibited\",\"client update prohibited\"]",
                "dnssec": "unsigned",
                "privacy_protected": 0,
                "content_hash": "5b4ddf538a7c429839a7bfdc10a876086b3720ae92f360010bd93ce0cb454e37",
                "checked_at": "2026-03-18 10:53:31",
                "change_summary": "Periodic WHOIS snapshot refreshed with no major field changes.",
                "created_at": "2026-03-18 10:53:31"
            },
            {
                "id": 1956,
                "domain": "github.blog",
                "source_type": "rdap",
                "registrar_name": "MarkMonitor, Inc (TLDs)",
                "registrar_handle": "292",
                "registrant_name": "",
                "registrant_org": "",
                "registrant_country": "",
                "registrant_email": "",
                "abuse_email": "",
                "created_date": "2018-05-17 01:42:57",
                "updated_date": "2025-04-25 18:58:58",
                "expires_date": "2026-05-17 23:59:59",
                "nameservers_json": "[\"dns1.p05.nsone.net\",\"dns2.p05.nsone.net\",\"dns3.p05.nsone.net\",\"dns4.p05.nsone.net\"]",
                "status_json": "[\"client delete prohibited\",\"client transfer prohibited\",\"client update prohibited\"]",
                "dnssec": "unsigned",
                "privacy_protected": 0,
                "content_hash": "a01475ed030d752f0f7ec80fbee5bac7b8ecf62061f279629eb700fc2784aa56",
                "checked_at": "2026-03-15 18:00:01",
                "change_summary": "Initial WHOIS snapshot captured.",
                "created_at": "2026-03-15 18:00:01"
            }
        ],
        "signals": {
            "age_years": 7.9,
            "days_to_expiry": 34,
            "days_since_last_registry_update": 352,
            "stability_score": 91,
            "registrar_changes": 0,
            "ownership_changes": 0,
            "nameserver_changes": 0,
            "status_changes": 0,
            "history_entries": 2,
            "privacy_protected": false,
            "dnssec_enabled": false,
            "has_registrant_country": false,
            "registrant_country": "",
            "nameserver_count": 4,
            "status_count": 3
        }
    },
    "discovered_domain": {
        "id": 5855,
        "domain": "github.blog",
        "first_seen_at": "2026-03-15 01:27:41",
        "last_crawled_at": "2026-04-13 09:02:02",
        "last_title": "Home - The GitHub Blog",
        "last_http_status": 200,
        "discovered_from_domain": "github.com",
        "depth": 0,
        "backlinks_count": 28,
        "rating_cache": 42,
        "spam_score": 0,
        "risk_label": "good",
        "category_name": "Business",
        "primary_country_code": "",
        "internal_links_count": 92,
        "external_links_count": 12,
        "social_profiles_count": 8,
        "content_word_count": 3562,
        "title_quality_score": 81,
        "has_meta_description": 1,
        "has_h1": 0,
        "language_code": "en-US",
        "response_time_ms": 29,
        "robots_status": 0,
        "sitemap_status": 0,
        "sitemap_total_urls": 0,
        "quality_score": 100,
        "site_name": "The GitHub Blog",
        "canonical_domain": "",
        "favicon_present": 1,
        "schema_org_count": 3,
        "noindex_detected": 0,
        "feed_links_count": 3,
        "https_working": 1,
        "estimated_authority_score": 43,
        "trust_score": 87,
        "nsfw_score": 0,
        "overall_rank_estimate": 1261355,
        "primary_tag": "C",
        "tag_codes": "C,Uncertain",
        "manual_verified_status": "",
        "manual_tag_codes": "",
        "manual_rating_delta": 0,
        "manual_authority_delta": 0,
        "manual_trust_delta": 0,
        "manual_note": null,
        "manual_adjusted_by": null,
        "manual_adjusted_at": null,
        "manual_lock_scores": 0,
        "manual_lock_flags": 0,
        "crawl_blocked": 0,
        "crawl_blocked_by": "",
        "crawl_blocked_reason": null,
        "safety_score": 100,
        "fraud_score": 1,
        "legitimacy_score": 54,
        "infrastructure_risk_score": 8,
        "score_confidence": 57,
        "tag_confidence": 28,
        "category_confidence": 24,
        "deep_crawl_pages": 0,
        "resolved_ip": "192.0.66.2",
        "category_candidates_json": "[{\"category\":\"Business\",\"score\":22},{\"category\":\"Developer Tools\",\"score\":17}]",
        "page_signals_json": "[]",
        "score_reasons_json": "[\"Category confidence was reduced, so the classifier fell back to the broader parent category.\",\"Trusted status now requires clean crawl access and stronger confidence, so this result was downgraded to caution.\",\"Overall rating is now capped by evidence confidence to prevent inflated scores from thin signals.\"]",
        "route_domain": "github.blog",
        "display_domain": "github.blog"
    },
    "explainability": {
        "summary": "github.blog currently scores 68/100. The score is being shaped by a mixed signal profile rather than one dominant factor. Evidence confidence is moderate, so the score should settle further after more crawl depth or registry checks. This is an estimated profile rather than a manually tracked one. Crawler access looks clean.",
        "badges": [
            {
                "label": "Profile",
                "value": "Estimated profile",
                "tone": "unknown",
                "detail": null
            },
            {
                "label": "Evidence confidence",
                "value": "Moderate confidence",
                "tone": "caution",
                "detail": "57/100"
            },
            {
                "label": "Traffic confidence",
                "value": "Solid confidence",
                "tone": "good",
                "detail": "71/100"
            },
            {
                "label": "Crawler access",
                "value": "Clean visibility",
                "tone": "good",
                "detail": null
            }
        ],
        "weighted_contributions": [
            {
                "label": "Quality system",
                "points": "+22.8",
                "tone": "caution",
                "detail": "Technical quality, crawl depth, page structure, and implementation hygiene. Current subsystem score: 67/100."
            },
            {
                "label": "Reputation system",
                "points": "+17.3",
                "tone": "caution",
                "detail": "Authority, search visibility, reach, engagement, and registry stability. Current subsystem score: 51/100."
            },
            {
                "label": "Safety system",
                "points": "+32.0",
                "tone": "good",
                "detail": "Fraud, spam, and trust signals from infrastructure, crawl, and registry evidence. Current subsystem score: 100/100."
            },
            {
                "label": "Risk clamp",
                "points": "-4.0",
                "tone": "risk",
                "detail": "Safety thresholds capped the final score until the risk profile improves."
            }
        ],
        "evidence_cards": [
            {
                "label": "Authority and trust",
                "value": "57/100 · trust 84/100",
                "tone": "caution",
                "detail": "494 monthly visitors, 107 organic keywords, brand completeness 88/100, engagement 84/100."
            },
            {
                "label": "Backlink and search evidence",
                "value": "28 referring domains",
                "tone": "good",
                "detail": "28 backlinks across 28 referring domains. Diversity 99/100; spam penalty 0."
            },
            {
                "label": "Registry and domain stability",
                "value": "7.9 years old",
                "tone": "good",
                "detail": "Stability 91/100 · age 7.9 years · registrar MarkMonitor, Inc (TLDs) · expires in 34 days."
            },
            {
                "label": "Safety and fraud posture",
                "value": "Safety 100/100 · fraud 1/100",
                "tone": "good",
                "detail": "Primary tag T · safety 100/100 · fraud 1/100."
            }
        ],
        "positives": [
            "Established domain age: 7.9 years.",
            "Healthy crawl quality and on-page completeness.",
            "Structured data / schema markup detected.",
            "Registry history looks stable, which supports legitimacy and trust.",
            "The domain has been registered for years, which usually improves trust confidence.",
            "HTTPS is working, so the site clears a basic transport-security check."
        ],
        "risks": [
            "External evidence was mixed or sparse, so the tag model keeps an uncertainty buffer instead of overcommitting."
        ],
        "freshness": [
            {
                "label": "Crawl evidence",
                "value": "2026-04-13 09:02:02",
                "tone": "good",
                "detail": "Crawl and page content sample. Age: 5h ago."
            },
            {
                "label": "WHOIS snapshot",
                "value": "2026-04-13 07:17:42",
                "tone": "good",
                "detail": "Registry profile and stability signals. Age: 7h ago."
            },
            {
                "label": "Keyword view",
                "value": "2026-04-13 14:55:59",
                "tone": "good",
                "detail": "Estimated visibility until tracked keyword snapshots exist. Age: 0s ago."
            },
            {
                "label": "Rank history",
                "value": "2026-04-13 14:55:59",
                "tone": "good",
                "detail": "Estimated trend derived from current profile and crawl signals. Age: 0s ago."
            },
            {
                "label": "Audience geography",
                "value": "Not captured yet",
                "tone": "unknown",
                "detail": "Audience mix is estimated from available signals rather than first-party audience logs."
            }
        ],
        "section_notes": {
            "audience": "Audience geography is estimated from category, country, traffic mix, and brand signals until first-party audience data is collected.",
            "keywords": "Top keywords are estimated from crawl language, brand, category, and visibility signals until tracked keyword snapshots are stored.",
            "history": "Rank history is estimated from the current profile because no stored history exists for this domain yet."
        },
        "base_weighted_score": 72,
        "fraud_clamp_penalty": 4,
        "final_score": 68
    },
    "insight_snapshot": {
        "version": 1,
        "generated_at": "2026-04-13T14:55:59+00:00",
        "domain": "github.blog",
        "display_name": "Home",
        "is_tracked": false,
        "is_estimated": true,
        "overall_score": 68,
        "authority_score": 57,
        "trust_score": 84,
        "safety_score": 100,
        "fraud_score": 1,
        "confidence_score": 57,
        "traffic_confidence": 71,
        "last_crawled_at": "2026-04-13 09:02:02",
        "crawl_blocked": false,
        "summary": "github.blog currently scores 68/100. The score is being shaped by a mixed signal profile rather than one dominant factor. Evidence confidence is moderate, so the score should settle further after more crawl depth or registry checks. This is an estimated profile rather than a manually tracked one. Crawler access looks clean.",
        "badges": [
            {
                "label": "Profile",
                "value": "Estimated profile",
                "tone": "unknown",
                "detail": null
            },
            {
                "label": "Evidence confidence",
                "value": "Moderate confidence",
                "tone": "caution",
                "detail": "57/100"
            },
            {
                "label": "Traffic confidence",
                "value": "Solid confidence",
                "tone": "good",
                "detail": "71/100"
            },
            {
                "label": "Crawler access",
                "value": "Clean visibility",
                "tone": "good",
                "detail": null
            }
        ],
        "top_positive_signals": [
            "Established domain age: 7.9 years.",
            "Healthy crawl quality and on-page completeness.",
            "Structured data / schema markup detected.",
            "Registry history looks stable, which supports legitimacy and trust.",
            "The domain has been registered for years, which usually improves trust confidence."
        ],
        "top_risk_signals": [
            "External evidence was mixed or sparse, so the tag model keeps an uncertainty buffer instead of overcommitting."
        ],
        "freshness": [
            {
                "label": "Crawl evidence",
                "value": "2026-04-13 09:02:02",
                "tone": "good",
                "detail": "Crawl and page content sample. Age: 5h ago."
            },
            {
                "label": "WHOIS snapshot",
                "value": "2026-04-13 07:17:42",
                "tone": "good",
                "detail": "Registry profile and stability signals. Age: 7h ago."
            },
            {
                "label": "Keyword view",
                "value": "2026-04-13 14:55:59",
                "tone": "good",
                "detail": "Estimated visibility until tracked keyword snapshots exist. Age: 0s ago."
            },
            {
                "label": "Rank history",
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