Fastest first reply to pull requests: Python projects

50 Python projects, ordered by the median time to a first human reply to outside pull requests, fastest first. A median is listed only when it comes from 10 or more pull requests; the sample is shown.

This is one measure, not the Porchlamp score, which weighs 18 parameters across five pillars.

Ranked623 Not ranked2086

Rated321929.3%Gated529948.2%Unrated248222.6%

Rank	Repository	Score	Coverage	Tier	First reply (median)	No reply in 14 days	Quadrant	Flags	Audited stars

1398	sqlalchemy/alembicPython	52.12	89% · Ceiling A	C	under 0.1 hours23 pull requests	38%	Crucible		—
1123	googleapis/google-api-python-clientPython	54.30	93% · Ceiling A	C	under 0.1 hours45 pull requests	29%	Sweet Spot		—
1049	Drakkar-Software/OctoBotPython	54.89	88% · Ceiling A	C	0.2 hours85 pull requests	2%	Nursery		—
587	MemoriLabs/MemoriPython	58.97	100% · Full	B	0.2 hours163 pull requests	12%	Nursery		—
846	pallets/flaskPython	56.59	95% · Full	B	0.5 hours49 pull requests	4%	Sweet Spot	⚠	—
238	sqlalchemy/sqlalchemyPython	63.46	98% · Full	B	0.8 hours136 pull requests	7%	Sweet Spot		—
674	psf/requestsPython	58.07	98% · Full	B	0.9 hours64 pull requests	14%	Sweet Spot	⚠	—
126	astral-sh/tyPython	66.05	93% · Ceiling A	B	1 hour59 pull requests	7%	Sweet Spot		—
1091	JerBouma/FinanceDatabasePython	54.54	86% · Ceiling A	C	1.2 hours16 pull requests	0%	Nursery		—
2066	awslabs/gluontsPython	46.59	72% · Ceiling B	C	1.2 hours21 pull requests	58%	Nursery		—
734	ag2ai/faststreamPython	57.66	93% · Ceiling A	B	1.3 hours148 pull requests	7%	Nursery		—
2224	robusta-dev/krrPython	45.11	72% · Ceiling B	C	1.4 hours16 pull requests	40%	Nursery		—
1481	pre-commit/pre-commitPython	51.51	98% · Full	C	1.5 hours12 pull requests	80%	Crucible	⚠	—
26	kubernetes-client/pythonPython	70.46	100% · Full	A	1.5 hours101 pull requests	18%	Sweet Spot		—
876	home-assistant/operating-systemPython	56.32	78% · Ceiling B	B (capped)	1.6 hours75 pull requests	0%	Sweet Spot		—
235	Kaggle/kaggle-cliPython	63.51	100% · Full	B	1.6 hours118 pull requests	2%	Sweet Spot		—
450	davidhalter/jediPython	60.59	81% · Ceiling A	B	1.6 hours11 pull requests	0%	Sweet Spot		—
180	pypa/pipPython	64.60	93% · Ceiling A	B	1.7 hours145 pull requests	13%	Sweet Spot		—
1004	SwanHubX/SwanLabPython	55.32	89% · Ceiling A	B	1.7 hours12 pull requests	0%	Nursery		—
1387	kovidgoyal/kittyPython	52.18	88% · Ceiling A	C	1.7 hours87 pull requests	1%	Nursery		—
2736	microsoft/graphragPython	39.26	98% · Full	D	1.8 hours28 pull requests	54%	Graveyard		—
605	aws/serverless-application-modelPython	58.76	84% · Ceiling A	B	1.8 hours60 pull requests	19%	Sweet Spot		—
1645	Tribler/triblerPython	50.13	81% · Ceiling A	C	1.8 hours36 pull requests	3%	Nursery		—
456	dry-python/returnsPython	60.51	71% · Ceiling B	B (capped)	1.9 hours18 pull requests	—	Sweet Spot		—
1947	jianchang512/pyvideotransPython	47.61	74% · Ceiling B	C	2 hours12 pull requests	75%	Nursery	⚠	—
1571	stamparm/maltrailPython	50.71	66% · Ceiling B	C	2 hours11 pull requests	—	Nursery		—
899	freqtrade/freqtradePython	56.13	88% · Ceiling A	B	2 hours401 pull requests	2%	Nursery		—
2093	DrewThomasson/ebook2audiobookPython	46.31	88% · Ceiling A	C	2 hours35 pull requests	10%	Nursery		—
1172	conan-io/conanPython	53.86	93% · Ceiling A	C	2.1 hours97 pull requests	5%	Sweet Spot		—
695	kovidgoyal/calibrePython	57.99	84% · Ceiling A	B	2.2 hours38 pull requests	0%	Nursery		—
404	pallets/werkzeugPython	61.10	98% · Full	B	2.3 hours17 pull requests	2%	Sweet Spot	⚠	—
32	litestar-org/litestarPython	69.85	93% · Ceiling A	B	2.3 hours172 pull requests	29%	Sweet Spot		—
1288	serengil/deepfacePython	53.00	86% · Ceiling A	C	2.4 hours28 pull requests	0%	Nursery		—
2257	microsoft/UFOPython	44.77	74% · Ceiling B	C	2.4 hours14 pull requests	59%	Nursery		—
1279	stanfordnlp/stanzaPython	53.08	89% · Ceiling A	C	2.4 hours15 pull requests	0%	Nursery		—
385	pallets/clickPython	61.42	88% · Ceiling A	B	2.4 hours118 pull requests	63%	Sweet Spot	⚠	—
926	mediacms-io/mediacmsPython	55.91	70% · Ceiling B	B (capped)	2.5 hours26 pull requests	10%	Nursery		—
924	Pennyw0rth/NetExecPython	55.92	82% · Ceiling A	B	2.5 hours95 pull requests	14%	Sweet Spot		—
1338	bottlepy/bottlePython	52.60	82% · Ceiling A	C	2.6 hours10 pull requests	47%	Sweet Spot		—
928	pwr-Solaar/SolaarPython	55.89	84% · Ceiling A	B	2.7 hours30 pull requests	39%	Nursery		—
1804	MinishLab/semblePython	48.83	93% · Ceiling A	C	3 hours55 pull requests	0%	Nursery		—
1114	xerrors/YuxiPython	54.37	100% · Full	C	3.4 hours83 pull requests	0%	Nursery		—
1433	triton-inference-server/serverPython	51.82	100% · Full	C	3.4 hours146 pull requests	22%	Nursery		—
1063	SenteLabsAI/OpenExecutivePython	54.77	65% · Ceiling B	C	3.4 hours31 pull requests	0%	Nursery		—
730	apify/crawlee-pythonPython	57.70	93% · Ceiling A	B	3.4 hours139 pull requests	0%	Nursery		—
213	jupyterhub/jupyterhubPython	63.93	100% · Full	B	3.4 hours16 pull requests	8%	Sweet Spot		—
984	metabrainz/picardPython	55.51	78% · Ceiling B	B (capped)	3.5 hours26 pull requests	—	Nursery		—
1846	mljar/mercuryPython	48.40	93% · Ceiling A	C	3.5 hours10 pull requests	0%	Nursery		—
430	Python-Markdown/markdownPython	60.78	92% · Ceiling A	B	3.6 hours16 pull requests	0%	Sweet Spot		—
212	vladmandic/sdnextPython	63.97	84% · Ceiling A	B	3.6 hours51 pull requests	0%	Sweet Spot		—

#139889% · Ceiling A

sqlalchemy/alembicPython

Score 52.12 · C

First reply (median) under 0.1 hours23 pull requests · No reply in 14 days 38%

Crucible

#112393% · Ceiling A

googleapis/google-api-python-clientPython

Score 54.30 · C

First reply (median) under 0.1 hours45 pull requests · No reply in 14 days 29%

Sweet Spot

#104988% · Ceiling A

Drakkar-Software/OctoBotPython

Score 54.89 · C

First reply (median) 0.2 hours85 pull requests · No reply in 14 days 2%

Nursery

#587100% · Full

MemoriLabs/MemoriPython

Score 58.97 · B

First reply (median) 0.2 hours163 pull requests · No reply in 14 days 12%

Nursery

#84695% · Full

pallets/flaskPython

Score 56.59 · B

First reply (median) 0.5 hours49 pull requests · No reply in 14 days 4%

Sweet Spot

⚠

#23898% · Full

sqlalchemy/sqlalchemyPython

Score 63.46 · B

First reply (median) 0.8 hours136 pull requests · No reply in 14 days 7%

Sweet Spot

#67498% · Full

psf/requestsPython

Score 58.07 · B

First reply (median) 0.9 hours64 pull requests · No reply in 14 days 14%

Sweet Spot

⚠

#12693% · Ceiling A

astral-sh/tyPython

Score 66.05 · B

First reply (median) 1 hour59 pull requests · No reply in 14 days 7%

Sweet Spot

#109186% · Ceiling A

JerBouma/FinanceDatabasePython

Score 54.54 · C

First reply (median) 1.2 hours16 pull requests · No reply in 14 days 0%

Nursery

#206672% · Ceiling B

awslabs/gluontsPython

Score 46.59 · C

First reply (median) 1.2 hours21 pull requests · No reply in 14 days 58%

Nursery

#73493% · Ceiling A

ag2ai/faststreamPython

Score 57.66 · B

First reply (median) 1.3 hours148 pull requests · No reply in 14 days 7%

Nursery

#222472% · Ceiling B

robusta-dev/krrPython

Score 45.11 · C

First reply (median) 1.4 hours16 pull requests · No reply in 14 days 40%

Nursery

#148198% · Full

pre-commit/pre-commitPython

Score 51.51 · C

First reply (median) 1.5 hours12 pull requests · No reply in 14 days 80%

Crucible

⚠

#26100% · Full

kubernetes-client/pythonPython

Score 70.46 · A

First reply (median) 1.5 hours101 pull requests · No reply in 14 days 18%

Sweet Spot

#87678% · Ceiling B

home-assistant/operating-systemPython

Score 56.32 · B (capped)

First reply (median) 1.6 hours75 pull requests · No reply in 14 days 0%

Sweet Spot

#235100% · Full

Kaggle/kaggle-cliPython

Score 63.51 · B

First reply (median) 1.6 hours118 pull requests · No reply in 14 days 2%

Sweet Spot

#45081% · Ceiling A

davidhalter/jediPython

Score 60.59 · B

First reply (median) 1.6 hours11 pull requests · No reply in 14 days 0%

Sweet Spot

#18093% · Ceiling A

pypa/pipPython

Score 64.60 · B

First reply (median) 1.7 hours145 pull requests · No reply in 14 days 13%

Sweet Spot

#100489% · Ceiling A

SwanHubX/SwanLabPython

Score 55.32 · B

First reply (median) 1.7 hours12 pull requests · No reply in 14 days 0%

Nursery

#138788% · Ceiling A

kovidgoyal/kittyPython

Score 52.18 · C

First reply (median) 1.7 hours87 pull requests · No reply in 14 days 1%

Nursery

#273698% · Full

microsoft/graphragPython

Score 39.26 · D

First reply (median) 1.8 hours28 pull requests · No reply in 14 days 54%

Graveyard

#60584% · Ceiling A

aws/serverless-application-modelPython

Score 58.76 · B

First reply (median) 1.8 hours60 pull requests · No reply in 14 days 19%

Sweet Spot

#164581% · Ceiling A

Tribler/triblerPython

Score 50.13 · C

First reply (median) 1.8 hours36 pull requests · No reply in 14 days 3%

Nursery

#45671% · Ceiling B

dry-python/returnsPython

Score 60.51 · B (capped)

First reply (median) 1.9 hours18 pull requests · No reply in 14 days —

Sweet Spot

#194774% · Ceiling B

jianchang512/pyvideotransPython

Score 47.61 · C

First reply (median) 2 hours12 pull requests · No reply in 14 days 75%

Nursery

⚠

#157166% · Ceiling B

stamparm/maltrailPython

Score 50.71 · C

First reply (median) 2 hours11 pull requests · No reply in 14 days —

Nursery

#89988% · Ceiling A

freqtrade/freqtradePython

Score 56.13 · B

First reply (median) 2 hours401 pull requests · No reply in 14 days 2%

Nursery

#209388% · Ceiling A

DrewThomasson/ebook2audiobookPython

Score 46.31 · C

First reply (median) 2 hours35 pull requests · No reply in 14 days 10%

Nursery

#117293% · Ceiling A

conan-io/conanPython

Score 53.86 · C

First reply (median) 2.1 hours97 pull requests · No reply in 14 days 5%

Sweet Spot

#69584% · Ceiling A

kovidgoyal/calibrePython

Score 57.99 · B

First reply (median) 2.2 hours38 pull requests · No reply in 14 days 0%

Nursery

#40498% · Full

pallets/werkzeugPython

Score 61.10 · B

First reply (median) 2.3 hours17 pull requests · No reply in 14 days 2%

Sweet Spot

⚠

#3293% · Ceiling A

litestar-org/litestarPython

Score 69.85 · B

First reply (median) 2.3 hours172 pull requests · No reply in 14 days 29%

Sweet Spot

#128886% · Ceiling A

serengil/deepfacePython

Score 53.00 · C

First reply (median) 2.4 hours28 pull requests · No reply in 14 days 0%

Nursery

#225774% · Ceiling B

microsoft/UFOPython

Score 44.77 · C

First reply (median) 2.4 hours14 pull requests · No reply in 14 days 59%

Nursery

#127989% · Ceiling A

stanfordnlp/stanzaPython

Score 53.08 · C

First reply (median) 2.4 hours15 pull requests · No reply in 14 days 0%

Nursery

#38588% · Ceiling A

pallets/clickPython

Score 61.42 · B

First reply (median) 2.4 hours118 pull requests · No reply in 14 days 63%

Sweet Spot

⚠

#92670% · Ceiling B

mediacms-io/mediacmsPython

Score 55.91 · B (capped)

First reply (median) 2.5 hours26 pull requests · No reply in 14 days 10%

Nursery

#92482% · Ceiling A

Pennyw0rth/NetExecPython

Score 55.92 · B

First reply (median) 2.5 hours95 pull requests · No reply in 14 days 14%

Sweet Spot

#133882% · Ceiling A

bottlepy/bottlePython

Score 52.60 · C

First reply (median) 2.6 hours10 pull requests · No reply in 14 days 47%

Sweet Spot

#92884% · Ceiling A

pwr-Solaar/SolaarPython

Score 55.89 · B

First reply (median) 2.7 hours30 pull requests · No reply in 14 days 39%

Nursery

#180493% · Ceiling A

MinishLab/semblePython

Score 48.83 · C

First reply (median) 3 hours55 pull requests · No reply in 14 days 0%

Nursery

#1114100% · Full

xerrors/YuxiPython

Score 54.37 · C

First reply (median) 3.4 hours83 pull requests · No reply in 14 days 0%

Nursery

#1433100% · Full

triton-inference-server/serverPython

Score 51.82 · C

First reply (median) 3.4 hours146 pull requests · No reply in 14 days 22%

Nursery

#106365% · Ceiling B

SenteLabsAI/OpenExecutivePython

Score 54.77 · C

First reply (median) 3.4 hours31 pull requests · No reply in 14 days 0%

Nursery

#73093% · Ceiling A

apify/crawlee-pythonPython

Score 57.70 · B

First reply (median) 3.4 hours139 pull requests · No reply in 14 days 0%

Nursery

#213100% · Full

jupyterhub/jupyterhubPython

Score 63.93 · B

First reply (median) 3.4 hours16 pull requests · No reply in 14 days 8%

Sweet Spot

#98478% · Ceiling B

metabrainz/picardPython

Score 55.51 · B (capped)

First reply (median) 3.5 hours26 pull requests · No reply in 14 days —

Nursery

#184693% · Ceiling A

mljar/mercuryPython

Score 48.40 · C

First reply (median) 3.5 hours10 pull requests · No reply in 14 days 0%

Nursery

#43092% · Ceiling A

Python-Markdown/markdownPython

Score 60.78 · B

First reply (median) 3.6 hours16 pull requests · No reply in 14 days 0%

Sweet Spot

#21284% · Ceiling A

vladmandic/sdnextPython

Score 63.97 · B

First reply (median) 3.6 hours51 pull requests · No reply in 14 days 0%

Sweet Spot