# Harpd Research Dataset README > Human-readable README for the Harpd research reports at https://harpd.com/research/. ## What it is Harpd Research publishes closed monthly reports derived from Harpd Rank data. Research families track specific themes (for example the AI tools index or the developer tools index); each family has its own slug and description. Reports are organized as /research/{family}/{year}/{month}/ and cover a closed UTC month. ## How it is generated Every figure in a research report is derived from a closed monthly archive snapshot (/api/rank/archive/monthly/{key}), or from diffing the previous month's snapshot when the report discusses movement or new entrants. Nothing is authored by hand and no number is estimated. A page is only published when its period is closed and the family-scoped snapshot contains enough approved listings to be meaningful. ## Update frequency Monthly. A snapshot is written once, after the month closes, and is never edited — historical reports stay reproducible forever. ## Schema Each report resolves to its underlying evidence and data timestamp. The machine-readable form is the evidence graph (https://harpd.com/data/evidence.json), where every published claim is linked to the dataset, methodology, source and timestamp that support it. ## License CC BY 4.0 — https://creativecommons.org/licenses/by/4.0/ ## Citation Research claims must resolve to evidence. Cite the report URL together with the dataset and methodology that support each claim; never cite a number without its underlying dataset. The citation and methodology policy lives at https://harpd.com/research/methodology/. ## Limitations - Research measures closed monthly snapshots of the Harpd Rank board, not the live board; positions are final at month close. - Claims in research must resolve to a registered dataset and methodology. A claim that does not is unsupported and will not be published as a fact. - Harpd Rank Points are promotional placement, not an editorial quality score; research does not present them as a measurement of quality. ## Methodology The methodology is documented at https://harpd.com/research/methodology/. ## Reproduction 1. Pick a published report at https://harpd.com/research/{family}/{year}/{month}/. 2. Fetch the closed monthly snapshot for that period via /api/rank/archive/monthly/{key}. 3. Every claim in the report resolves to a dataset, methodology and timestamp in the evidence graph (https://harpd.com/data/evidence.json), so each number can be re-derived from the same immutable snapshot data. ## Attribution Source: Harpd Data licensed under CC BY 4.0: https://creativecommons.org/licenses/by/4.0/ Canonical page: https://harpd.com/research/