"A history of ontology" already parses two ways before you've read a
word of it: a history of ontology (the discipline, its
claims, its arguments) — or an ontology of history (a formal
classification of what kinds of things "a history" even is: an
event, an era, a process, a document). That ambiguity isn't a bug in
the phrase, it's the whole subject. Ontology is the field that
exists because sentences like that one are ambiguous, and someone
has to decide what's actually being talked about before anything
else can be said.
This page tells the first history — the discipline's — in two
braided strands. One is philosophical: the question
"what exists, and how is it categorized?" running from Parmenides
through Aristotle, Descartes, Kant, and Heidegger, to Quine. The
other is formal: the same question re-asked as an
engineering problem — build a structure a machine can check — from
Porphyry's tree through Linnaeus to knowledge representation, the
Semantic Web, and Wikidata. They're not two unrelated topics wearing
the same word by coincidence; the formal strand keeps explicitly
citing the philosophical one as its source, and this page ends with
a tool built directly out of the formal strand's current endpoint.
c. 500 BCE
Parmenides: the founding move
Ontology begins with a sentence so simple it sounds like a
tautology: what is, is; what is not, cannot be, and cannot
even be thought. Parmenides used this to argue that change
and plurality are illusions — if something came into being, it
would have to come from what-is-not, which is unthinkable, so
nothing really comes into or goes out of being at all. Almost no
one after him accepted the conclusion. Nearly everyone after him
accepted the move: that "what exists" is a real question,
separable from "what's true about it," and that you can reason
about it directly, in language, before you've settled anything
else. That separation — a dedicated inquiry into being as
such, prior to physics or ethics or anything more specific —
is the thing later philosophy names "ontology," even though the
Greek word itself is 21 centuries away from being coined.
c. 350 BCE
Aristotle: categories, substance, and the first working taxonomy
Aristotle's Categories does something Parmenides never
attempted: it sorts what-exists into kinds. Ten of them —
substance, quantity, quality, relation, place, time, position,
state, action, passion — with substance (a
particular horse, a particular person) doing the real
metaphysical work and the other nine describing things that only
exist of a substance, never on their own. A substance in
turn gets defined by genus (the broader kind it
belongs to — "animal") and differentia (what sets
it apart within that genus — "rational"), which composes down to
a species ("human"). That genus/differentia/species machinery is
the first formal ontology in the modern sense: an explicit,
reusable structure for classifying anything, independent of the
particular subject matter. Everything from a modern class
hierarchy to Wikidata's P279 ("subclass of") is that
same three-part move, run through two and a half thousand more
years of tooling.
c. 270 CE
Porphyry: the tree gets drawn
Porphyry of Tyre wrote the Isagoge, an introduction to
Aristotle's Categories, and in it drew — or at least
described clearly enough that medieval scribes drew it for him —
what became known as the arbor porphyriana, the
Porphyrian tree: substance, branching into corporeal and
incorporeal, corporeal branching into animate and inanimate,
animate into sensitive and insensitive, sensitive into rational
and irrational, down to a single leaf — Socrates, an individual,
the one node with no further species beneath it. It's a diagram
of Aristotle's genus/differentia logic, and it is, structurally,
identical to every "is-a" hierarchy built since: a Linnaean
taxonomy, an object-oriented class tree, a Wikidata item's chain
of P279 statements up to Q35120
("entity"). The tree in the widget below is Porphyry's tree,
still being climbed, with different leaves.
medieval, c. 1100–1350
the scholastics: transcendentals and the word itself
Medieval philosophy inherited Aristotle's categories through
Arabic and Latin translation and spent centuries arguing over
what applies to every being regardless of category — the
"transcendentals": being, unity, truth, goodness. Duns Scotus's
doctrine of the univocity of being — that
"exists" means exactly the same thing whether you're talking
about God or a rock, not two different senses of the word — is a
direct ancestor of a very modern-sounding demand: that a
classification system use one consistent meaning for its most
basic term, not a different one per branch. The word
"ontologia" itself is younger than all of this — coined
around 1606 by the German scholastic Jacob Lorhard, popularized by
Christian Wolff in the early 1700s — but the practice it names had
already been running for two thousand years by the time it got a
name.
c. 1641
Descartes: two kinds of substance, cleanly split
Descartes's Meditations collapses Aristotle's crowded
category list down to a stark binary: res cogitans
(thinking substance — mind, unextended, indivisible) and
res extensa (extended substance — matter,
divisible, occupying space). It's a much smaller ontology than
Aristotle's — two fundamental kinds instead of ten categories
elaborated across countless species — bought at the cost of the
famous unsolved problem of how two substances with nothing in
common causally interact at all. As formal ontologies go, it's a
useful cautionary case: fewer top-level kinds makes a system
simpler to state and harder to make actually connect to itself.
c. 1670–1714
Spinoza and Leibniz: one substance, or infinitely many
Spinoza took Descartes's dualism and collapsed it further: there
is exactly one substance ("God, or Nature"),
and mind and matter are just two of its infinite attributes, not
two separate things. Leibniz went the opposite direction and
multiplied: reality is built from monads,
infinitely many simple, windowless substances, each a complete
individual perspective on the whole universe, pre-coordinated
into apparent interaction without ever literally touching. Read
as engineering rather than metaphysics, Leibniz's monadology is
an early, strange sketch of a fully distributed, no-shared-state
system where consistency comes from design-time coordination
rather than runtime communication — and his notion of
possible worlds (this is merely the best of the
ones that could have existed) is the direct ancestor of possible-
worlds semantics, the formal machinery modern logic and computer
science still use to define what a modal claim ("might," "must,"
"necessarily") actually means.
1781
Kant: ontology gets demoted, on purpose
Kant's Critique of Pure Reason is the hinge the whole
philosophical strand turns on. He doesn't add a category or
simplify one — he reclassifies the entire project. The old
"ontology," a science claiming to describe how things
really are independent of any mind observing them, gets
replaced by a much more modest "analytic of pure understanding":
a study of the categories (unity, plurality, causality,
existence, and others) as structures our cognition
necessarily imposes on any possible experience — not features of
reality-in-itself, which Kant argues is permanently inaccessible.
His sharpest single line against the older tradition — that
"being" is not a real predicate, existence
doesn't add a property to a concept the way "red" or "heavy"
does, it just asserts that some instance of the concept is out
there — quietly anticipates a distinction formal logic and type
systems still enforce: declaring a kind of thing and
instantiating one are not the same act.
1735–1758
Linnaeus: the tree gets put to work
While philosophers argued about whether categories describe the
mind or the world, Carl Linnaeus built the formal strand's first
large-scale working system: Systema Naturae, sorting all
of known nature into kingdom, class, order, genus, species — a
direct engineering descendant of Porphyry's tree, applied for the
first time at the scale of "everything alive." It's not
philosophy and doesn't pretend to be; it's an ontology built to
do a job (let naturalists agree on what they're looking at,
across languages and continents), judged by whether it's usable
and consistent rather than whether it's metaphysically true. That
standard — useful and internally consistent, rather than correct
about ultimate reality — is exactly the standard the formal
strand keeps using from here on, all the way to Wikidata.
c. 1900–1927
Husserl and Heidegger: ontology gets its name back, and its own split
Edmund Husserl's phenomenology revives "ontology" as an explicit
term of art and splits it in a way the formal strand quietly
inherited: formal ontology, the study of
structures any object whatsoever has just by being an object
(part/whole, identity, dependence) — regardless of subject
matter — versus regional ontologies, the
specific categories proper to one domain (nature, mind, culture).
That's structurally the same split as "a schema language" versus
"a specific schema written in it," decades before either existed
as software.
Martin Heidegger, Husserl's student, then reopens Parmenides's
question and insists everyone since has been answering the wrong
one. Being and Time distinguishes beings
(particular existing things — a hammer, a person, a number) from
Being itself (what it means for anything to be at
all) — the ontological difference — and argues
that science, and arguably every classification system discussed
so far, studies beings in exhaustive detail while never actually
asking the Being question. It's a genuinely awkward point for a
page like this one: a tool that sorts Wikidata items into classes
all the way up to "entity" is, by Heidegger's own diagnosis,
doing extremely thorough work on beings and precisely none on
Being — a tree with no answer at its root, only a label.
1948
Quine: "on what there is," and the bridge to formal logic
Willard Van Orman Quine's short paper On What There Is
reframes the entire question in terms a logician — or a
programmer — can actually use: don't ask "what exists" directly,
ask what a theory is committed to by what it
quantifies over. His slogan, "to be is to be the value of
a bound variable," means: whatever a sentence's logical
form requires to range over some domain for the sentence to come
out true, that's what the theory says exists — no more, no less.
Paired with a razor (don't multiply the things you're committed
to beyond what your best theory actually needs), this turns
ontology from a question about ultimate reality into a question
about what a given formal system presupposes — which is exactly
the question a database schema, a type system, or a knowledge
graph answers every time it declares a class. Quine didn't build
any of those; he supplied the philosophical vocabulary —
"ontological commitment" — that the field building them would
use to describe what they were doing.
c. 1960s–1980s
AI and knowledge representation: "ontology" becomes an engineering term
Mid-century artificial intelligence research needed machines to
reason about categories of things and, lacking a better word,
borrowed the philosophers' one — deliberately, citing Aristotle
and Porphyry by name in the early papers. Ross Quillian's
semantic networks (1966) represented concepts as nodes and
"is-a"/"has-a" edges — Porphyry's tree redrawn as a graph
structure a program could traverse. Marvin Minsky's frames (1974)
packaged a concept with its typical properties and defaults, the
direct ancestor of the object in object-oriented programming.
Douglas Lenat's Cyc project (started 1984, and it's still
running) set out to hand-encode the whole of human common-sense
knowledge as one enormous formal ontology, millions of assertions
deep — an explicit bet that Aristotle's project could be finished
by brute force if enough people typed for enough decades. It
hasn't been finished. It's also not obviously more finished than
Aristotle left it, which is its own answer to how hard the
original question actually was.
1993
Gruber: the sentence that decoupled "ontology" from Being
Computer scientist Tom Gruber wrote the definition that stuck for
every engineer who came after: "an ontology is an
explicit specification of a conceptualization." Notice
what it doesn't claim — nothing about ultimate reality, nothing
resembling Heidegger's Being. It's a definition about
agreement: a shared, written-down, machine-checkable
statement of which things a community of programs or people has
decided to treat as existing, and how those things relate, for
the purposes of getting some system to work. That's a much
smaller promise than Parmenides or Heidegger were making, and
it's exactly the promise every ontology discussed from here on —
OWL, DBpedia, Wikidata — is built to keep, and only that promise.
2001
the Semantic Web: ontology as public infrastructure
Tim Berners-Lee's Semantic Web proposal treats Gruber's
definition as a standard to build the web out of: every fact
expressed as an RDF triple — subject, predicate,
object, machine-readably explicit about what's a thing and what's
a relation between things — and formal ontologies written in
OWL (the Web Ontology Language, a name chosen
with zero irony) declaring, precisely enough for a reasoner to
check, what counts as a valid class, subclass, and property.
DBpedia (2007) extracted exactly this kind of structured data out
of Wikipedia's infoboxes automatically, proving a crowdsourced
encyclopedia contained an implicit formal ontology all along,
just never written down as one. It's the last stop before the
frontier below, and it's the point where "ontology" stops being
a term borrowed by a subfield of AI and becomes literal, running
web infrastructure — a document type, a file extension, a thing
your browser can fetch.
2012 — the frontier
Wikidata: the tree, at the scale of everything
Wikidata launched in 2012, built by Wikimedia Deutschland to give
Wikipedia's infoboxes — previously duplicated, drifting, and
inconsistent across every language edition — one shared,
structured backend. Every item gets a QID, and near the center of
the whole design sit two properties: P31
("instance of") and P279 ("subclass of") — Aristotle's
genus/differentia and Porphyry's tree, restated as two
statement types, applied by volunteers, at the scale of over one
hundred million items. It is, structurally, exactly the ontology
Cyc was trying to hand-build for forty years — except
crowdsourced, free, queryable by anyone with a browser, and,
unlike Cyc, never claiming to have finished. Ask it what a
jellyfish is an instance of, or what a jellyfish's class is a
subclass of, all the way up, and it climbs Porphyry's tree for
you, live, the way the widget above just did.
the meta joke, made explicit: this page's data source for a
history of ontology is itself a formal ontology, built out of
exactly the technique the history describes — so asking Wikidata
"what is ontology, and what's that a subclass of" is the graph
answering a question about its own architecture. that's the
"hilariously meta" @heartpunk.com asked for, and it wasn't hard
to arrange — it was already sitting there, waiting to be pointed
at itself.
so what
the same question, asked by increasingly patient people
Read start to finish, this isn't a story of philosophy handing off
to computer science and retiring. It's one question — what
exists, and how do you sort it? — asked by people with
steadily narrowing ambitions and steadily better tools. Parmenides
wanted the answer to be necessary and eternal. Aristotle wanted it
organized. Kant wanted to know what part of the answer was even
about the world, versus about us. Gruber wanted it merely
agreed upon, in writing, by a working group. Wikidata
wants it crowdsourced, versioned, and queryable by a bot in under a
second. Each narrowing made the next tool possible; none of them
made the original question go away, which is presumably why a
request for "a history of ontology" can still show up, unprompted,
in 2026, and still have this much to say.
And the ambiguity this page opened with never actually resolved —
it just got a second demonstration. A history of ontology
is everything above. An ontology of history is the widget:
type "French Revolution" or "Bronze Age" into it and watch Wikidata
sort history itself into instances and subclasses, the
same tree, one more time, on a different subject. Both readings
were always available. Both were always going to be built out of
the same tool.