tenacity

pypi package · declared by 94 of 2,343 sampled repositories · graph computed 2026-08-24

Counted from the runtime dependencies public repositories declare — not the resolved tree. A transitive dependency is a consequence; a declared one is a choice. Development dependencies are excluded because they repeat across every project in a language regardless of what is being built.

Declared with

ranked by association, not by count

Tools declared alongside this one, ranked by association strength
Declared with	Repositories	vs chance
networkx	14 of 2,343	0.47
litellm	17 of 2,343	0.47
json-repair	8 of 2,343	0.46
tiktoken	22 of 2,343	0.45
openai	36 of 2,343	0.42
jsonschema	9 of 2,343	0.39
tqdm	25 of 2,343	0.36
pydantic	43 of 2,343	0.35
loguru	12 of 2,343	0.35
setuptools	10 of 2,343	0.34
sentence-transformers	10 of 2,343	0.34
typing-extensions	13 of 2,343	0.33
pydantic-settings	17 of 2,343	0.33
pandas	23 of 2,343	0.33
aiohttp	14 of 2,343	0.33
python-dotenv	28 of 2,343	0.31
datasets	11 of 2,343	0.30
jinja2	13 of 2,343	0.30
pyyaml	27 of 2,343	0.29
rich	22 of 2,343	0.29

Every pair above is counted from the same evidence: repo manifest.

Used instead

candidates · shares a neighbourhood and refuses to co-occur

No alternative measured. A pair qualifies only if it shares a neighbourhood and then fails to appear together against an expectation that it would — and almost everything that shares a neighbourhood does appear together. That is the test working, not a gap in the data: similarity alone would list this tool’s closest neighbours as alternatives, and most of them are things it is used with.