{ "generated": "2026-08-10", "disclaimer": "Inclusion is not endorsement. Not an audit. Entry descriptions are unreviewed editorial drafts.", "ordering": "category (alphabetically by category id), then full_name case-insensitively — never quality. `order` and the numeric part of `id` encode display position only. The taxonomy-code sequence /api/categories.json and /themes/ present (F1, F2 … S4) is a different sequence and does not govern `order`.", "terms": "These endpoints render the same facts as the pages. Quoting with attribution is permitted; redistributing the endpoints as a dataset is not, while the licensing review is open.", "terms_url": "https://ai-founderhub.com/license/", "sibling_hub": { "name": "AI Academic Hub", "url": "https://ai-academic.org/", "note": "The other hub of this survey: the entries in its four shared lanes and its cross-hub dual campaigns are published on both hubs — 68 shared entries, each under its own hub’s category and task. Everything else about the repository is identical across hubs, except campaigns[], which carries only the campaigns that admitted the entry on that hub and may be shorter on one side." }, "fields": { "_note": "Paths are dotted and scoped. A key with no prefix is an entry field ON AN ENTRY RECORD, as served inside /api/entries.json and by the per-entry endpoints. The payload envelope every endpoint wraps those records in — `generated`, `count`, `source`, `taxonomy_version`, `snapshot.*`, and the /api/snapshot.json keys — is documented separately below, under \"the envelope\". `campaigns[].x` is a field on each object in an entry's campaigns array. `category.x`, `task.x` and `campaign.x` are fields of /api/categories.json at those three levels.", "id": "Hub-local display-position id, FHK-NNNN. Never a global identifier and never a rank; the numeric part encodes display position only. It is `order` plus a fixed offset of 9 on this hub, because FHK-0001 to FHK-0009 are retired placeholder records and ids are never re-minted; the sibling hub carries its own offset, so do not assume either one holds across hubs. The stable cross-hub key is github_repo_id.", "github_repo_id": "The numeric GitHub repository id — the primary join key. It survives renames. It is null for entries whose repository did not resolve at capture; those entries have no id-keyed endpoint and are addressed by slug. When it is null the entry cannot be joined across hubs on the numeric id: fall back to slug, which is generated identically on both hubs from the campaign's recorded owner/name and is stable for as long as the entry stays unavailable. Every null-id entry here is on both hubs and every one of those slugs matches. Do not fall back to full_name casing, and never to repo_url — it is null by definition for these entries.", "slug": "The site address for the entry, owner--name. Stable here, but mutable upstream.", "url": "The entry's page on this hub. The HTML and this record carry the same facts.", "repo_url": "The repository page. null when the repository did not resolve at the snapshot; the entry stays on the map as a dated event. Never synthesise it from full_name for an unavailable entry: the address does not resolve. The entry page prints that address for a human as plain text, never as a link, with the date it returned 404.", "full_name": "owner/name at the snapshot. For a renamed repository this is the current name; requested_name holds what the campaign recorded.", "requested_name": "The repository name as the campaign recorded it, when the repository has since been renamed. Null when it matches full_name.", "category": "The category id this entry is placed under on this hub. Joins to categories[].id in /api/categories.json. Hub-local: the same repository sits under a different category on the sibling hub.", "task": "The task id within that category. Joins to categories[].tasks[].id.", "order": "Display position within the site order (category, then name). Not a rank. Served by /api/entries.json and deliberately omitted from the per-entry endpoints, because a single record has no position to report.", "description": "This site's own one-line description of the repository. Never repo-authored text.", "description_status": "Always \"editorial draft\" today. Descriptions are this site's own words and have not cleared an external review pass.", "tags": "The controlled tag vocabulary, joined from the tag registry. The vocabulary is registered and unpopulated, so this is [] on every record today. When it populates, values are tag SLUGS (artifact-venture-record), the form the /tag/ routes use — not the namespaced ids (artifact:venture-record). Both are served on every tag object in /api/tags.json, so the join key is unambiguous before the first value lands.", "on_both_hubs": "true when this repository is also an entry on the sibling hub of this survey, under that hub’s own category and task. The generating rule: on_both_hubs is computed by slug intersection of the two hubs’ catalogs at build and frozen in the repo, and it holds without exception that on_both_hubs === category.shared || any(campaigns[].campaign_placed_on_both_hubs). Those two sets are disjoint here: 47 shared-lane + 21 dual-campaign = 68.", "successor_slug": "The slug of the entry that carries the maintained line of this work, where the admitting campaign’s ledger records the move. null on every entry without a recorded succession — including name-twin pairs whose ledger says nothing about a move, which are never joined by name similarity.", "status_state": "An ENTRY field, closed set: \"live\", \"archived\", \"unavailable\". \"unavailable\" means the repository returned 404 at capture; the entry stays on the map as a dated event.", "archived": "True when the repository is archived upstream, as reported by its own archived flag at the snapshot. Equivalent to status_state === \"archived\", stated explicitly so it does not have to be back-inferred.", "campaigns": "One object per admitting campaign. An entry may carry more than one.", "campaigns[].name": "The admitting campaign, named as its sealed record is named.", "campaigns[].date": "The campaign's own date, from its name prefix.", "campaigns[].claim": "The campaign's coverage claim, quoted word for word and never upgraded. It describes the campaign's coverage, not the repository. It may carry campaign-internal shorthand; the site does not translate it.", "campaigns[].claim_ref": "The campaign whose claim covers this entry — the sealed record's identifier. The claim itself travels inline, in campaigns[].claim, with its date.", "campaigns[].scout_citations": "How many rows of that campaign's evidence ledger cite this repository. A citation count, not a quality score.", "campaigns[].campaign_placed_on_both_hubs": "Was `dual`. A fact about the CAMPAIGN, not the entry: the campaign carries a placement on both hubs, under a different category and task on each. It is not the same set as on_both_hubs and is smaller — 21 entries carry it outside the shared lanes, 68 are on both hubs.", "metrics": "The snapshot metrics block. Every value in it was observed at one dated capture; null means the value was not returned, never zero.", "metrics.snapshot_date": "The label date of the snapshot the metrics came from. It is NOT the retrieval instant — that is snapshot.retrieved_at_utc, and it precedes this date.", "metrics.http_status": "The HTTP status the repository returned at capture: 200, or 404 for an unavailable entry.", "metrics.stars": "The repository's star count at the snapshot. A popularity figure recorded because it was in the capture. It is not used to order anything on this site and is not a quality signal.", "metrics.forks": "The fork count at the snapshot. Null when the repository did not resolve.", "metrics.watchers": "The watcher count at the snapshot, as a count only — this site never publishes watcher identities.", "metrics.language": "GitHub's primary-language label at the snapshot, or null when it detected none.", "metrics.license_spdx": "The SPDX identifier GitHub reported at the snapshot. Three states, and the entry page renders each one separately: an SPDX id shows as itself; \"NOASSERTION\" — GitHub's NOASSERTION — means the repository asserts terms the API cannot classify, and renders as \"License present, not classified\"; null means none was found and renders as \"No license found\". \"NOASSERTION\" is a sentinel, not an SPDX identifier: validate against the SPDX list only after excluding it, and do not read it as an absence. Not a licence review.", "metrics.created_at": "Repository creation timestamp as reported at the snapshot.", "metrics.pushed_at": "Last push timestamp as reported at the snapshot.", "metrics.topics": "The repository's own topic labels at the snapshot. Observed metadata, not this site's tags.", "category.id": "The category id. Entries join to it on their `category` field.", "category.code": "The taxonomy code (F1, S1, …). Codes are stable and retired codes are not reused.", "category.title": "The category name in taxonomy v3.3.", "category.url": "The category page on this hub.", "category.shared": "True for the four lanes both hubs publish. Shared-lane entries are on both hubs; see on_both_hubs, which is the larger set.", "category.status": "A CATEGORY field: \"landed\" or \"planned\". Distinct from status_state, which is an ENTRY field.", "category.campaign_count": "How many campaigns are placed on this category on this hub.", "category.entry_count": "How many entries on this hub sit in this category.", "category.blurb": "What the category covers, in the same words the /themes/ and /theme// pages render. The four shared lanes carry the identical blurb on both hubs of this survey.", "category.tasks": "The tasks recorded under the category, landed and planned alike.", "task.id": "The task id. Entries join to it on their `task` field; it is an anchor, not a route.", "task.title": "The task name as this hub displays it.", "task.url": "The category page plus the task's anchor.", "task.canonical_task": "The task's identifier in the shared taxonomy both hubs draw from. Equal to the local task id where the lane is shared.", "task.planned": "True for a task the taxonomy records but no campaign has run. planned_grounding names the internal crosswalk row that grounds it, or is null when the only grounding cites unpublished material.", "task.planned_grounding": "The internal crosswalk row that grounds a planned task. Lab identifiers are withheld, because a lab number names an institution.", "task.blurb": "The task's own blurb, where the category page publishes one. null on every task today: this hub publishes blurbs at the category level only, and a task-level string is not invented to fill the key.", "task.entry_count": "How many entries on this hub sit under this task.", "task.campaigns": "The campaigns placed on this task on this hub.", "campaign.name": "The campaign, named as its sealed record is named.", "campaign.date": "The campaign's own date, from its name prefix.", "campaign.run_type": "The campaign's own designation for how it searched — a sealed label quoted as found, never graded or ranked by this site.", "campaign.run_type_qualifier": "The pre-standard campaigns' own coverage ceiling, verbatim, or null where the record carries none.", "campaign.ledger_rows": "Rows in the campaign's evidence ledger, or null where it recorded none.", "campaign.screening_rows": "Rows the campaign screened, or null where it recorded none.", "campaign.github_repo_count": "Repositories the campaign's ledger names, as the record counts them.", "campaign.ingested": "A CAMPAIGN field. True when the campaign's admitted ledger rows were extracted for this site. A campaign can be ingested and have admitted no repositories, so \"ingested\" never means \"contributed entries\".", "campaign.entries_admitted_on_hub": "How many entries on this hub the campaign admitted, recounted from the entries rather than read off the ingested flag.", "campaign.claim": "The campaign's coverage claim, verbatim — the same text campaigns[].claim carries.", "the envelope": "The keys below wrap the records rather than belonging to one. They are not entry fields, and a schema generator should not emit them as columns.", "generated": "The date this payload was generated, which is the snapshot date it reports. An envelope key, on /api/entries.json, /api/categories.json and /api/snapshot.json.", "count": "How many items the payload's own collection holds — entries, categories or tags, depending on the endpoint. An envelope key, never an entry field.", "source": "The upstream record the campaign map was generated from, named with its revision. An envelope key on /api/categories.json and /api/snapshot.json.", "taxonomy_version": "The version of the category taxonomy this payload is filed under. An envelope key; category placements are only comparable across payloads at the same version.", "snapshot": "The capture envelope in force for every record in this payload: one dated, hashed pull of the public GitHub API. Present on /api/entries.json, the per-entry endpoints and /api/snapshot.json.", "snapshot.date": "The label date of the snapshot. It is a day later than the retrieval instant; both are served so the two can never be read as one date.", "snapshot.retrieved_at_utc": "The UTC instant the capture actually ran.", "snapshot.raw_capture_sha256": "The sha256 of the raw API capture shared by both hubs of this survey. The capture artifact is not yet published, so this is a commitment, not a check you can run today — do not treat it as an integrity hash over anything served here. The verifiable hash of this hub's served entries file is entries_sha256 in /api/snapshot.json. Was named `sha256` before 2026-08-10.", "snapshot.raw_capture_sha256_covers": "What that digest covers, in one sentence, served beside it so the distinction travels with the field rather than living two documents away.", "snapshot.method_version": "The method release the capture was taken under.", "entries_sha256": "/api/snapshot.json only. The sha256 of the exact bytes /api/entries.json serves, computed at build. This is the hash an agent can verify today.", "entries_sha256_covers": "/api/snapshot.json only. The URL entries_sha256 is the digest of.", "snapshot_hash_note": "/api/snapshot.json only. The sentence distinguishing the two hashes, stated rather than left to be inferred from their names.", "survey_tally": "/api/snapshot.json only. The survey-wide counts, across both hubs unless a key says otherwise. Do not divide a survey-wide figure by a hub-local one.", "denominators": "/api/snapshot.json only. The canonical denominator sentence, identical to the one /data/ and /llms.txt publish.", "counts": "/api/snapshot.json only. This hub's own counts, recounted at build from this hub's data.", "endpoints": "/api/snapshot.json only. Every endpoint this hub serves. The two per-entry patterns carry literal and placeholders." }, "snapshot": { "date": "2026-08-10", "retrieved_at_utc": "2026-08-09T18:13:56Z", "raw_capture_sha256": "5029a1dd0e77fab6b0ed8f2665fa4d4fb26e48d151d7fa68e6a0d3c2dc200f87", "raw_capture_sha256_covers": "The raw API capture shared by both hubs of this survey. That artifact is not yet published, so this digest is a commitment rather than a check you can run today; the verifiable hash of this hub's served entries file is entries_sha256 in /api/snapshot.json.", "method_version": "supervised beta (v3.3 taxonomy)" }, "count": 86, "entries": [ { "id": "FHK-0010", "slug": "megagonlabs--ditto", "url": "https://ai-founderhub.com/registry/megagonlabs--ditto/", "repo_url": "https://github.com/megagonlabs/ditto", "github_repo_id": 279421767, "full_name": "megagonlabs/ditto", "requested_name": null, "category": "customer-market-discovery", "task": "classify-industries-size-markets", "campaigns": [ { "name": "2026-07-30__company-industry-classification-crosswalks", "date": "2026-07-30", "claim": "High-coverage, effort-bounded, NOT saturated as of 2026-07-30T16:29:33Z (103 leads, 52 works, 59 claims), though two independent zero-yield passes established a working plateau for the frozen frames; the warranted architecture is a typed temporal evidence graph with separate identity, authority/version, crosswalk, and inference layers rather than any single winner.", "claim_ref": "2026-07-30__company-industry-classification-crosswalks", "scout_citations": 1, "campaign_placed_on_both_hubs": false } ], "on_both_hubs": false, "successor_slug": null, "status_state": "live", "archived": false, "tags": [], "metrics": { "stars": 318, "forks": 107, "watchers": 3, "language": "Python", "license_spdx": "Apache-2.0", "created_at": "2020-07-13T22:08:15Z", "pushed_at": "2024-04-17T05:53:30Z", "topics": [], "http_status": 200, "snapshot_date": "2026-08-10" }, "description": "Entity-matching research code in Python; the industry-classification campaign kept it as crosswalk evidence without cloning or executing it.", "description_status": "editorial draft", "order": 1 }, { "id": "FHK-0011", "slug": "moj-analytical-services--splink", "url": "https://ai-founderhub.com/registry/moj-analytical-services--splink/", "repo_url": "https://github.com/moj-analytical-services/splink", "github_repo_id": 223420284, "full_name": "moj-analytical-services/splink", "requested_name": null, "category": "customer-market-discovery", "task": "classify-industries-size-markets", "campaigns": [ { "name": "2026-07-30__company-industry-classification-crosswalks", "date": "2026-07-30", "claim": "High-coverage, effort-bounded, NOT saturated as of 2026-07-30T16:29:33Z (103 leads, 52 works, 59 claims), though two independent zero-yield passes established a working plateau for the frozen frames; the warranted architecture is a typed temporal evidence graph with separate identity, authority/version, crosswalk, and inference layers rather than any single winner.", "claim_ref": "2026-07-30__company-industry-classification-crosswalks", "scout_citations": 1, "campaign_placed_on_both_hubs": false }, { "name": "2026-08-03__privacy-consent-retention-data-governance", "date": "2026-08-03", "claim": "High-coverage, effort-bounded map as of 2026-08-03 (AWAITING_INDEPENDENT_QA): adopt one append-only research-data lifecycle contract binding purpose, fields, identities, custody, linkage, retention, release and review; no generic deletion-receipt standard exists and no legal-applicability conclusion is drawn.", "claim_ref": "2026-08-03__privacy-consent-retention-data-governance", "scout_citations": 1, "campaign_placed_on_both_hubs": true } ], "on_both_hubs": true, "successor_slug": null, "status_state": "live", "archived": false, "tags": [], "metrics": { "stars": 2331, "forks": 252, "watchers": 16, "language": "Python", "license_spdx": "MIT", "created_at": "2019-11-22T14:27:33Z", "pushed_at": "2026-08-06T14:48:23Z", "topics": [ "data-matching", "data-science", "deduplicate-data", "deduplication", "duckdb", "em-algorithm", "entity-resolution", "fuzzy-matching", "record-linkage", "spark", "uk-gov-data-science" ], "http_status": 200, "snapshot_date": "2026-08-10" }, "description": "A Python library for probabilistic record linkage at scale. Two campaign ledgers across the survey's hubs cite it: industry classification crosswalks, and data governance, where linkage quality depends on stated model assumptions.", "description_status": "editorial draft", "order": 2 }, { "id": "FHK-0012", "slug": "augurlabs--augur", "url": "https://ai-founderhub.com/registry/augurlabs--augur/", "repo_url": "https://github.com/augurlabs/augur", "github_repo_id": 78134122, "full_name": "augurlabs/augur", "requested_name": null, "category": "decision-market-analytics", "task": "track-platform-ecosystems", "campaigns": [ { "name": "2026-08-03__platform-ecosystem-longitudinal-measurement", "date": "2026-08-03", "claim": "High-coverage, effort-bounded map as of 2026-08-03 (AWAITING_INDEPENDENT_QA, action ceiling reached before two low-yield passes): supports a platform-native append-only panel design contract, but forbids treating current API values as history, absence as deletion, inactivity as exit, or namespaces as people.", "claim_ref": "2026-08-03__platform-ecosystem-longitudinal-measurement", "scout_citations": 1, "campaign_placed_on_both_hubs": true } ], "on_both_hubs": true, "successor_slug": null, "status_state": "live", "archived": false, "tags": [], "metrics": { "stars": 692, "forks": 1005, "watchers": 20, "language": "Go", "license_spdx": "MIT", "created_at": "2017-01-05T17:34:54Z", "pushed_at": "2026-08-04T20:55:57Z", "topics": [ "alt-metrics", "chaoss", "data-collection", "data-modeling", "data-visualization", "defined-metrics", "facade", "git", "github", "hacktoberfest2020", "linux", "linux-foundation", "metrics", "open-source", "opensource", "oss-governance", "research", "software", "sustainability" ], "http_status": 200, "snapshot_date": "2026-08-10" }, "description": "Open-source community-metrics platform from the CHAOSS ecosystem; the platform-measurement campaign kept it as a historical schema comparator.", "description_status": "editorial draft", "order": 3 }, { "id": "FHK-0013", "slug": "aveloxis--aveloxis", "url": "https://ai-founderhub.com/registry/aveloxis--aveloxis/", "repo_url": "https://github.com/aveloxis/aveloxis", "github_repo_id": 1207367567, "full_name": "aveloxis/aveloxis", "requested_name": null, "category": "decision-market-analytics", "task": "track-platform-ecosystems", "campaigns": [ { "name": "2026-08-03__platform-ecosystem-longitudinal-measurement", "date": "2026-08-03", "claim": "High-coverage, effort-bounded map as of 2026-08-03 (AWAITING_INDEPENDENT_QA, action ceiling reached before two low-yield passes): supports a platform-native append-only panel design contract, but forbids treating current API values as history, absence as deletion, inactivity as exit, or namespaces as people.", "claim_ref": "2026-08-03__platform-ecosystem-longitudinal-measurement", "scout_citations": 1, "campaign_placed_on_both_hubs": true } ], "on_both_hubs": true, "successor_slug": null, "status_state": "live", "archived": false, "tags": [], "metrics": { "stars": 15, "forks": 7, "watchers": 1, "language": "Go", "license_spdx": "MIT", "created_at": "2026-04-10T21:34:35Z", "pushed_at": "2026-08-07T14:08:29Z", "topics": [ "ai", "artificial-intelligence", "augur", "augur-alternative", "chaoss", "chaoss-metrics", "community-health", "metrics", "open-source", "open-source-health", "oss-metrics", "social-computing", "software-analytics", "work" ], "http_status": 200, "snapshot_date": "2026-08-10" }, "description": "A community-metrics platform in Go; the platform-measurement ledger records it as the current form of the Augur lineage.", "description_status": "editorial draft", "order": 4 }, { "id": "FHK-0014", "slug": "bohrdata--hfcommunity", "url": "https://ai-founderhub.com/registry/bohrdata--hfcommunity/", "repo_url": null, "github_repo_id": null, "full_name": "bohrdata/hfcommunity", "requested_name": null, "category": "decision-market-analytics", "task": "track-platform-ecosystems", "campaigns": [ { "name": "2026-08-03__platform-ecosystem-longitudinal-measurement", "date": "2026-08-03", "claim": "High-coverage, effort-bounded map as of 2026-08-03 (AWAITING_INDEPENDENT_QA, action ceiling reached before two low-yield passes): supports a platform-native append-only panel design contract, but forbids treating current API values as history, absence as deletion, inactivity as exit, or namespaces as people.", "claim_ref": "2026-08-03__platform-ecosystem-longitudinal-measurement", "scout_citations": 1, "campaign_placed_on_both_hubs": true } ], "on_both_hubs": true, "successor_slug": "som-research--hfcommunity", "status_state": "unavailable", "archived": false, "tags": [], "metrics": { "stars": null, "forks": null, "watchers": null, "language": null, "license_spdx": null, "created_at": null, "pushed_at": null, "topics": [], "http_status": 404, "snapshot_date": "2026-08-10" }, "description": "A dataset project about a model-hub community. This namespace did not resolve at the 2026-08-10 snapshot (HTTP 404); the entry stays as a dated event, and the work's current home is listed separately.", "description_status": "editorial draft", "order": 5 }, { "id": "FHK-0015", "slug": "chaoss--community", "url": "https://ai-founderhub.com/registry/chaoss--community/", "repo_url": "https://github.com/chaoss/community", "github_repo_id": 105695709, "full_name": "chaoss/community", "requested_name": null, "category": "decision-market-analytics", "task": "track-platform-ecosystems", "campaigns": [ { "name": "2026-08-03__platform-ecosystem-longitudinal-measurement", "date": "2026-08-03", "claim": "High-coverage, effort-bounded map as of 2026-08-03 (AWAITING_INDEPENDENT_QA, action ceiling reached before two low-yield passes): supports a platform-native append-only panel design contract, but forbids treating current API values as history, absence as deletion, inactivity as exit, or namespaces as people.", "claim_ref": "2026-08-03__platform-ecosystem-longitudinal-measurement", "scout_citations": 1, "campaign_placed_on_both_hubs": true } ], "on_both_hubs": true, "successor_slug": null, "status_state": "live", "archived": false, "tags": [], "metrics": { "stars": 106, "forks": 190, "watchers": 18, "language": "JavaScript", "license_spdx": "MIT", "created_at": "2017-10-03T19:46:52Z", "pushed_at": "2026-08-07T13:18:45Z", "topics": [ "chaoss", "community", "handbook", "mentorship", "project-governance" ], "http_status": 200, "snapshot_date": "2026-08-10" }, "description": "The CHAOSS community handbook: metric definitions and governance for open-source health measurement. 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