instruction-corpus / aggregate.json
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The TomeVault Instruction Corpus — edition 2026-07
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{
"format_share": {
"metric": "format_share",
"contract_version": "1.1.0",
"population": "Distinct owners holding at least one converted or distributed instruction file with a retained body, excluding rows whose deterministic security grade is 'fail' and excluding every row belonging to an owner who has asked to be removed. The unit is an OWNER: an owner holding four conventions counts once under each, so the series sums to more than the owner total.",
"unit": "owner",
"denominator_note": "Every count is DISTINCT OWNERS, divided by total_owners. An owner adopting three conventions counts under all three, so these do not partition the denominator and must never be rendered as shares summing to 100%. This metric is counted in owners and cannot be reconciled with any file-level figure, including the files-per-convention series in loadability.",
"ruleset_version": "format-classification-v1",
"dataset_updated": null,
"noise_floor": {
"absolute": 50,
"relative": 0.01
},
"known_bias": "The population is what we have CRAWLED, not what exists, and crawl coverage is not uniform across conventions: a convention we learned to detect recently will appear to grow as we backfill it. Growth between snapshots therefore measures our own reach as well as adoption, and must never be presented as ecosystem growth on its own.",
"which_number_to_cite": "owners_by_convention, the COUNT of distinct owners. A share of total_owners is publishable but must carry the words 'of owners we have observed', because the denominator is our crawl and not the ecosystem.",
"caveat": "Adoption here means the pipeline has observed at least one file of that convention for that owner. It says nothing about whether the file is maintained, loaded, or used.",
"scalars": {
"total_owners": 16715,
"distinct_conventions": 11,
"owners_running_one_convention": 12445,
"owners_running_several_conventions": 4270,
"pct_of_owners_running_one_convention": 74.45
},
"series": {
"owners_by_convention": {
"key_space": "The instruction-file convention as the pipeline classified it. OPEN: a convention nobody has heard of appears the month it is first classified, with no change to this collector.",
"counts": {
"agents_md": 6807,
"skill_md": 4890,
"claude_md": 5812,
"copilot_instructions": 1578,
"gemini_md": 427,
"cursorrules": 278,
"cursor_mdc": 510,
"windsurf_rules": 47,
"other": 1886,
"cursorrules_mdc": 685,
"windsurfrules": 115
},
"distinct_keys": 11,
"denominator": 16715,
"denominator_note": "distinct owners observed; an owner adopting several conventions counts under each, so these sum to more than the denominator and are not shares of it",
"open": true
},
"conventions_per_owner": {
"key_space": "How many distinct conventions one owner runs at once",
"counts": {
"1": 12445,
"4+": 457,
"3": 911,
"2": 2902
},
"distinct_keys": 4,
"denominator": 16715,
"denominator_note": "distinct owners observed; every owner falls in exactly one band",
"open": false,
"closed_because": "a bucketed count with a declared 4+ tail"
}
},
"slices": {}
},
"instruction_budget": {
"metric": "instruction_budget",
"contract_version": "1.1.0",
"population": "Converted or distributed instruction files holding a retained body and a recorded token count, excluding rows whose deterministic security grade is 'fail'. The unit is a FILE INSTANCE. Files with no recorded token count are ABSENT from this metric rather than counted as zero, and the count of those is published so the gap is visible.",
"unit": "file",
"denominator_note": "Every band count is FILES divided by files_measured, which is smaller than the corpus: files without a recorded token count are excluded, not zeroed. Percentiles are over the same measured set.",
"ruleset_version": "token-count-v1",
"dataset_updated": null,
"noise_floor": {
"absolute": 100,
"relative": 0.01
},
"known_bias": "Only files the pipeline retained a body for are measured, and retention is not uniform: very large files are more likely to have been skipped at ingestion. The heavy tail is therefore understated, so any claim about how large instruction files get is a floor.",
"which_number_to_cite": "The percentiles, with the words 'of files we could measure'. A MEAN over this distribution describes nothing that exists and must not be published.",
"caveat": "Token counts are the pipeline's own measure taken at conversion, not a specific vendor's tokeniser. They are comparable within this series and must not be quoted as an exact cost against a named model.",
"scalars": {
"files_seen": 229985,
"files_measured": 229984,
"files_without_a_token_count": 1,
"median_tokens": 1269,
"p75_tokens": 2429,
"p90_tokens": 3929,
"p99_tokens": 9625,
"largest_tokens": 148450,
"total_tokens_measured": 422862012
},
"series": {
"size_bands": {
"key_space": "Recorded token count of one file, banded",
"counts": {
"500-2k": 104502,
"8k-32k": 3911,
"2k-8k": 70592,
"under 500": 50944,
"32k-128k": 34,
"128k+": 1
},
"distinct_keys": 6,
"denominator": 229984,
"denominator_note": "files with a recorded token count; every measured file falls in exactly one band, so these DO partition the denominator",
"open": false,
"closed_because": "the band boundaries are chosen, not discovered"
}
},
"slices": {
"format": {
"skill_md": {
"size_bands": {
"key_space": "Recorded token count, banded, within one convention",
"counts": {
"500-2k": 87135,
"8k-32k": 2991,
"2k-8k": 63116,
"under 500": 34297,
"32k-128k": 4
},
"distinct_keys": 5,
"denominator": 187543,
"denominator_note": "measured files of format skill_md",
"open": false,
"closed_because": "the band boundaries are chosen, not discovered"
}
},
"agents_md": {
"size_bands": {
"key_space": "Recorded token count, banded, within one convention",
"counts": {
"500-2k": 6794,
"2k-8k": 3460,
"8k-32k": 548,
"under 500": 6965,
"32k-128k": 12
},
"distinct_keys": 5,
"denominator": 17779,
"denominator_note": "measured files of format agents_md",
"open": false,
"closed_because": "the band boundaries are chosen, not discovered"
}
},
"claude_md": {
"size_bands": {
"key_space": "Recorded token count, banded, within one convention",
"counts": {
"500-2k": 4756,
"under 500": 3933,
"2k-8k": 2057,
"8k-32k": 210,
"32k-128k": 9
},
"distinct_keys": 5,
"denominator": 10965,
"denominator_note": "measured files of format claude_md",
"open": false,
"closed_because": "the band boundaries are chosen, not discovered"
}
},
"copilot_instructions": {
"size_bands": {
"key_space": "Recorded token count, banded, within one convention",
"counts": {
"500-2k": 1010,
"under 500": 862,
"2k-8k": 364,
"8k-32k": 19
},
"distinct_keys": 4,
"denominator": 2255,
"denominator_note": "measured files of format copilot_instructions",
"open": false,
"closed_because": "the band boundaries are chosen, not discovered"
}
},
"gemini_md": {
"size_bands": {
"key_space": "Recorded token count, banded, within one convention",
"counts": {
"under 500": 332,
"500-2k": 208,
"2k-8k": 86,
"8k-32k": 4
},
"distinct_keys": 4,
"denominator": 630,
"denominator_note": "measured files of format gemini_md",
"open": false,
"closed_because": "the band boundaries are chosen, not discovered"
}
},
"cursorrules": {
"size_bands": {
"key_space": "Recorded token count, banded, within one convention",
"counts": {
"under 500": 189,
"2k-8k": 29,
"500-2k": 70,
"8k-32k": 5,
"32k-128k": 1
},
"distinct_keys": 5,
"denominator": 294,
"denominator_note": "measured files of format cursorrules",
"open": false,
"closed_because": "the band boundaries are chosen, not discovered"
}
},
"cursor_mdc": {
"size_bands": {
"key_space": "Recorded token count, banded, within one convention",
"counts": {
"under 500": 652,
"500-2k": 253,
"2k-8k": 110,
"8k-32k": 7,
"32k-128k": 8,
"128k+": 1
},
"distinct_keys": 6,
"denominator": 1031,
"denominator_note": "measured files of format cursor_mdc",
"open": false,
"closed_because": "the band boundaries are chosen, not discovered"
}
},
"windsurf_rules": {
"size_bands": {
"key_space": "Recorded token count, banded, within one convention",
"counts": {
"under 500": 59,
"2k-8k": 8,
"500-2k": 31
},
"distinct_keys": 3,
"denominator": 98,
"denominator_note": "measured files of format windsurf_rules",
"open": false,
"closed_because": "the band boundaries are chosen, not discovered"
}
},
"other": {
"size_bands": {
"key_space": "Recorded token count, banded, within one convention",
"counts": {
"under 500": 2088,
"500-2k": 2524,
"2k-8k": 918,
"8k-32k": 79
},
"distinct_keys": 4,
"denominator": 5609,
"denominator_note": "measured files of format other",
"open": false,
"closed_because": "the band boundaries are chosen, not discovered"
}
},
"cursorrules_mdc": {
"size_bands": {
"key_space": "Recorded token count, banded, within one convention",
"counts": {
"under 500": 1502,
"500-2k": 1662,
"2k-8k": 431,
"8k-32k": 43
},
"distinct_keys": 4,
"denominator": 3638,
"denominator_note": "measured files of format cursorrules_mdc",
"open": false,
"closed_because": "the band boundaries are chosen, not discovered"
}
},
"windsurfrules": {
"size_bands": {
"key_space": "Recorded token count, banded, within one convention",
"counts": {
"500-2k": 59,
"2k-8k": 13,
"under 500": 65,
"8k-32k": 5
},
"distinct_keys": 4,
"denominator": 142,
"denominator_note": "measured files of format windsurfrules",
"open": false,
"closed_because": "the band boundaries are chosen, not discovered"
}
}
}
}
},
"licence_coverage": {
"metric": "licence_coverage",
"contract_version": "1.1.0",
"population": "Every instruction file the pipeline has FETCHED AND ASSESSED FOR LICENSING, which is deliberately WIDER than the population every other metric in this series uses. Rows still awaiting discovery, and rows whose upstream repository has gone, are excluded; rows rejected for licensing are INCLUDED, because they are the finding. The unit is a FILE INSTANCE: a licence belongs to a repository, so a repository contributing forty files contributes forty rows and its licence is counted forty times. This is a statement about the files people encounter, not about how many projects chose a licence.",
"unit": "file",
"denominator_note": "Every count is FILES divided by files_scanned. Because a licence is a property of a repository and this counts files, a single heavily-mirrored repository moves these figures. Read alongside mirror_concentration, which says how much of the corpus is copies, before treating any share here as a count of decisions.",
"ruleset_version": "license-policy-v1",
"dataset_updated": null,
"noise_floor": {
"absolute": 100,
"relative": 0.01
},
"known_bias": "Two biases, in opposite directions. Licence data comes from the hosting platform's own classification, which recognises a fixed set of identifiers, so a repository carrying an unusual or hand-written licence is reported as unrecognised rather than as licensed, making the unlicensed share an upper bound. Separately, a row here is a discovered FILE INSTANCE re-rowed per registry rather than a distinct file, so counts on this population are inflated relative to distinct artefacts. Cite the SHARE, which is far more robust to that inflation than the count, and never publish the raw total as a corpus size.",
"which_number_to_cite": "files_with_no_explicit_grant, the COUNT, with the words 'of files we have crawled'. If a share is used, pair it with the mirror_concentration figure, because a mirrored repository counts once per copy here.",
"caveat": "A missing licence means no licence was DECLARED where we looked. It is not a claim that redistribution is unlawful, nor that the author intended to withhold permission. The publishable finding is the absence of an explicit grant, which is what an installer actually has to act on. The other metrics measure files with a retained body, which by construction excludes everything the pipeline rejected for licensing. Measured over that narrower population this metric reported 5,121 files with no explicit grant out of 229,981 \u2014 a figure that says nothing about licensing in the ecosystem, because the unlicensed files had already been filtered out before it looked. A licence-coverage metric that cannot see unlicensed files is not measuring licence coverage. It therefore carries its own population and CANNOT be compared with any other metric here.",
"scalars": {
"files_scanned": 949110,
"files_with_no_explicit_grant": 408942,
"files_rejected_for_licensing": 397207,
"pct_rejected_for_licensing": 41.85,
"files_with_a_declared_licence": 540168,
"distinct_licence_identifiers": 44,
"pct_with_no_explicit_grant": 43.09
},
"series": {
"licensing_outcome": {
"key_space": "What the pipeline's licence assessment concluded about the file: redistributable, or rejected and why. The rejected rows are the finding, and the first version of this metric could not see them at all.",
"counts": {
"no licence": 369152,
"redistributable": 551903,
"licence blocks redistribution": 28055
},
"distinct_keys": 3,
"denominator": 949110,
"denominator_note": "files fetched and assessed; every file has exactly one outcome",
"open": true
},
"spdx": {
"key_space": "The SPDX licence identifier the hosting platform reports, plus two explicit non-licence states. OPEN: an identifier nobody has seen appears the month it does.",
"counts": {
"(none declared)": 354744,
"MIT": 408529,
"NOASSERTION": 54198,
"Apache-2.0": 96226,
"GPL-2.0": 1507,
"AGPL-3.0": 12632,
"GPL-3.0": 10226,
"BSD-3-Clause": 2642,
"BSD-2-Clause": 634,
"CC-BY-4.0": 758,
"MPL-2.0": 1412,
"LGPL-3.0": 1117,
"CC-BY-SA-4.0": 537,
"ISC": 382,
"EPL-2.0": 245,
"CC0-1.0": 1114,
"Zlib": 73,
"Unlicense": 818,
"BSD-3-Clause-Clear": 25,
"EUPL-1.2": 131,
"MIT-0": 360,
"LGPL-2.1": 151,
"OSL-3.0": 35,
"EPL-1.0": 38,
"WTFPL": 104,
"GFDL-1.3": 18,
"BlueOak-1.0.0": 55,
"0BSD": 107,
"BSL-1.0": 29,
"MulanPSL-2.0": 33,
"UPL-1.0": 139,
"BSD-2-Clause-Patent": 7,
"PostgreSQL": 10,
"OFL-1.1": 5,
"Artistic-2.0": 6,
"ODbL-1.0": 6,
"MS-PL": 11,
"AFL-3.0": 24,
"Vim": 2,
"BSD-4-Clause": 4,
"CERN-OHL-P-2.0": 1,
"ECL-2.0": 4,
"CERN-OHL-W-2.0": 2,
"CECILL-2.1": 2,
"CERN-OHL-S-2.0": 6,
"NCSA": 1
},
"distinct_keys": 46,
"denominator": 949110,
"denominator_note": "files scanned; every file has exactly one state",
"open": true
},
"declaration_state": {
"key_space": "Whether a licence was declared, explicitly not asserted, or absent. These are three different things and collapsing them into 'unlicensed' would overstate the finding.",
"counts": {
"absent": 354744,
"declared": 540168,
"no_assertion": 54198
},
"distinct_keys": 3,
"denominator": 949110,
"denominator_note": "files scanned; every file falls in exactly one state",
"open": false,
"closed_because": "the three states are exhaustive by construction"
},
"policy_verdict": {
"key_space": "The verdict of the same fail-closed policy module that gates our own ingestion, so these figures and our enforcement are definitionally identical.",
"counts": {
"unknown": 408960,
"permitted": 512090,
"blocked": 28060
},
"distinct_keys": 3,
"denominator": 949110,
"denominator_note": "files scanned; every file receives exactly one verdict",
"open": true
}
},
"slices": {}
},
"loadability": {
"metric": "loadability",
"contract_version": "1.1.0",
"population": "Converted or distributed instruction files holding a retained body, excluding rows whose deterministic security grade is 'fail'. One row is one file instance, not a repository and not an owner. Identical to the model_targeting population, so the two may be compared to each other and to nothing else.",
"unit": "file",
"denominator_note": "Every check and severity count is the number of FILES firing it at least once, divided by files_scanned. A file emitting four findings of one check counts once. Per-format figures divide by that format's own file count, never by the corpus total: a check that fires on 90% of a convention held by 300 files is not a corpus-wide 90%.",
"ruleset_version": "loadability-v1.1",
"dataset_updated": null,
"noise_floor": {
"absolute": 50,
"relative": 0.01
},
"known_bias": null,
"which_number_to_cite": null,
"caveat": "A loadability finding is a structural defect in the file, not a proven failure at run time. The ruleset is versioned and a version change makes counts incomparable across snapshots, which the delta engine refuses rather than renders as a trend.",
"scalars": {
"files_scanned": 229985,
"files_with_at_least_one_finding": 75003,
"distinct_checks_firing": 10,
"distinct_formats_seen": 11,
"pct_of_files_with_a_finding": 32.61
},
"series": {
"checks_firing": {
"key_space": "A loadability check id from the shipped ruleset, the same one the product runs against a customer's files. OPEN: a check added to the ruleset appears here with no change to this collector.",
"counts": {
"token-budget-position": 3683,
"stale-paths": 26453,
"harness-automation-reference": 5947,
"reference-portability": 33529,
"vague-language": 6712,
"frontmatter-schema": 8089,
"harness-tool-coupling": 2157,
"always-apply-misconfig": 234,
"format-syntax-bugs": 38,
"glob-coverage": 69
},
"distinct_keys": 10,
"denominator": 229985,
"denominator_note": "files scanned; counts files firing the check at least once",
"open": true
},
"severity": {
"key_space": "Severity label attached to a finding by the ruleset",
"counts": {
"warn": 36862,
"advisory": 7926,
"info": 33081,
"fail": 8088
},
"distinct_keys": 4,
"denominator": 229985,
"denominator_note": "files scanned; counts files carrying at least one finding at that severity, so a file with three severities counts under each and these do not sum to the denominator",
"open": true
},
"tiers": {
"key_space": "The loadability tier the ruleset awarded the file. Left OPEN rather than declared closed: a new tier in the ruleset is itself a finding and hard-coding the ladder would hide it.",
"counts": {
"gold": 219835,
"silver": 4111,
"bronze": 6039
},
"distinct_keys": 3,
"denominator": 229985,
"denominator_note": "files scanned; every file receives exactly one tier",
"open": true
},
"formats": {
"key_space": "The instruction-file convention, as the pipeline classified it. OPEN: a convention nobody has heard of appears the month it does. This is the series convention-watch and crossover read.",
"counts": {
"skill_md": 187544,
"agents_md": 17779,
"claude_md": 10965,
"copilot_instructions": 2255,
"gemini_md": 630,
"cursorrules": 294,
"cursor_mdc": 1031,
"windsurf_rules": 98,
"other": 5609,
"cursorrules_mdc": 3638,
"windsurfrules": 142
},
"distinct_keys": 11,
"denominator": 229985,
"denominator_note": "files scanned; every file has exactly one format",
"open": true
}
},
"slices": {
"format": {
"skill_md": {
"checks_firing": {
"key_space": "A loadability check id, within one convention",
"counts": {
"token-budget-position": 2915,
"stale-paths": 22220,
"harness-automation-reference": 5112,
"reference-portability": 27134,
"vague-language": 5760,
"frontmatter-schema": 8079,
"harness-tool-coupling": 961
},
"distinct_keys": 7,
"denominator": 187544,
"denominator_note": "files of format skill_md; NEVER the corpus total, because a check firing on most of a small convention is not a corpus-wide rate",
"open": true
},
"tiers": {
"key_space": "Loadability tier, within one convention",
"counts": {
"gold": 178240,
"silver": 3290,
"bronze": 6014
},
"distinct_keys": 3,
"denominator": 187544,
"denominator_note": "files of format skill_md",
"open": true
}
},
"agents_md": {
"checks_firing": {
"key_space": "A loadability check id, within one convention",
"counts": {
"reference-portability": 3063,
"stale-paths": 1973,
"token-budget-position": 414,
"harness-tool-coupling": 686,
"harness-automation-reference": 254,
"vague-language": 312,
"frontmatter-schema": 2,
"format-syntax-bugs": 17
},
"distinct_keys": 8,
"denominator": 17779,
"denominator_note": "files of format agents_md; NEVER the corpus total, because a check firing on most of a small convention is not a corpus-wide rate",
"open": true
},
"tiers": {
"key_space": "Loadability tier, within one convention",
"counts": {
"gold": 17467,
"silver": 312
},
"distinct_keys": 2,
"denominator": 17779,
"denominator_note": "files of format agents_md",
"open": true
}
},
"claude_md": {
"checks_firing": {
"key_space": "A loadability check id, within one convention",
"counts": {
"harness-automation-reference": 424,
"stale-paths": 1265,
"reference-portability": 1733,
"harness-tool-coupling": 72,
"token-budget-position": 181,
"vague-language": 118,
"frontmatter-schema": 2,
"format-syntax-bugs": 21
},
"distinct_keys": 8,
"denominator": 10965,
"denominator_note": "files of format claude_md; NEVER the corpus total, because a check firing on most of a small convention is not a corpus-wide rate",
"open": true
},
"tiers": {
"key_space": "Loadability tier, within one convention",
"counts": {
"gold": 10837,
"silver": 128
},
"distinct_keys": 2,
"denominator": 10965,
"denominator_note": "files of format claude_md",
"open": true
}
},
"copilot_instructions": {
"checks_firing": {
"key_space": "A loadability check id, within one convention",
"counts": {
"stale-paths": 193,
"reference-portability": 408,
"harness-automation-reference": 9,
"vague-language": 103,
"harness-tool-coupling": 54,
"token-budget-position": 18
},
"distinct_keys": 6,
"denominator": 2255,
"denominator_note": "files of format copilot_instructions; NEVER the corpus total, because a check firing on most of a small convention is not a corpus-wide rate",
"open": true
},
"tiers": {
"key_space": "Loadability tier, within one convention",
"counts": {
"gold": 2238,
"silver": 17
},
"distinct_keys": 2,
"denominator": 2255,
"denominator_note": "files of format copilot_instructions",
"open": true
}
},
"gemini_md": {
"checks_firing": {
"key_space": "A loadability check id, within one convention",
"counts": {
"harness-automation-reference": 24,
"harness-tool-coupling": 28,
"stale-paths": 50,
"reference-portability": 158,
"vague-language": 8,
"token-budget-position": 6
},
"distinct_keys": 6,
"denominator": 630,
"denominator_note": "files of format gemini_md; NEVER the corpus total, because a check firing on most of a small convention is not a corpus-wide rate",
"open": true
},
"tiers": {
"key_space": "Loadability tier, within one convention",
"counts": {
"gold": 623,
"silver": 7
},
"distinct_keys": 2,
"denominator": 630,
"denominator_note": "files of format gemini_md",
"open": true
}
},
"cursorrules": {
"checks_firing": {
"key_space": "A loadability check id, within one convention",
"counts": {
"stale-paths": 23,
"harness-tool-coupling": 8,
"harness-automation-reference": 5,
"reference-portability": 12,
"token-budget-position": 6,
"vague-language": 7
},
"distinct_keys": 6,
"denominator": 294,
"denominator_note": "files of format cursorrules; NEVER the corpus total, because a check firing on most of a small convention is not a corpus-wide rate",
"open": true
},
"tiers": {
"key_space": "Loadability tier, within one convention",
"counts": {
"gold": 292,
"silver": 2
},
"distinct_keys": 2,
"denominator": 294,
"denominator_note": "files of format cursorrules",
"open": true
}
},
"cursor_mdc": {
"checks_firing": {
"key_space": "A loadability check id, within one convention",
"counts": {
"always-apply-misconfig": 54,
"harness-automation-reference": 21,
"stale-paths": 68,
"harness-tool-coupling": 31,
"reference-portability": 49,
"token-budget-position": 13,
"vague-language": 43,
"glob-coverage": 1
},
"distinct_keys": 8,
"denominator": 1031,
"denominator_note": "files of format cursor_mdc; NEVER the corpus total, because a check firing on most of a small convention is not a corpus-wide rate",
"open": true
},
"tiers": {
"key_space": "Loadability tier, within one convention",
"counts": {
"gold": 966,
"silver": 60,
"bronze": 5
},
"distinct_keys": 3,
"denominator": 1031,
"denominator_note": "files of format cursor_mdc",
"open": true
}
},
"windsurf_rules": {
"checks_firing": {
"key_space": "A loadability check id, within one convention",
"counts": {
"reference-portability": 7,
"vague-language": 6,
"stale-paths": 15,
"token-budget-position": 1
},
"distinct_keys": 4,
"denominator": 98,
"denominator_note": "files of format windsurf_rules; NEVER the corpus total, because a check firing on most of a small convention is not a corpus-wide rate",
"open": true
},
"tiers": {
"key_space": "Loadability tier, within one convention",
"counts": {
"gold": 98
},
"distinct_keys": 1,
"denominator": 98,
"denominator_note": "files of format windsurf_rules",
"open": true
}
},
"other": {
"checks_firing": {
"key_space": "A loadability check id, within one convention",
"counts": {
"stale-paths": 433,
"harness-automation-reference": 66,
"vague-language": 155,
"reference-portability": 746,
"token-budget-position": 88,
"harness-tool-coupling": 232
},
"distinct_keys": 6,
"denominator": 5609,
"denominator_note": "files of format other; NEVER the corpus total, because a check firing on most of a small convention is not a corpus-wide rate",
"open": true
},
"tiers": {
"key_space": "Loadability tier, within one convention",
"counts": {
"gold": 5559,
"silver": 50
},
"distinct_keys": 2,
"denominator": 5609,
"denominator_note": "files of format other",
"open": true
}
},
"cursorrules_mdc": {
"checks_firing": {
"key_space": "A loadability check id, within one convention",
"counts": {
"always-apply-misconfig": 180,
"vague-language": 190,
"stale-paths": 194,
"token-budget-position": 35,
"glob-coverage": 68,
"reference-portability": 207,
"harness-tool-coupling": 73,
"harness-automation-reference": 32,
"frontmatter-schema": 6
},
"distinct_keys": 9,
"denominator": 3638,
"denominator_note": "files of format cursorrules_mdc; NEVER the corpus total, because a check firing on most of a small convention is not a corpus-wide rate",
"open": true
},
"tiers": {
"key_space": "Loadability tier, within one convention",
"counts": {
"silver": 241,
"gold": 3377,
"bronze": 20
},
"distinct_keys": 3,
"denominator": 3638,
"denominator_note": "files of format cursorrules_mdc",
"open": true
}
},
"windsurfrules": {
"checks_firing": {
"key_space": "A loadability check id, within one convention",
"counts": {
"stale-paths": 19,
"reference-portability": 12,
"harness-tool-coupling": 12,
"vague-language": 10,
"token-budget-position": 6
},
"distinct_keys": 5,
"denominator": 142,
"denominator_note": "files of format windsurfrules; NEVER the corpus total, because a check firing on most of a small convention is not a corpus-wide rate",
"open": true
},
"tiers": {
"key_space": "Loadability tier, within one convention",
"counts": {
"gold": 138,
"silver": 4
},
"distinct_keys": 2,
"denominator": 142,
"denominator_note": "files of format windsurfrules",
"open": true
}
}
}
}
},
"mirror_concentration": {
"metric": "mirror_concentration",
"contract_version": "1.1.0",
"population": "Repositories holding at least one converted or distributed instruction file with a retained body, excluding rows whose deterministic security grade is 'fail' and excluding every repository belonging to an owner who has asked to be removed. The unit is a REPOSITORY, identified by owner and name together.",
"unit": "repository",
"denominator_note": "Band counts are REPOSITORIES divided by total_repositories. The concentration scalars are FILES divided by total_files and say so individually. The two are different units answering different questions and must never be combined into one sentence.",
"ruleset_version": "concentration-v1",
"dataset_updated": null,
"noise_floor": {
"absolute": 25,
"relative": 0.01
},
"known_bias": "Concentration is measured over what we have crawled. A crawl that preferentially finds large repositories, as most do, overstates concentration relative to the true ecosystem. The direction of this bias is known and it inflates rather than understates, so the concentration figures are a ceiling.",
"which_number_to_cite": "files_in_repositories_holding_100_or_more against total_files, with the words 'of files we have crawled'. It is the figure that tells a reader how much of any other count is copies.",
"caveat": "A repository holding many instruction files is not necessarily a mirror: a large monorepo legitimately carries many. What the metric measures is concentration, which is a property of the corpus, and it is offered as context for other counts rather than as a judgement about any repository.",
"scalars": {
"total_repositories": 21531,
"total_files": 229710,
"median_files_per_repository": 1,
"repositories_holding_100_or_more": 46,
"files_in_repositories_holding_100_or_more": 156549,
"pct_of_files_in_repositories_holding_100_or_more": 68.15,
"pct_of_files_in_top_1pct_of_repositories": 72.8,
"pct_of_files_in_top_5pct_of_repositories": 81.68,
"pct_of_files_in_top_10pct_of_repositories": 86.32
},
"series": {
"repositories_by_files_held": {
"key_space": "How many instruction files one repository holds, banded",
"counts": {
"2-4": 4837,
"10-49": 1445,
"5-9": 1518,
"1": 13538,
"50-99": 147,
"100+": 46
},
"distinct_keys": 6,
"denominator": 21531,
"denominator_note": "repositories observed; every repository falls in exactly one band, so these DO partition the denominator",
"open": false,
"closed_because": "the band boundaries are chosen, not discovered"
}
},
"slices": {}
},
"model_targeting": {
"metric": "model_targeting",
"contract_version": "1.1.0",
"population": "Converted or distributed instruction files holding a retained body, excluding rows whose deterministic security grade is 'fail'. One row is one file instance, not a repository and not an owner: a widely forked file appears once per fork. This is the same population as loadability_by_format.",
"unit": "file",
"denominator_note": "Three denominators appear here and NONE of them is interchangeable with another. files_scanned is every file in the population. files_naming_a_model is the subset naming at least one model identifier, and is the only correct denominator for any claim about staleness risk, because a file that names no model cannot have named a dead one. files_with_a_retired_reference is the numerator. State the denominator out loud in any published sentence: the share of the corpus naming a retired model and the share of MODEL-NAMING files naming a retired model differ by more than an order of magnitude, and only the first is a statement about the corpus.",
"ruleset_version": "model-discovery-v1+model-status-v1",
"dataset_updated": "2026-07-31",
"noise_floor": {
"absolute": 25,
"relative": 0.02
},
"known_bias": "The curated status list carries 25 identifiers marked current against 50 marked retired or deprecated. A list weighted toward dead identifiers inflates any conditional staleness rate independently of how careless anyone has been, because older files land in the numerator more readily than in the denominator. The conditional rate therefore measures corpus AGE as well as neglect. Separately, 1599 of the 1665 distinct identifiers found in the corpus carry no status in the curated list at all and are counted as named but unclassified rather than as current, so the retired share is a floor.",
"which_number_to_cite": "files_with_a_retired_reference, the COUNT. It needs no denominator and no curation assumption. If a rate is unavoidable, cite it against files_scanned and say so; the rate against files_naming_a_model is a conditional and must never appear without that phrase attached.",
"caveat": "A retired reference is a risk flag, not a proven runtime failure. Never render it as 'x% are broken'. Discovery is conservative by construction: it is open within tracked vendor families only, bare family names carrying no version are excluded, and anything shaped like a filename or a domain is rejected. This is a floor on model targeting, never a ceiling.",
"scalars": {
"files_scanned": 229985,
"files_naming_a_model": 11300,
"files_with_a_retired_reference": 3953,
"files_naming_only_current_models": 1806,
"distinct_identifiers_found": 1665,
"distinct_identifiers_unclassified": 1599,
"curated_list_current_ids": 25,
"curated_list_flaggable_ids": 50,
"pct_of_files_scanned": 1.72,
"pct_of_files_naming_a_model": 34.98,
"pct_of_corpus_naming_any_model": 4.91
},
"series": {
"named_models": {
"key_space": "A model identifier exactly as written in the file, lowercased, discovered by token shape rather than by lookup against a curated list. OPEN within the 25 tracked vendor families: a new model from a vendor already tracked appears here with no code change, while a model from an untracked vendor does not appear at all and is a declared gap rather than a silent one. Bare family names carrying no version ('claude', 'gpt') are excluded because they name a vendor and not a model.",
"counts": {
"gpt2": 117,
"gpt-oss-120b": 38,
"llama-3.2-1b-instruct": 23,
"phi2": 6,
"o7": 4,
"gemini-2.5-flash": 497,
"gemini-2.5-flash-lite": 83,
"gemini-3-pro-preview": 191,
"gemini-3": 35,
"gemini-2.5-pro": 325,
"gemini-3-flash": 62,
"gemini-3-deep-think": 4,
"llama-2-7b-32k": 1,
"mistral-7b-v0.1": 30,
"llama-32k": 1,
"llama-2-7b-hf": 92,
"mistral-7b": 46,
"llama-2-7b": 30,
"mistral-7b-dpo": 3,
"gpt-4o": 1302,
"llama-3-8b": 61,
"llama-3-70b": 31,
"gpt-4o-mini": 711,
"gpt-5-nano": 63,
"gpt-4.1": 273,
"gpt-5.1": 103,
"gpt-5-mini": 180,
"claude-sonnet-4-5": 390,
"claude-opus-4-5": 213,
"gpt-5.3": 22,
"llama-3.1-8b-instant": 10,
"llama-3.3-70b-versatile": 67,
"claude-sonnet-4-20250514": 517,
"mistral-small-latest": 20,
"gpt-4": 1218,
"gpt-5-codex": 85,
"grok-code-fast-1": 30,
"gpt-5": 469,
"qwen3-vl-235b-a22b-instruct": 6,
"gpt-5.1-codex": 47,
"qwen3-coder": 27,
"gemini-2.0-flash": 169,
"qwen2.5-coder": 21,
"kimi-k2-thinking": 14,
"claude-3.5-sonnet": 60,
"llama3.2": 62,
"llama-3.2-3b": 17,
"qwen3-vl-235b-a22b-ins": 1,
"qwen-qwen3-coder-free": 1,
"gpt-5.2-codex": 136,
"gemini-2.0-flash-exp": 158,
"qwen3-235b-a22b": 4,
"qwen3-235b": 1,
"gemini-pro": 90,
"claude-3-5-sonnet-20241022": 159,
"llama2": 39,
"claude-3-5-sonnet": 245,
"gpt-5.3-codex": 57,
"gpt-3.5": 142,
"gpt-4-turbo": 159,
"gpt-4-turbo-preview": 29,
"command-2": 10,
"command-1": 13,
"gpt-5.1-codex-max": 64,
"claude-opus-4-5-20251101": 395,
"gpt-5.4": 210,
"claude-opus-yolo": 1,
"claude-opus": 56,
"claude-sonnet": 197,
"claude-7": 3,
"claude-opus-4": 296,
"claude-sonnet-4-5-20250929": 338,
"claude-opus-4-6": 118,
"gemini-3-pro-image-preview": 240,
"claude-8100": 3,
"gemini-8110": 1,
"gemini-3-pro": 112,
"gpt-5.2": 457,
"claude-haiku-4-5": 399,
"claude-haiku-4-5-20250101": 1,
"kimi-k2-0905-preview": 4,
"llama3.1": 65,
"gemini-3-flash-preview": 191,
"claude-haiku-4-5-20251001": 179,
"phi1": 4,
"mistral-7b-instruct-v0.3": 32,
"mistral-7b-4bit": 2,
"phi-3-vision": 72,
"mistral-1b-4bit": 2,
"mistral-3b-instruct-4bit": 2,
"qwen2.5-vl-7b-instruct-4bit": 2,
"mistral-4bit": 2,
"mistral-7b-instruct-v0.3-4bit": 7,
"qwen3-embedding-8b": 11,
"grok-4.1-fast-reasoning": 2,
"gemini-2.5-flash-preview-09-2025": 23,
"grok-3": 49,
"o3": 354,
"o4-mini": 123,
"gpt-5.4-pro": 7,
"gpt-5.3-codex-spark": 11,
"claude-4.5-sonnet": 14,
"claude-4.5-opus": 6,
"claude-3-opus-20240229": 59,
"claude-4.5-haiku": 3,
"gpt-5.6-sol": 50,
"gpt-5.6": 124,
"o1": 239,
"gpt-5.1-codex-mini": 37,
"claude-sonnet-4.5": 120,
"claude-opus-4.5": 44,
"llama-3.1-sonar-large-128k-online": 7,
"gpt-5.x": 31,
"gemini-2.0-flash-001": 19,
"kimi-k2.5": 33,
"claude-sonnet-4": 344,
"claude-opus-4-5-20250101": 2,
"gemini2.0": 1,
"gemini-1.5-flash": 70,
"gpt-2": 96,
"qwen3-0.6b-gguf": 2,
"qwen3": 170,
"qwen3-0.6b": 9,
"qwen3-0.6b-q8": 1,
"qwen3-coder-30b-a3b-instruct-q8": 1,
"o3-mini": 52,
"gpt-4o-ms": 4,
"claude-3-sonnet-20240229": 23,
"qwen2.5-32b-instruct-awq": 4,
"gpt-5-mini-2025-08-07": 1,
"gpt4-a1b2c3d4": 1,
"gpt4": 47,
"claude-sonnet-4-6": 310,
"llama-3.3-70b": 28,
"qwen2.5-7b-instruct": 48,
"gemini-3.1-pro-high": 14,
"claude-sonnet-4-6-thinking": 2,
"claude-opus-4-6-thinking": 3,
"gemini-3.1-pro-low": 2,
"gemini-3.1-pro-preview": 136,
"o3-pro": 18,
"claude-haiku-3-5-20241022": 14,
"qwen-3-235b": 4,
"kimi-k2": 57,
"deepseek-r1-fast": 2,
"gemini-3.0-pro": 4,
"claude-4-opus": 7,
"gpt-4.5": 8,
"deepseek-r1": 82,
"deepseek-v3": 81,
"claude-opus-4.6": 31,
"gpt-5.5": 186,
"kimi-k2p5": 1,
"o5": 6,
"qwen3.5": 32,
"gemma4": 19,
"gemini-3-pro-image": 15,
"claude2": 2,
"mistral-large": 12,
"sonar-pro": 37,
"mistral-large-latest": 22,
"llama-3.1-70b": 41,
"llama-4-scout": 4,
"qwen3-32b": 20,
"codestral-latest": 4,
"claude-3-opus": 128,
"sonar-reasoning-pro": 36,
"gemini-3.x": 2,
"mistral-small": 4,
"o4": 29,
"gpt5": 34,
"gpt-5.5-pro": 6,
"gpt-5.4-codex": 1,
"gpt-oss-20b": 30,
"gpt-5.3-codex-high": 4,
"gpt-5.3-codex-xhigh": 2,
"gemini-3.1-flash-lite-preview": 14,
"gpt-5.2-chat": 2,
"qwen3.6-plus": 5,
"gpt-3.5-turbo": 198,
"claude-api-integration-guide-2025-complete-developer-tutorial-with-code-examples": 1,
"gemini-3.1-pro": 8,
"llama-3.1-8b": 95,
"deepseek-v3-2": 1,
"claude-4.6-opus": 2,
"llama-3.3-70b-r1": 1,
"qwen-3-coder-480b": 1,
"grok-3-mini": 14,
"gpt-4.x-5.2": 1,
"claude-4.5-opus-thinking": 1,
"grok-2": 2,
"qwen-2.5-7b": 2,
"gemini-embedding-001": 37,
"qwen3.6-27b": 6,
"phi-3": 88,
"llama3.x": 1,
"qwen2.5": 90,
"deepseek-v4-flash": 20,
"gpt-5.5-think-deeper": 1,
"gpt-5.5-quick": 1,
"claude-sonnet-4.6": 25,
"deepseek-v4-pro": 18,
"qwen3-vl-32b-instruct": 4,
"claude-code-session-management-and-1m-context": 1,
"claude-code-its-not-magic-it-s-engineering-e1336c5669d4": 1,
"claude-codes-features-nobody-analyzed-its-architecture-1173470ab622": 1,
"llama-3.1-1b": 1,
"claude-3-sonnet": 129,
"grok-4-fast-reasoning": 9,
"claude-3": 60,
"command2": 76,
"command1": 77,
"claude-4.6-sonnet-20260217": 1,
"claude-1": 3,
"gpt-image-1": 88,
"qwen3-8b-consciousness-liberated": 1,
"llama-3-70b-instruct": 45,
"llama-3.1": 17,
"kimi-shell-integration.ps1": 1,
"kimi-wrapper.ps1": 1,
"qwen3-vl": 11,
"qwen3.6-35b": 3,
"claude-fable-5": 37,
"claude-opus-4-8": 113,
"claude-fable-5-mythos-5": 1,
"gemini-3.5-flash": 28,
"gemini-3.1-flash-lite": 19,
"gemma-4-31b": 5,
"claude-3.7-sonnet": 14,
"gpt-image-1.5": 62,
"gpt-image-2": 102,
"gemini-flash-latest": 25,
"claude-3-5-sonnet-latest": 17,
"deepseek-chat-v3": 1,
"deepseek-reasoner-v3": 1,
"gpt-5-pro": 19,
"gpt-5.1-thinking": 8,
"gpt-5.1-pro": 1,
"gpt-5.1-instant": 1,
"claude-haiku": 47,
"llama3": 104,
"gpt-5.2-codex-high": 2,
"qwen3-coder-480b-a35b-instruct-fp8": 1,
"gemini-2.5-flash-image": 129,
"claude-3-5-haiku-20241022": 74,
"claude-opus-4-1": 44,
"claude-opus-4-6-20251101": 1,
"claude-sonnet-4-0": 7,
"claude-3-7-sonnet-20250219": 16,
"claude-3-5-sonnet-20241022-v2": 20,
"claude-opus-4-6-fast": 1,
"claude-3-haiku-20240307": 38,
"claude-2.1": 1,
"claude-2.0": 1,
"claude-opus-4-7": 49,
"claude-3-5-sonnet-20240620": 25,
"claude-opus-4-0": 2,
"claude-opus-4-20250514": 97,
"ada-001": 3,
"claude-4": 2,
"gpt-6": 8,
"qwen2.5-omni": 2,
"gpt-5-4": 5,
"qwen2.5-0.5b": 71,
"ada-002": 163,
"llama-3.2-70b": 11,
"llama-3.2-1b": 38,
"phi-2": 49,
"gpt-5.2-mini": 13,
"gpt-5.2-max": 7,
"gemini-3-flash-thinking": 4,
"gemma-4-e2b-it-litert-lm": 1,
"qwen2.5-7b": 14,
"ada720725-star": 1,
"claude-code-plugins-plus": 10,
"gpt-3": 29,
"gpt-1": 2,
"gemini-high-v2": 1,
"claude-code-a1b2c3d4": 5,
"grok-4-latest": 2,
"claude-haiku-4.5": 54,
"gpt-5.2-pro": 50,
"o2": 183,
"gpt-4o-mini-tts": 18,
"gpt-5-series-models": 4,
"gpt-realtime-mini": 11,
"gpt-5.1-mini": 4,
"gpt-image-1-mini": 38,
"gpt-5-realtime": 6,
"phi-3.5": 55,
"phi3.5-instinct-jp": 4,
"phi3.5mini-jp-v2.4": 3,
"phi3.5mini-jp": 3,
"phi3.5mini-jpv2.4": 2,
"phi-3.5-mini-instruct": 3,
"gemma3": 34,
"gpt-5-thinking": 5,
"o1-mini": 26,
"o1-preview": 27,
"qwen3-moe": 16,
"qwen3-30b-a3b-hf": 7,
"qwen3-30b-a3b": 13,
"kimi-k2.5-free": 6,
"claude-3-5-haiku": 22,
"gpt2-xl": 23,
"gpt2-medium": 25,
"gpt2-large": 25,
"llama-3.1-8b-instruct": 102,
"llama-3.1-70b-instruct": 50,
"phi-3-mini-4k-instruct": 16,
"llama-3.1-8b.q4": 14,
"llama-3.1-8b-instruct.q4": 14,
"sonar-pro-search": 35,
"llama-2-7b-wanda-50": 6,
"llama-7b-50": 6,
"llama-7b": 39,
"qwen35": 8,
"claude-a11y-audit": 5,
"qwen3-vl-2b": 1,
"command-injection-bsidessf-2017": 1,
"llama-guard-3-8b": 11,
"llama-guard-2-8b": 11,
"claude.ps1": 2,
"claude-4.5": 2,
"claude-plugins-reference-2026": 25,
"gemini-2.0-flash-thinking": 10,
"claude-haiku-3-5-20250110": 1,
"gpt52": 12,
"qwen3-vl-30b-a3b-instruct": 3,
"claude-opus-4-1-20250805": 11,
"gemini-1.5-pro": 88,
"claude-opus-4-5-20250514": 22,
"claude-haiku-4-5-20251015": 7,
"phi-010": 1,
"grok-99999": 1,
"grok-12345": 1,
"gpt-5-chat": 9,
"claude-sonnet-4-20250114": 2,
"gpt41": 6,
"command-r-plus": 22,
"gpt-4o-2024-11-20": 6,
"gpt-4.1-mini": 164,
"qwen-2.5-72b": 5,
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"denominator": 11300,
"denominator_note": "files naming at least one model identifier",
"open": true
},
"vendors": {
"key_space": "The vendor a discovered identifier belongs to, inferred from its family stem. 'unknown' is a real key, not a gap.",
"counts": {
"openai": 5484,
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"unknown": 1433,
"google": 1943,
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"denominator_note": "files naming at least one model; a file naming models from two vendors counts once under each, so these sum to more than the denominator and must never be rendered as shares of it",
"open": true
},
"retired_ids_per_file": {
"key_space": "How many DISTINCT retired identifiers a single file names",
"counts": {
"1": 2561,
"3": 389,
"2": 754,
"4+": 249
},
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"denominator_note": "files naming at least one retired model identifier",
"open": false,
"closed_because": "a bucketed count with a declared 4+ tail, not a discovered space"
}
},
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"key_space": "A model identifier exactly as written in the file, lowercased, discovered by token shape rather than by lookup against a curated list. OPEN within the 25 tracked vendor families: a new model from a vendor already tracked appears here with no code change, while a model from an untracked vendor does not appear at all and is a declared gap rather than a silent one. Bare family names carrying no version ('claude', 'gpt') are excluded because they name a vendor and not a model.",
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}
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"claude-sonnet-4": 3,
"qwen3.c": 1,
"qwen3": 6,
"o1": 3,
"gpt2": 1,
"llama2": 4,
"deepseek-r1": 3,
"deepseek-v4-flash": 2,
"deepseek-v3.2": 2,
"gpt-5.4-mini": 2,
"gpt-5.4": 22,
"claude-opus-4-6": 2,
"gpt-4-turbo-preview": 2,
"gpt-4-turbo": 7,
"claude-3-sonnet": 1,
"gemini-pro-vision": 1,
"gemini-pro": 1,
"llama3": 4,
"qwen2.5-coder": 2,
"claude-opus-4-7": 3,
"claude-sonnet-4-6": 3,
"gpt4-deployment": 5,
"gpt4": 6,
"gemini-2.0-flash-001": 2,
"gemini-2.5-flash-image": 2,
"kimi-k2": 46,
"gemini-2.5-flash": 6,
"gemini-embedding-001": 1,
"gpt-5-nano": 3,
"gpt-5-mini": 5,
"claude-haiku-4-5-20251001-v1": 1,
"gpt-3.5": 1,
"claude-opus-4-5": 21,
"llama-3.1-8b": 2,
"gemini-3.1-pro-preview": 1,
"gpt3": 1,
"palm2": 1,
"gpt-4v": 3,
"gpt-4.1": 5,
"gpt-4.1-mini": 2,
"o3": 4,
"gpt-3.5-turbo": 1,
"qwen2.5-3b": 2,
"qwen2.5-7b": 2,
"qwen-max": 2,
"qwen-vl-max": 2,
"kimi-k2.5": 1,
"kimi-k2.5-mlx-4.2bit": 1,
"kimi-k2-thinking": 1,
"kimi-k2-instruct-4bit": 1,
"kimi-k2.5-mlx-3.6bit": 1,
"qwen3-next-80b-a3b-instruct-4bit": 1,
"qwen3-30b-a3b-4bit": 1,
"qwen3-235b-a22b-instruct-2507-4bit": 1,
"qwen3-specific": 1,
"qwen3-coder-480b-a35b-instruct-8bit": 1,
"qwen3-next-80b-a3b-instruct-8bit": 1,
"qwen3-235b-a22b-instruct-2507-8bit": 1,
"qwen3-0.6b-4bit": 1,
"qwen3-next-80b-a3b-thinking-8bit": 1,
"qwen3-next": 1,
"qwen3-0.6b-8bit": 1,
"qwen3-next-80b-a3b-thinking-4bit": 1,
"qwen3-coder-480b-a35b-instruct-4bit": 1,
"qwen3-30b-a3b-8bit": 1,
"llama-3.1-8b-instruct-8bit": 1,
"llama-3.3-70b-instruct-4bit": 1,
"llama-3.3-70b-instruct-fp16": 1,
"llama-3.1-8b-instruct-bf16": 1,
"llama-3.2-1b-instruct-4bit": 1,
"llama-3.2-3b-instruct-4bit": 1,
"llama-3.1-70b-instruct-4bit": 1,
"llama-3.2-3b-instruct-8bit": 1,
"llama-3.3-70b-instruct-8bit": 1,
"llama-3.1-8b-instruct-4bit": 1,
"gpt-oss-20b-mxfp4-q8": 1,
"gpt-oss-120b-mxfp4-q8": 1,
"deepseek-v3.2-speciale-4bit": 1,
"deepseek-v3.2-8bit": 1,
"deepseek-v3.1-base-4bit": 1,
"deepseek-v3-0324-4bit": 1,
"deepseek-v3-3bit-bf16": 1,
"deepseek-v3.1-4bit": 1,
"deepseek-v3-0324-8bit": 1,
"deepseek-v3.1-mlx-dq5": 1,
"deepseek-v3.1-terminus-4bit": 1,
"deepseek-v3-4bit": 1,
"deepseek-v3.2-mlx-5bit": 1,
"deepseek-v3-0324-5bit": 1,
"deepseek-v3.2-4bit": 1,
"deepseek-v3-3bit": 1,
"deepseek-v3.1-8bit": 1,
"claude-opus-4": 132,
"qwen1.5": 1,
"qwen-2": 1,
"llama-4-scout": 1,
"claude-code-works-in-large-codebases-best-practices-and-where-to-start": 1,
"llama-3.3-70b-versatile": 5,
"qwen-plus": 1,
"claude-3.5-sonnet": 1,
"gpt-5.6": 28,
"claude-sonnet-4-20250514": 1,
"gemini-3.5-flash": 1,
"gemini-3-pro-preview": 1,
"o3-mini": 4,
"claude-3-5-sonnet": 1,
"gemini-3.6-flash": 3,
"gemini-2.0-flash-exp": 1,
"gemini-2.5-pro": 1,
"o4-mini": 1,
"claude-3-5-haiku": 1,
"claude-haiku-4-5": 1,
"claude-sonnet": 2,
"llama-3.1-70b": 2,
"llama3.2": 1,
"gpt-5.5": 15,
"gpt-5.6-sol": 1,
"llama-3.1-8b-instant": 1,
"gpt-oss-20b": 1,
"claude-opus-4-8": 1,
"qwen3-asr-0.6b": 1,
"qwen3-asr-1.7b": 1,
"qwen3-asr": 1,
"deepseek-v3": 2,
"gpt-5.3-codex": 2,
"claude-fable-5": 1,
"claude-sonnet-5": 1,
"llama3.3": 1,
"gemini-3-flash": 1,
"gemini-3-1-flash-lite": 3,
"qwen3-tts": 1,
"claude-3-5-sonnet-20240620": 1,
"llama3.1": 1,
"llama-3.1-70b-versatile": 1,
"o2": 3,
"claude-2": 3,
"llama4": 1,
"qwen25": 1,
"qwen2.5-1.5b-instruct": 1,
"claude-opus": 2,
"claude-3-opus": 1,
"claude-haiku": 1,
"claude-no-prefill-001": 1,
"gpt55-skeleton-001": 1,
"claude-output-contract-001": 1,
"gpt55-stop-rules-non-empty-001": 1,
"claude-oneshot-001": 1,
"phi3": 1,
"command2": 2,
"command1": 2,
"gpt-5-codex": 1,
"gemini-nano": 1,
"claude-opus-4.7": 2,
"gemini-2.0-pro": 2,
"gemini-2.0-flash": 2,
"gemini-2.5-pro-experimental": 2,
"gemini-3": 1,
"gpt-5-1": 1,
"gemma-4-31b-it": 1
},
"distinct_keys": 171,
"denominator": 417,
"denominator_note": "files naming at least one model identifier, within format family other",
"open": true
}
},
"cursorrules": {
"named_models": {
"key_space": "A model identifier exactly as written in the file, lowercased, discovered by token shape rather than by lookup against a curated list. OPEN within the 25 tracked vendor families: a new model from a vendor already tracked appears here with no code change, while a model from an untracked vendor does not appear at all and is a declared gap rather than a silent one. Bare family names carrying no version ('claude', 'gpt') are excluded because they name a vendor and not a model.",
"counts": {
"gpt-4o": 11,
"o1": 1,
"claude-3-5-sonnet-20241022": 1,
"gpt-4o-ms": 4,
"claude-3-sonnet-20240229": 4,
"qwen2.5-32b-instruct-awq": 4,
"gemini-pro": 4,
"gpt-4o-mini": 2,
"gpt-4": 3,
"mistral-small": 1,
"claude-3": 1,
"o3-mini": 2,
"o2": 1,
"gpt-5.5": 1,
"claude-sonnet-4-20250514": 3,
"gemini-2.0-flash": 1,
"gpt-4.1-mini": 1,
"gemini-2.5-computer-use-preview-10-2025": 1,
"gpt-4-turbo-preview": 1,
"claude-opus-4-6-v1": 1,
"claude-opus-4-1": 1,
"gpt-4o-mini-tts": 1,
"claude-opus-4-5": 1,
"claude-opus-4-5-20251101-v1": 1,
"gpt-image-1": 1,
"gpt-4o-mini-transcribe": 1,
"claude-haiku-4-5-20251001-v1": 1,
"claude-opus-4-1-20250805-v1": 1,
"claude-sonnet-4-5-20250929-v1": 1,
"gpt-5.4": 1,
"claude-haiku-4-5-20251001": 1,
"gpt-4o-transcribe": 1,
"claude-haiku-4-5": 1,
"claude-opus-4-7-thinking": 1,
"claude-sonnet-4-6": 1,
"gpt-image-2": 1,
"claude-opus-4-7": 1,
"claude-sonnet-4-5": 1,
"claude-opus-4-6": 1,
"gpt-4o-realtime-preview": 1,
"gpt-5.x": 1,
"claude-sonnet-4-5-20250929": 1
},
"distinct_keys": 42,
"denominator": 19,
"denominator_note": "files naming at least one model identifier, within format family cursorrules",
"open": true
}
},
"copilot_instructions": {
"named_models": {
"key_space": "A model identifier exactly as written in the file, lowercased, discovered by token shape rather than by lookup against a curated list. OPEN within the 25 tracked vendor families: a new model from a vendor already tracked appears here with no code change, while a model from an untracked vendor does not appear at all and is a declared gap rather than a silent one. Bare family names carrying no version ('claude', 'gpt') are excluded because they name a vendor and not a model.",
"counts": {
"gpt4-a1b2c3d4": 1,
"gpt4": 1,
"gpt-5.5": 2,
"gpt-4.1": 2,
"llama3": 1,
"gpt-4o": 1,
"gemma3": 1,
"gpt-5-chat": 1,
"gpt-realtime-mini": 1,
"gpt-5": 2,
"gpt-5-nano": 1,
"o3-pro": 1,
"gpt-5-mini": 1,
"gpt-5.1": 1,
"gpt-4": 3,
"phi-2": 1,
"claude-opus-4.6": 5,
"o3": 1,
"claude-sonnet-4.6": 4,
"o2": 1,
"gpt-2": 2,
"llama-convert-llama2c-to-ggml": 2,
"qwen3-embedding": 1
},
"distinct_keys": 23,
"denominator": 25,
"denominator_note": "files naming at least one model identifier, within format family copilot_instructions",
"open": true
}
},
"windsurf_rules": {
"named_models": {
"key_space": "A model identifier exactly as written in the file, lowercased, discovered by token shape rather than by lookup against a curated list. OPEN within the 25 tracked vendor families: a new model from a vendor already tracked appears here with no code change, while a model from an untracked vendor does not appear at all and is a declared gap rather than a silent one. Bare family names carrying no version ('claude', 'gpt') are excluded because they name a vendor and not a model.",
"counts": {
"deepseek-v4-pro": 1,
"claude-haiku": 1,
"gpt-4o-mini": 1,
"gpt-4o": 1,
"claude-sonnet-4-20250514": 1
},
"distinct_keys": 5,
"denominator": 1,
"denominator_note": "files naming at least one model identifier, within format family windsurf_rules",
"open": true
}
},
"windsurfrules": {
"named_models": {
"key_space": "A model identifier exactly as written in the file, lowercased, discovered by token shape rather than by lookup against a curated list. OPEN within the 25 tracked vendor families: a new model from a vendor already tracked appears here with no code change, while a model from an untracked vendor does not appear at all and is a declared gap rather than a silent one. Bare family names carrying no version ('claude', 'gpt') are excluded because they name a vendor and not a model.",
"counts": {
"gpt-4o": 4,
"sonar-medium-online": 3,
"sonar-large-online": 3,
"claude-3-7-sonnet-20250219": 3,
"claude-3-opus-20240229": 3,
"llama2": 3,
"claude-2": 3,
"gpt-4": 2,
"gpt-3.5": 1,
"o3-mini": 1,
"o1": 1,
"gpt-4o-mini": 1
},
"distinct_keys": 12,
"denominator": 11,
"denominator_note": "files naming at least one model identifier, within format family windsurfrules",
"open": true
}
},
"cursorrules_mdc": {
"named_models": {
"key_space": "A model identifier exactly as written in the file, lowercased, discovered by token shape rather than by lookup against a curated list. OPEN within the 25 tracked vendor families: a new model from a vendor already tracked appears here with no code change, while a model from an untracked vendor does not appear at all and is a declared gap rather than a silent one. Bare family names carrying no version ('claude', 'gpt') are excluded because they name a vendor and not a model.",
"counts": {
"gpt-3.5-turbo": 5,
"gpt-brand-900": 1,
"gpt-5": 4,
"claude-sonnet-4-20250514": 1,
"gpt-4o": 10,
"gpt-4": 15,
"qwen3": 6,
"gemini-3-pro": 2,
"gemini-3-pro-image": 1,
"llama3.2": 2,
"llama3.1": 3,
"phi3": 2,
"claude-3-haiku-20240307": 1,
"llama3-8b-8192": 1,
"o3": 1,
"gemini-2.0-flash-001": 1,
"claude-3-7-sonnet-20250219": 1,
"llama2": 1,
"ada-002": 1,
"claude-3.5": 1,
"claude-3": 1,
"claude-3-5-sonnet": 12,
"claude-3-haiku": 6,
"gemini-pro": 6,
"o3-mini": 1,
"gpt-4o-2024-08-06": 1,
"command2": 2,
"command3": 2,
"command1": 2,
"gpt-4o-mini": 3,
"claude-3-5-haiku-latest": 1,
"claude-3-5-sonnet-latest": 1,
"claude-3.7-sonnet": 3,
"llama-3.1-8b-instruct": 2,
"deepseek-r1": 1,
"llama-3.1-70b-instruct": 1,
"gemma4": 1,
"qwen3.5-9b": 1,
"qwen3.5": 1
},
"distinct_keys": 39,
"denominator": 56,
"denominator_note": "files naming at least one model identifier, within format family cursorrules_mdc",
"open": true
}
}
}
}
},
"org_composition": {
"metric": "org_composition",
"contract_version": "1.1.0",
"population": "Distinct owners holding at least one graded, publicly live repository (status converted or distributed, owner not opted out). Identical admission rule to the public /orgs directory BY CONSTRUCTION, because this consumes the directory's own loader rather than re-deriving the rule. The unit is an OWNER, never a file and never a repository.",
"unit": "owner",
"denominator_note": "Owner-level shares divide by graded_owners. The internal-inconsistency share divides by MULTI-REPO owners only, because an owner with one graded repository cannot disagree with itself and including it would dilute the finding with a population the question does not apply to. These figures are NOT comparable with the published file-level gold shares, which count files over a different population; never reconcile an owner-level share with a file-level one into a single number.",
"ruleset_version": "org-index-admission-v1",
"dataset_updated": null,
"noise_floor": {
"absolute": 100,
"relative": 0.01
},
"known_bias": "The population is what we have CRAWLED, not what exists. An owner absent from the corpus is absent from this metric, and crawl coverage is not uniform across platforms or account types. Growth in graded_owners between snapshots therefore measures our own reach as well as adoption, and must never be presented as ecosystem growth.",
"which_number_to_cite": "inconsistent_multi_repo_owners against multi_repo_owners, with the phrase 'of owners holding more than one graded repository' attached. The share of ALL owners is not a meaningful figure for this question and must not be published as though it were.",
"caveat": "Internal inconsistency measures disagreement WITHIN one owner, not quality against the corpus. An owner whose repositories are uniformly bronze is consistent by this measure.",
"scalars": {
"graded_owners": 48197,
"graded_repos": 64603,
"single_repo_owners": 40693,
"multi_repo_owners": 7504,
"inconsistent_multi_repo_owners": 3802,
"browse_eligible_owners": 41330,
"pct_of_multi_repo_owners_inconsistent": 50.67,
"pct_of_owners_holding_one_repo": 84.43
},
"series": {
"best_grade": {
"key_space": "The highest tier any of an owner's graded repositories reaches. Left OPEN so a new tier in the grading ladder surfaces as a finding rather than vanishing into an else-branch.",
"counts": {
"silver": 31922,
"gold": 9408,
"bronze": 6867
},
"distinct_keys": 3,
"denominator": 48197,
"denominator_note": "owners holding at least one graded, publicly live repository; every owner has exactly one best grade",
"open": true
},
"graded_repo_bands": {
"key_space": "How many graded repositories an owner holds, banded",
"counts": {
"2-4": 6638,
"1": 40693,
"5-9": 675,
"10-49": 180,
"50+": 11
},
"distinct_keys": 5,
"denominator": 48197,
"denominator_note": "owners holding at least one graded, publicly live repository; every owner falls in exactly one band",
"open": false,
"closed_because": "the band boundaries are chosen, not discovered"
},
"account_type": {
"key_space": "The account type the platform reports for the owner",
"counts": {
"Organization": 13475,
"User": 31516,
"Unknown": 8
},
"distinct_keys": 3,
"denominator": 48197,
"denominator_note": "owners holding at least one graded, publicly live repository; owners whose account type is unknown are ABSENT from this series rather than counted, so it may sum to less than the denominator",
"open": true
}
},
"slices": {}
},
"_source_snapshot": "2026-07"
}