diff --git a/justfile b/justfile
index d70cb51..eb86e9c 100644
--- a/justfile
+++ b/justfile
@@ -16,3 +16,7 @@ format:
 test:
     docker compose up -d --wait
     uv run pytest
+
+# Run development version of API
+api:
+    uv run fastapi dev src/matchbox/server/api.py
\ No newline at end of file
diff --git a/pyproject.toml b/pyproject.toml
index 357e33f..79cd3c7 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -11,6 +11,7 @@ dependencies = [
     "click>=8.1.7",
     "connectorx>=0.3.3",
     "duckdb>=1.1.1",
+    "fastapi[standard]>=0.115.0,<0.116.0",
     "matplotlib>=3.9.2",
     "pandas>=2.2.3",
     "pg-bulk-ingest>=0.0.54",
diff --git a/src/matchbox/server/__init__.py b/src/matchbox/server/__init__.py
index 0881402..81a2af6 100644
--- a/src/matchbox/server/__init__.py
+++ b/src/matchbox/server/__init__.py
@@ -1,3 +1,4 @@
+from matchbox.server.api import app
 from matchbox.server.base import (
     MatchboxDBAdapter,
     MatchboxSettings,
@@ -5,6 +6,6 @@
     inject_backend,
 )
 
-__all__ = ["MatchboxDBAdapter", "MatchboxSettings", "inject_backend"]
+__all__ = ["app", "MatchboxDBAdapter", "MatchboxSettings", "inject_backend"]
 
 initialise_matchbox()
diff --git a/src/matchbox/server/api.py b/src/matchbox/server/api.py
new file mode 100644
index 0000000..80b84bb
--- /dev/null
+++ b/src/matchbox/server/api.py
@@ -0,0 +1,159 @@
+from enum import StrEnum
+from typing import Annotated
+
+from dotenv import find_dotenv, load_dotenv
+from fastapi import Depends, FastAPI, HTTPException
+from pydantic import BaseModel
+
+from matchbox.server.base import BackendManager, MatchboxDBAdapter
+
+dotenv_path = find_dotenv(usecwd=True)
+load_dotenv(dotenv_path)
+
+
+app = FastAPI(
+    title="matchbox API",
+    version="0.2.0",
+)
+
+
+class BackendEntityType(StrEnum):
+    DATASETS = "datasets"
+    MODELS = "models"
+    DATA = "data"
+    CLUSTERS = "clusters"
+    CREATES = "creates"
+    MERGES = "merges"
+    PROPOSES = "proposes"
+
+
+class ModelResultsType(StrEnum):
+    PROBABILITIES = "probabilities"
+    CLUSTERS = "clusters"
+
+
+class HealthCheck(BaseModel):
+    """Response model to validate and return when performing a health check."""
+
+    status: str = "OK"
+
+
+class CountResult(BaseModel):
+    """Response model for count results"""
+
+    entities: dict[BackendEntityType, int]
+
+
+def get_backend() -> MatchboxDBAdapter:
+    return BackendManager.get_backend()
+
+
+@app.get("/health")
+async def healthcheck() -> HealthCheck:
+    """ """
+    return HealthCheck(status="OK")
+
+
+@app.get("/testing/count")
+async def count_backend_items(
+    backend: Annotated[MatchboxDBAdapter, Depends(get_backend)],
+    entity: BackendEntityType | None = None,
+) -> CountResult:
+    def get_count(e: BackendEntityType) -> int:
+        return getattr(backend, str(e)).count()
+
+    if entity is not None:
+        return CountResult(entities={str(entity): get_count(entity)})
+    else:
+        res = {str(e): get_count(e) for e in BackendEntityType}
+        return CountResult(entities=res)
+
+
+@app.post("/testing/clear")
+async def clear_backend():
+    raise HTTPException(status_code=501, detail="Not implemented")
+
+
+@app.get("/sources")
+async def list_sources():
+    raise HTTPException(status_code=501, detail="Not implemented")
+
+
+@app.get("/sources/{hash}")
+async def get_source(hash: str):
+    raise HTTPException(status_code=501, detail="Not implemented")
+
+
+@app.post("/sources/{hash}")
+async def add_source(hash: str):
+    raise HTTPException(status_code=501, detail="Not implemented")
+
+
+@app.get("/models")
+async def list_models():
+    raise HTTPException(status_code=501, detail="Not implemented")
+
+
+@app.get("/models/{name}")
+async def get_model(name: str):
+    raise HTTPException(status_code=501, detail="Not implemented")
+
+
+@app.post("/models/{name}")
+async def add_model(name: str):
+    raise HTTPException(status_code=501, detail="Not implemented")
+
+
+@app.delete("/models/{name}")
+async def delete_model(name: str):
+    raise HTTPException(status_code=501, detail="Not implemented")
+
+
+@app.get("/models/{name}/results")
+async def get_results(name: str, result_type: ModelResultsType | None):
+    raise HTTPException(status_code=501, detail="Not implemented")
+
+
+@app.post("/models/{name}/results")
+async def set_results(name: str):
+    raise HTTPException(status_code=501, detail="Not implemented")
+
+
+@app.get("/models/{name}/truth")
+async def get_truth(name: str):
+    raise HTTPException(status_code=501, detail="Not implemented")
+
+
+@app.post("/models/{name}/truth")
+async def set_truth(name: str):
+    raise HTTPException(status_code=501, detail="Not implemented")
+
+
+@app.get("/models/{name}/ancestors")
+async def get_ancestors(name: str):
+    raise HTTPException(status_code=501, detail="Not implemented")
+
+
+@app.get("/models/{name}/ancestors_cache")
+async def get_ancestors_cache(name: str):
+    raise HTTPException(status_code=501, detail="Not implemented")
+
+
+@app.post("/models/{name}/ancestors_cache")
+async def set_ancestors_cache(name: str):
+    raise HTTPException(status_code=501, detail="Not implemented")
+
+
+@app.get("/query")
+async def query():
+    raise HTTPException(status_code=501, detail="Not implemented")
+
+
+@app.get("/validate/hash")
+async def validate_hashes():
+    raise HTTPException(status_code=501, detail="Not implemented")
+
+
+@app.get("/report/models")
+async def get_model_subgraph():
+    raise HTTPException(status_code=501, detail="Not implemented")
diff --git a/test/server/test_api.py b/test/server/test_api.py
new file mode 100644
index 0000000..4c87189
--- /dev/null
+++ b/test/server/test_api.py
@@ -0,0 +1,117 @@
+from unittest.mock import Mock, patch
+
+from fastapi.testclient import TestClient
+from matchbox.server import app
+
+client = TestClient(app)
+
+
+class TestMatchboxAPI:
+    def test_healthcheck(self):
+        response = client.get("/health")
+        assert response.status_code == 200
+        assert response.json() == {"status": "OK"}
+
+    @patch("matchbox.server.base.BackendManager.get_backend")
+    def test_count_all_backend_items(self, get_backend):
+        entity_counts = {
+            "datasets": 1,
+            "models": 2,
+            "data": 3,
+            "clusters": 4,
+            "creates": 5,
+            "merges": 6,
+            "proposes": 7,
+        }
+        mock_backend = Mock()
+        for e, c in entity_counts.items():
+            mock_e = Mock()
+            mock_e.count = Mock(return_value=c)
+            setattr(mock_backend, e, mock_e)
+        get_backend.return_value = mock_backend
+
+        response = client.get("/testing/count")
+        assert response.status_code == 200
+        assert response.json() == {"entities": entity_counts}
+
+    @patch("matchbox.server.base.BackendManager.get_backend")
+    def test_count_backend_item(self, get_backend):
+        mock_backend = Mock()
+        mock_backend.models.count = Mock(return_value=20)
+        get_backend.return_value = mock_backend
+
+        response = client.get("/testing/count", params={"entity": "models"})
+        assert response.status_code == 200
+        assert response.json() == {"entities": {"models": 20}}
+
+    # def test_clear_backend():
+    #     response = client.post("/testing/clear")
+    #     assert response.status_code == 200
+
+    # def test_list_sources():
+    #     response = client.get("/sources")
+    #     assert response.status_code == 200
+
+    # def test_get_source():
+    #     response = client.get("/sources/test_source")
+    #     assert response.status_code == 200
+
+    # def test_add_source():
+    #     response = client.post("/sources")
+    #     assert response.status_code == 200
+
+    # def test_list_models():
+    #     response = client.get("/models")
+    #     assert response.status_code == 200
+
+    # def test_get_model():
+    #     response = client.get("/models/test_model")
+    #     assert response.status_code == 200
+
+    # def test_add_model():
+    #     response = client.post("/models")
+    #     assert response.status_code == 200
+
+    # def test_delete_model():
+    #     response = client.delete("/models/test_model")
+    #     assert response.status_code == 200
+
+    # def test_get_results():
+    #     response = client.get("/models/test_model/results")
+    #     assert response.status_code == 200
+
+    # def test_set_results():
+    #     response = client.post("/models/test_model/results")
+    #     assert response.status_code == 200
+
+    # def test_get_truth():
+    #     response = client.get("/models/test_model/truth")
+    #     assert response.status_code == 200
+
+    # def test_set_truth():
+    #     response = client.post("/models/test_model/truth")
+    #     assert response.status_code == 200
+
+    # def test_get_ancestors():
+    #     response = client.get("/models/test_model/ancestors")
+    #     assert response.status_code == 200
+
+    # def test_get_ancestors_cache():
+    #     response = client.get("/models/test_model/ancestors_cache")
+    #     assert response.status_code == 200
+
+    # def test_set_ancestors_cache():
+    #     response = client.post("/models/test_model/ancestors_cache")
+    #     assert response.status_code == 200
+
+    # def test_query():
+    #     response = client.get("/query")
+    #     assert response.status_code == 200
+
+    # def test_validate_hashes():
+    #     response = client.get("/validate/hash")
+    #     assert response.status_code == 200
+
+    # def test_get_model_subgraph():
+    #     response = client.get("/report/models")
+    #     assert response.status_code == 200
diff --git a/uv.lock b/uv.lock
index 2aa0fe2..c088139 100644
--- a/uv.lock
+++ b/uv.lock
@@ -31,6 +31,19 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/78/b6/6307fbef88d9b5ee7421e68d78a9f162e0da4900bc5f5793f6d3d0e34fb8/annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53", size = 13643 },
 ]
 
+[[package]]
+name = "anyio"
+version = "4.6.2.post1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "idna" },
+    { name = "sniffio" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/9f/09/45b9b7a6d4e45c6bcb5bf61d19e3ab87df68e0601fa8c5293de3542546cc/anyio-4.6.2.post1.tar.gz", hash = "sha256:4c8bc31ccdb51c7f7bd251f51c609e038d63e34219b44aa86e47576389880b4c", size = 173422 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/e4/f5/f2b75d2fc6f1a260f340f0e7c6a060f4dd2961cc16884ed851b0d18da06a/anyio-4.6.2.post1-py3-none-any.whl", hash = "sha256:6d170c36fba3bdd840c73d3868c1e777e33676a69c3a72cf0a0d5d6d8009b61d", size = 90377 },
+]
+
 [[package]]
 name = "appnope"
 version = "0.1.4"
@@ -357,6 +370,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/8e/41/9307e4f5f9976bc8b7fea0b66367734e8faf3ec84bc0d412d8cfabbb66cd/distlib-0.3.8-py2.py3-none-any.whl", hash = "sha256:034db59a0b96f8ca18035f36290806a9a6e6bd9d1ff91e45a7f172eb17e51784", size = 468850 },
 ]
 
+[[package]]
+name = "dnspython"
+version = "2.7.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/b5/4a/263763cb2ba3816dd94b08ad3a33d5fdae34ecb856678773cc40a3605829/dnspython-2.7.0.tar.gz", hash = "sha256:ce9c432eda0dc91cf618a5cedf1a4e142651196bbcd2c80e89ed5a907e5cfaf1", size = 345197 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/68/1b/e0a87d256e40e8c888847551b20a017a6b98139178505dc7ffb96f04e954/dnspython-2.7.0-py3-none-any.whl", hash = "sha256:b4c34b7d10b51bcc3a5071e7b8dee77939f1e878477eeecc965e9835f63c6c86", size = 313632 },
+]
+
 [[package]]
 name = "docker"
 version = "7.1.0"
@@ -403,6 +425,19 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/6b/3d/f6dbb041d5851d47aede54c0741b4a2212d400fd7193c9ffdb79c9262027/duckdb-1.1.1-cp313-cp313-win_amd64.whl", hash = "sha256:82776b3999e71a962db0bdc3f0258407ef41453f63eb47c33da29b644f8eb530", size = 10948555 },
 ]
 
+[[package]]
+name = "email-validator"
+version = "2.2.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "dnspython" },
+    { name = "idna" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/48/ce/13508a1ec3f8bb981ae4ca79ea40384becc868bfae97fd1c942bb3a001b1/email_validator-2.2.0.tar.gz", hash = "sha256:cb690f344c617a714f22e66ae771445a1ceb46821152df8e165c5f9a364582b7", size = 48967 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/d7/ee/bf0adb559ad3c786f12bcbc9296b3f5675f529199bef03e2df281fa1fadb/email_validator-2.2.0-py3-none-any.whl", hash = "sha256:561977c2d73ce3611850a06fa56b414621e0c8faa9d66f2611407d87465da631", size = 33521 },
+]
+
 [[package]]
 name = "executing"
 version = "2.1.0"
@@ -412,6 +447,48 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/b5/fd/afcd0496feca3276f509df3dbd5dae726fcc756f1a08d9e25abe1733f962/executing-2.1.0-py2.py3-none-any.whl", hash = "sha256:8d63781349375b5ebccc3142f4b30350c0cd9c79f921cde38be2be4637e98eaf", size = 25805 },
 ]
 
+[[package]]
+name = "fastapi"
+version = "0.115.5"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "pydantic" },
+    { name = "starlette" },
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/ae/29/f71316b9273b6552a263748e49cd7b83898dc9499a663d30c7b9cb853cb8/fastapi-0.115.5.tar.gz", hash = "sha256:0e7a4d0dc0d01c68df21887cce0945e72d3c48b9f4f79dfe7a7d53aa08fbb289", size = 301047 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/54/c4/148d5046a96c428464557264877ae5a9338a83bbe0df045088749ec89820/fastapi-0.115.5-py3-none-any.whl", hash = "sha256:596b95adbe1474da47049e802f9a65ab2ffa9c2b07e7efee70eb8a66c9f2f796", size = 94866 },
+]
+
+[package.optional-dependencies]
+standard = [
+    { name = "email-validator" },
+    { name = "fastapi-cli", extra = ["standard"] },
+    { name = "httpx" },
+    { name = "jinja2" },
+    { name = "python-multipart" },
+    { name = "uvicorn", extra = ["standard"] },
+]
+
+[[package]]
+name = "fastapi-cli"
+version = "0.0.5"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "typer" },
+    { name = "uvicorn", extra = ["standard"] },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/c5/f8/1ad5ce32d029aeb9117e9a5a9b3e314a8477525d60c12a9b7730a3c186ec/fastapi_cli-0.0.5.tar.gz", hash = "sha256:d30e1239c6f46fcb95e606f02cdda59a1e2fa778a54b64686b3ff27f6211ff9f", size = 15571 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/24/ea/4b5011012ac925fe2f83b19d0e09cee9d324141ec7bf5e78bb2817f96513/fastapi_cli-0.0.5-py3-none-any.whl", hash = "sha256:e94d847524648c748a5350673546bbf9bcaeb086b33c24f2e82e021436866a46", size = 9489 },
+]
+
+[package.optional-dependencies]
+standard = [
+    { name = "uvicorn", extra = ["standard"] },
+]
+
 [[package]]
 name = "filelock"
 version = "3.16.1"
@@ -494,6 +571,72 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/ac/38/08cc303ddddc4b3d7c628c3039a61a3aae36c241ed01393d00c2fd663473/greenlet-3.1.1-cp313-cp313t-musllinux_1_1_x86_64.whl", hash = "sha256:411f015496fec93c1c8cd4e5238da364e1da7a124bcb293f085bf2860c32c6f6", size = 1142112 },
 ]
 
+[[package]]
+name = "h11"
+version = "0.14.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/f5/38/3af3d3633a34a3316095b39c8e8fb4853a28a536e55d347bd8d8e9a14b03/h11-0.14.0.tar.gz", hash = "sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d", size = 100418 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/95/04/ff642e65ad6b90db43e668d70ffb6736436c7ce41fcc549f4e9472234127/h11-0.14.0-py3-none-any.whl", hash = "sha256:e3fe4ac4b851c468cc8363d500db52c2ead036020723024a109d37346efaa761", size = 58259 },
+]
+
+[[package]]
+name = "httpcore"
+version = "1.0.7"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "certifi" },
+    { name = "h11" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/6a/41/d7d0a89eb493922c37d343b607bc1b5da7f5be7e383740b4753ad8943e90/httpcore-1.0.7.tar.gz", hash = "sha256:8551cb62a169ec7162ac7be8d4817d561f60e08eaa485234898414bb5a8a0b4c", size = 85196 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/87/f5/72347bc88306acb359581ac4d52f23c0ef445b57157adedb9aee0cd689d2/httpcore-1.0.7-py3-none-any.whl", hash = "sha256:a3fff8f43dc260d5bd363d9f9cf1830fa3a458b332856f34282de498ed420edd", size = 78551 },
+]
+
+[[package]]
+name = "httptools"
+version = "0.6.4"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/a7/9a/ce5e1f7e131522e6d3426e8e7a490b3a01f39a6696602e1c4f33f9e94277/httptools-0.6.4.tar.gz", hash = "sha256:4e93eee4add6493b59a5c514da98c939b244fce4a0d8879cd3f466562f4b7d5c", size = 240639 }
+wheels = [
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+    { url = "https://files.pythonhosted.org/packages/a6/17/3e0d3e9b901c732987a45f4f94d4e2c62b89a041d93db89eafb262afd8d5/httptools-0.6.4-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:0614154d5454c21b6410fdf5262b4a3ddb0f53f1e1721cfd59d55f32138c578a", size = 103492 },
+    { url = "https://files.pythonhosted.org/packages/b7/24/0fe235d7b69c42423c7698d086d4db96475f9b50b6ad26a718ef27a0bce6/httptools-0.6.4-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f8787367fbdfccae38e35abf7641dafc5310310a5987b689f4c32cc8cc3ee975", size = 462891 },
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