{
  "isoWeek": "2026-w18",
  "generatedAt": "2026-05-03T09:43:19Z",
  "period": "q2-2026",
  "methodology": "SignalScore = clamp(velocityChange%, -20, 150) + clamp(contribGrowth%, 0, 150) + min(100, commits14d / 10) + min(50, contributors / 2). Capped components prevent any single metric from dominating. Higher = more engineering momentum relative to baseline + raw scale.",
  "summary": {
    "totalRanked": 91,
    "totalTracked": 100,
    "sectorsCovered": 18,
    "topSignalScore": 353.5,
    "medianSignalScore": 60.4
  },
  "rankings": [
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      "name": "harvard-edge",
      "description": "",
      "stage": "Growth",
      "geography": "Unknown",
      "sectorSlug": "ai-ml",
      "sectorName": "AI & Machine Learning",
      "commitVelocity14d": 1132,
      "commitVelocityChange": "+55%",
      "contributors": 97,
      "contributorGrowth": "+158%",
      "newRepos": 1,
      "signalType": "Engineering hiring burst",
      "githubUrl": "https://github.com/harvard-edge",
      "websiteUrl": "https://edge.seas.harvard.edu",
      "accelScore": 55,
      "contribScore": 150,
      "scaleScore": 100,
      "teamScore": 48.5,
      "signalScore": 353.5,
      "alsoInSectors": [],
      "rank": 1
    },
    {
      "name": "airbytehq",
      "description": "Simple & extensible open-source data integration",
      "stage": "Growth",
      "geography": "US",
      "sectorSlug": "data-infrastructure",
      "sectorName": "Data Infrastructure",
      "commitVelocity14d": 1864,
      "commitVelocityChange": "+866%",
      "contributors": 100,
      "contributorGrowth": "+49%",
      "newRepos": 0,
      "signalType": "Deploy frequency spike",
      "githubUrl": "https://github.com/airbytehq",
      "websiteUrl": "https://airbyte.io",
      "accelScore": 150,
      "contribScore": 49,
      "scaleScore": 100,
      "teamScore": 50,
      "signalScore": 349,
      "alsoInSectors": [],
      "rank": 2
    },
    {
      "name": "zapplyjobs",
      "description": "Free job boards and career resources for students & new grads",
      "stage": "Pre-seed",
      "geography": "US",
      "sectorSlug": "robotics",
      "sectorName": "Robotics",
      "commitVelocity14d": 1694,
      "commitVelocityChange": "+82%",
      "contributors": 3,
      "contributorGrowth": "+400%",
      "newRepos": 0,
      "signalType": "Engineering hiring burst",
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      "websiteUrl": "https://zapply.jobs",
      "accelScore": 82,
      "contribScore": 150,
      "scaleScore": 100,
      "teamScore": 1.5,
      "signalScore": 333.5,
      "alsoInSectors": [
        {
          "slug": "ai-ml",
          "name": "AI & Machine Learning"
        },
        {
          "slug": "hr-tech",
          "name": "HR Tech"
        }
      ],
      "rank": 3
    },
    {
      "name": "monero-project",
      "description": "Monero: the secure, private, untraceable cryptocurrency",
      "stage": "Growth",
      "geography": "Unknown",
      "sectorSlug": "cybersecurity",
      "sectorName": "Cybersecurity",
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      "commitVelocityChange": "+94%",
      "contributors": 100,
      "contributorGrowth": "+109%",
      "newRepos": 0,
      "signalType": "Engineering hiring burst",
      "githubUrl": "https://github.com/monero-project",
      "websiteUrl": "https://getmonero.org",
      "accelScore": 94,
      "contribScore": 109,
      "scaleScore": 3.3,
      "teamScore": 50,
      "signalScore": 256.3,
      "alsoInSectors": [],
      "rank": 4
    },
    {
      "name": "JanssenProject",
      "description": "Cloud Native Identity and Access Management Platform",
      "stage": "Growth",
      "geography": "US",
      "sectorSlug": "cybersecurity",
      "sectorName": "Cybersecurity",
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      "commitVelocityChange": "+77%",
      "contributors": 100,
      "contributorGrowth": "+44%",
      "newRepos": 0,
      "signalType": "Framework migration",
      "githubUrl": "https://github.com/JanssenProject",
      "websiteUrl": "https://jans.io",
      "accelScore": 77,
      "contribScore": 44,
      "scaleScore": 46.1,
      "teamScore": 50,
      "signalScore": 217.1,
      "alsoInSectors": [],
      "rank": 5
    },
    {
      "name": "ever-co",
      "description": "The Everything Platform for Businesses™",
      "stage": "Growth",
      "geography": "US",
      "sectorSlug": "hr-tech",
      "sectorName": "HR Tech",
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      "commitVelocityChange": "+854%",
      "contributors": 79,
      "contributorGrowth": "+0%",
      "newRepos": 0,
      "signalType": "Deploy frequency spike",
      "githubUrl": "https://github.com/ever-co",
      "websiteUrl": "https://ever.co",
      "accelScore": 150,
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      "scaleScore": 12.4,
      "teamScore": 39.5,
      "signalScore": 201.9,
      "alsoInSectors": [],
      "rank": 6
    },
    {
      "name": "sonic-pi-net",
      "description": "Sonic Pi Network",
      "stage": "Growth",
      "geography": "Unknown",
      "sectorSlug": "edtech",
      "sectorName": "EdTech",
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      "commitVelocityChange": "+999%",
      "contributors": 100,
      "contributorGrowth": "+0%",
      "newRepos": 0,
      "signalType": "Deploy frequency spike",
      "githubUrl": "https://github.com/sonic-pi-net",
      "websiteUrl": "https://sonic-pi.net",
      "accelScore": 150,
      "contribScore": 0,
      "scaleScore": 0.8,
      "teamScore": 50,
      "signalScore": 200.8,
      "alsoInSectors": [],
      "rank": 7
    },
    {
      "name": "metasfresh",
      "description": "We do Open Source ERP - Fast, Flexible & Free Software to scale your Business.",
      "stage": "Growth",
      "geography": "EU",
      "sectorSlug": "enterprise-saas",
      "sectorName": "Enterprise SaaS",
      "commitVelocity14d": 285,
      "commitVelocityChange": "+139%",
      "contributors": 66,
      "contributorGrowth": "+0%",
      "newRepos": 0,
      "signalType": "Framework migration",
      "githubUrl": "https://github.com/metasfresh",
      "websiteUrl": "https://metasfresh.com",
      "accelScore": 139,
      "contribScore": 0,
      "scaleScore": 28.5,
      "teamScore": 33,
      "signalScore": 200.5,
      "alsoInSectors": [],
      "rank": 8
    },
    {
      "name": "NewLifeX",
      "description": "学无先后达者为师！技术改变生活！.Net群1600800，嵌入式物联网群1600838",
      "stage": "Growth",
      "geography": "APAC",
      "sectorSlug": "cybersecurity",
      "sectorName": "Cybersecurity",
      "commitVelocity14d": 6,
      "commitVelocityChange": "+999%",
      "contributors": 82,
      "contributorGrowth": "+0%",
      "newRepos": 0,
      "signalType": "Deploy frequency spike",
      "githubUrl": "https://github.com/NewLifeX",
      "websiteUrl": "https://newlifex.com",
      "accelScore": 150,
      "contribScore": 0,
      "scaleScore": 0.6,
      "teamScore": 41,
      "signalScore": 191.6,
      "alsoInSectors": [],
      "rank": 9
    },
    {
      "name": "PostHog",
      "description": "The single platform to analyze, test, observe, and deploy new features",
      "stage": "Growth",
      "geography": "US",
      "sectorSlug": "data-infrastructure",
      "sectorName": "Data Infrastructure",
      "commitVelocity14d": 1860,
      "commitVelocityChange": "+16%",
      "contributors": 100,
      "contributorGrowth": "+8%",
      "newRepos": 2,
      "signalType": "Framework migration",
      "githubUrl": "https://github.com/PostHog",
      "websiteUrl": "https://posthog.com",
      "accelScore": 16,
      "contribScore": 8,
      "scaleScore": 100,
      "teamScore": 50,
      "signalScore": 174,
      "alsoInSectors": [
        {
          "slug": "hr-tech",
          "name": "HR Tech"
        }
      ],
      "rank": 10
    },
    {
      "name": "orbiternassp",
      "description": "",
      "stage": "Series A/B",
      "geography": "Unknown",
      "sectorSlug": "space-tech",
      "sectorName": "Space Tech",
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      "commitVelocityChange": "+329%",
      "contributors": 37,
      "contributorGrowth": "+0%",
      "newRepos": 0,
      "signalType": "Deploy frequency spike",
      "githubUrl": "https://github.com/orbiternassp",
      "websiteUrl": "https://nassp.space",
      "accelScore": 150,
      "contribScore": 0,
      "scaleScore": 3,
      "teamScore": 18.5,
      "signalScore": 171.5,
      "alsoInSectors": [],
      "rank": 11
    },
    {
      "name": "castle-engine",
      "description": "Cross-platform (desktop, mobile, console, web) 3D and 2D game engine supporting many asset formats (glTF, X3D, Spine...)",
      "stage": "Series A/B",
      "geography": "Unknown",
      "sectorSlug": "gaming",
      "sectorName": "Gaming",
      "commitVelocity14d": 40,
      "commitVelocityChange": "+344%",
      "contributors": 24,
      "contributorGrowth": "+0%",
      "newRepos": 0,
      "signalType": "Deploy frequency spike",
      "githubUrl": "https://github.com/castle-engine",
      "websiteUrl": "https://castle-engine.io",
      "accelScore": 150,
      "contribScore": 0,
      "scaleScore": 4,
      "teamScore": 12,
      "signalScore": 166,
      "alsoInSectors": [],
      "rank": 12
    },
    {
      "name": "starlake-ai",
      "description": "",
      "stage": "Series A/B",
      "geography": "EU",
      "sectorSlug": "data-infrastructure",
      "sectorName": "Data Infrastructure",
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      "commitVelocityChange": "-35%",
      "contributors": 29,
      "contributorGrowth": "+184%",
      "newRepos": 0,
      "signalType": "Engineering hiring burst",
      "githubUrl": "https://github.com/starlake-ai",
      "websiteUrl": "",
      "accelScore": -20,
      "contribScore": 150,
      "scaleScore": 8.3,
      "teamScore": 14.5,
      "signalScore": 152.8,
      "alsoInSectors": [],
      "rank": 13
    },
    {
      "name": "nco",
      "description": "",
      "stage": "Series A/B",
      "geography": "Unknown",
      "sectorSlug": "climate-tech",
      "sectorName": "Climate Tech",
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      "commitVelocityChange": "-18%",
      "contributors": 24,
      "contributorGrowth": "+220%",
      "newRepos": 0,
      "signalType": "Engineering hiring burst",
      "githubUrl": "https://github.com/nco",
      "websiteUrl": "",
      "accelScore": -18,
      "contribScore": 150,
      "scaleScore": 2.3,
      "teamScore": 12,
      "signalScore": 146.3,
      "alsoInSectors": [],
      "rank": 14
    },
    {
      "name": "Infisical",
      "description": "Infisical is the open-source secrets management platform: Sync secrets across your team/infrastructure, prevent secret l",
      "stage": "Growth",
      "geography": "US",
      "sectorSlug": "cybersecurity",
      "sectorName": "Cybersecurity",
      "commitVelocity14d": 504,
      "commitVelocityChange": "+5%",
      "contributors": 100,
      "contributorGrowth": "+40%",
      "newRepos": 3,
      "signalType": "Infrastructure buildout",
      "githubUrl": "https://github.com/Infisical",
      "websiteUrl": "https://www.infisical.com",
      "accelScore": 5,
      "contribScore": 40,
      "scaleScore": 50.4,
      "teamScore": 50,
      "signalScore": 145.4,
      "alsoInSectors": [],
      "rank": 15
    },
    {
      "name": "Vacademy-io",
      "description": "",
      "stage": "Series A/B",
      "geography": "APAC",
      "sectorSlug": "enterprise-saas",
      "sectorName": "Enterprise SaaS",
      "commitVelocity14d": 418,
      "commitVelocityChange": "-38%",
      "contributors": 23,
      "contributorGrowth": "+105%",
      "newRepos": 0,
      "signalType": "Engineering hiring burst",
      "githubUrl": "https://github.com/Vacademy-io",
      "websiteUrl": "",
      "accelScore": -20,
      "contribScore": 105,
      "scaleScore": 41.8,
      "teamScore": 11.5,
      "signalScore": 138.3,
      "alsoInSectors": [
        {
          "slug": "edtech",
          "name": "EdTech"
        }
      ],
      "rank": 16
    },
    {
      "name": "dagster-io",
      "description": "An orchestration platform for the development, production, and observation of data assets.",
      "stage": "Growth",
      "geography": "US",
      "sectorSlug": "data-infrastructure",
      "sectorName": "Data Infrastructure",
      "commitVelocity14d": 206,
      "commitVelocityChange": "+36%",
      "contributors": 100,
      "contributorGrowth": "+29%",
      "newRepos": 1,
      "signalType": "Framework migration",
      "githubUrl": "https://github.com/dagster-io",
      "websiteUrl": "https://dagster.io",
      "accelScore": 36,
      "contribScore": 29,
      "scaleScore": 20.6,
      "teamScore": 50,
      "signalScore": 135.6,
      "alsoInSectors": [],
      "rank": 17
    },
    {
      "name": "ohrrpgce",
      "description": "",
      "stage": "Pre-seed",
      "geography": "Unknown",
      "sectorSlug": "gaming",
      "sectorName": "Gaming",
      "commitVelocity14d": 1,
      "commitVelocityChange": "-94%",
      "contributors": 3,
      "contributorGrowth": "+240%",
      "newRepos": 0,
      "signalType": "Engineering hiring burst",
      "githubUrl": "https://github.com/ohrrpgce",
      "websiteUrl": "http://rpg.hamsterrepublic.com/ohrrpgce/Main_Page",
      "accelScore": -20,
      "contribScore": 150,
      "scaleScore": 0.1,
      "teamScore": 1.5,
      "signalScore": 131.6,
      "alsoInSectors": [],
      "rank": 18
    },
    {
      "name": "ClickHouse",
      "description": "",
      "stage": "Growth",
      "geography": "US",
      "sectorSlug": "data-infrastructure",
      "sectorName": "Data Infrastructure",
      "commitVelocity14d": 1439,
      "commitVelocityChange": "-59%",
      "contributors": 100,
      "contributorGrowth": "+0%",
      "newRepos": 0,
      "signalType": "Framework migration",
      "githubUrl": "https://github.com/ClickHouse",
      "websiteUrl": "https://clickhouse.com",
      "accelScore": -20,
      "contribScore": 0,
      "scaleScore": 100,
      "teamScore": 50,
      "signalScore": 130,
      "alsoInSectors": [],
      "rank": 19
    },
    {
      "name": "akto-api-security",
      "description": "Instant API Security",
      "stage": "Growth",
      "geography": "US",
      "sectorSlug": "cybersecurity",
      "sectorName": "Cybersecurity",
      "commitVelocity14d": 267,
      "commitVelocityChange": "+75%",
      "contributors": 53,
      "contributorGrowth": "+0%",
      "newRepos": 1,
      "signalType": "Framework migration",
      "githubUrl": "https://github.com/akto-api-security",
      "websiteUrl": "https://www.akto.io",
      "accelScore": 75,
      "contribScore": 0,
      "scaleScore": 26.7,
      "teamScore": 26.5,
      "signalScore": 128.2,
      "alsoInSectors": [],
      "rank": 20
    },
    {
      "name": "StanfordVL",
      "description": "Research Codebase",
      "stage": "Growth",
      "geography": "US",
      "sectorSlug": "robotics",
      "sectorName": "Robotics",
      "commitVelocity14d": 52,
      "commitVelocityChange": "+49%",
      "contributors": 55,
      "contributorGrowth": "+39%",
      "newRepos": 0,
      "signalType": "Framework migration",
      "githubUrl": "https://github.com/StanfordVL",
      "websiteUrl": "http://svl.stanford.edu",
      "accelScore": 49,
      "contribScore": 39,
      "scaleScore": 5.2,
      "teamScore": 27.5,
      "signalScore": 120.7,
      "alsoInSectors": [],
      "rank": 21
    },
    {
      "name": "projectdiscovery",
      "description": "Monitor your infrastructure. Real vulnerabilities. Zero noise.",
      "stage": "Growth",
      "geography": "Unknown",
      "sectorSlug": "cybersecurity",
      "sectorName": "Cybersecurity",
      "commitVelocity14d": 529,
      "commitVelocityChange": "+17%",
      "contributors": 100,
      "contributorGrowth": "+0%",
      "newRepos": 0,
      "signalType": "Framework migration",
      "githubUrl": "https://github.com/projectdiscovery",
      "websiteUrl": "https://projectdiscovery.io",
      "accelScore": 17,
      "contribScore": 0,
      "scaleScore": 52.9,
      "teamScore": 50,
      "signalScore": 119.9,
      "alsoInSectors": [],
      "rank": 22
    },
    {
      "name": "bagisto",
      "description": "A Free and Opensource laravel eCommerce framework built for all to build and scale your business.",
      "stage": "Growth",
      "geography": "APAC",
      "sectorSlug": "ecommerce-infrastructure",
      "sectorName": "E-commerce Infrastructure",
      "commitVelocity14d": 78,
      "commitVelocityChange": "+59%",
      "contributors": 100,
      "contributorGrowth": "+0%",
      "newRepos": 0,
      "signalType": "Framework migration",
      "githubUrl": "https://github.com/bagisto",
      "websiteUrl": "https://bagisto.com",
      "accelScore": 59,
      "contribScore": 0,
      "scaleScore": 7.8,
      "teamScore": 50,
      "signalScore": 116.8,
      "alsoInSectors": [],
      "rank": 23
    },
    {
      "name": "opennem",
      "description": "Formerly OpenNEM, Open Electricity aims to make the wealth of public energy data more accessible",
      "stage": "Seed",
      "geography": "APAC",
      "sectorSlug": "climate-tech",
      "sectorName": "Climate Tech",
      "commitVelocity14d": 29,
      "commitVelocityChange": "-79%",
      "contributors": 9,
      "contributorGrowth": "+121%",
      "newRepos": 0,
      "signalType": "Engineering hiring burst",
      "githubUrl": "https://github.com/opennem",
      "websiteUrl": "https://explore.openelectricity.org.au",
      "accelScore": -20,
      "contribScore": 121,
      "scaleScore": 2.9,
      "teamScore": 4.5,
      "signalScore": 108.4,
      "alsoInSectors": [],
      "rank": 24
    },
    {
      "name": "bakaphp",
      "description": "Baka: packages that look to make development simpler for everyone.",
      "stage": "Seed",
      "geography": "LATAM",
      "sectorSlug": "social-community",
      "sectorName": "Social & Community",
      "commitVelocity14d": 598,
      "commitVelocityChange": "+32%",
      "contributors": 14,
      "contributorGrowth": "+8%",
      "newRepos": 1,
      "signalType": "Framework migration",
      "githubUrl": "https://github.com/bakaphp",
      "websiteUrl": "https://kanvas.dev",
      "accelScore": 32,
      "contribScore": 8,
      "scaleScore": 59.8,
      "teamScore": 7,
      "signalScore": 106.8,
      "alsoInSectors": [
        {
          "slug": "enterprise-saas",
          "name": "Enterprise SaaS"
        }
      ],
      "rank": 25
    },
    {
      "name": "ihmcrobotics",
      "description": "IHMC Robotics Lab on GitHub",
      "stage": "Growth",
      "geography": "Unknown",
      "sectorSlug": "robotics",
      "sectorName": "Robotics",
      "commitVelocity14d": 23,
      "commitVelocityChange": "+44%",
      "contributors": 79,
      "contributorGrowth": "+6%",
      "newRepos": 0,
      "signalType": "Framework migration",
      "githubUrl": "https://github.com/ihmcrobotics",
      "websiteUrl": "https://robots.ihmc.us",
      "accelScore": 44,
      "contribScore": 6,
      "scaleScore": 2.3,
      "teamScore": 39.5,
      "signalScore": 91.8,
      "alsoInSectors": [],
      "rank": 26
    },
    {
      "name": "photoprism",
      "description": "AI-Powered Photos App for the Decentralized Web. We are on a mission to protect your freedom and privacy.",
      "stage": "Growth",
      "geography": "EU",
      "sectorSlug": "ai-ml",
      "sectorName": "AI & Machine Learning",
      "commitVelocity14d": 34,
      "commitVelocityChange": "+36%",
      "contributors": 100,
      "contributorGrowth": "+0%",
      "newRepos": 0,
      "signalType": "Framework migration",
      "githubUrl": "https://github.com/photoprism",
      "websiteUrl": "https://www.photoprism.app",
      "accelScore": 36,
      "contribScore": 0,
      "scaleScore": 3.4,
      "teamScore": 50,
      "signalScore": 89.4,
      "alsoInSectors": [],
      "rank": 27
    },
    {
      "name": "polarsource",
      "description": "Turn your software into a business",
      "stage": "Growth",
      "geography": "Unknown",
      "sectorSlug": "enterprise-saas",
      "sectorName": "Enterprise SaaS",
      "commitVelocity14d": 347,
      "commitVelocityChange": "+3%",
      "contributors": 100,
      "contributorGrowth": "+0%",
      "newRepos": 0,
      "signalType": "Framework migration",
      "githubUrl": "https://github.com/polarsource",
      "websiteUrl": "https://polar.sh",
      "accelScore": 3,
      "contribScore": 0,
      "scaleScore": 34.7,
      "teamScore": 50,
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      "alsoInSectors": [],
      "rank": 28
    },
    {
      "name": "third-culture-software",
      "description": "",
      "stage": "Series A/B",
      "geography": "Unknown",
      "sectorSlug": "healthcare",
      "sectorName": "Healthcare",
      "commitVelocity14d": 20,
      "commitVelocityChange": "+25%",
      "contributors": 28,
      "contributorGrowth": "+44%",
      "newRepos": 0,
      "signalType": "Framework migration",
      "githubUrl": "https://github.com/third-culture-software",
      "websiteUrl": "https://blog.thirdculturesoftware.com",
      "accelScore": 25,
      "contribScore": 44,
      "scaleScore": 2,
      "teamScore": 14,
      "signalScore": 85,
      "alsoInSectors": [],
      "rank": 29
    },
    {
      "name": "ishgroup",
      "description": "",
      "stage": "Seed",
      "geography": "Unknown",
      "sectorSlug": "ecommerce-infrastructure",
      "sectorName": "E-commerce Infrastructure",
      "commitVelocity14d": 7,
      "commitVelocityChange": "+75%",
      "contributors": 13,
      "contributorGrowth": "+0%",
      "newRepos": 0,
      "signalType": "Framework migration",
      "githubUrl": "https://github.com/ishgroup",
      "websiteUrl": "https://www.ish.com.au",
      "accelScore": 75,
      "contribScore": 0,
      "scaleScore": 0.7,
      "teamScore": 6.5,
      "signalScore": 82.2,
      "alsoInSectors": [
        {
          "slug": "enterprise-saas",
          "name": "Enterprise SaaS"
        }
      ],
      "rank": 30
    },
    {
      "name": "twentyhq",
      "description": "We are building a modern Open Source CRM",
      "stage": "Growth",
      "geography": "Unknown",
      "sectorSlug": "enterprise-saas",
      "sectorName": "Enterprise SaaS",
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}