LLM inference engines: star history compared
Most starred
187k
ollama/ollama
Running large language models yourself went from research stunt to commodity in about two years, and these five projects did most of the commoditizing. llama.cpp proved frontier-class models could run on a laptop, Ollama wrapped that power in a one-line install, and vLLM and SGLang turned GPU serving throughput into a public leaderboard of its own. The star histories here are effectively a timeline of the local-AI movement.
Ranked by current GitHub stars · growth = stars gained in the trailing 90 days · data updated Nov 2026
ollama/ollama: 186,938 stars on November 14, 2026. ggml-org/llama.cpp: 134,940 stars on November 14, 2026. vllm-project/vllm: 96,890 stars on November 13, 2026. sgl-project/sglang: 38,855 stars on November 14, 2026. huggingface/text-generation-inference: 10,878 stars on November 12, 2026.
| Date | Stars |
|---|---|
| June 30, 2023 | 2 |
| July 26, 2023 | 2871 |
| August 10, 2023 | 4562 |
| August 25, 2023 | 5561 |
| September 10, 2023 | 6482 |
| September 25, 2023 | 6813 |
| October 10, 2023 | 8703 |
| October 26, 2023 | 9776 |
| November 10, 2023 | 15293 |
| November 25, 2023 | 17798 |
| December 14, 2023 | 21048 |
| December 29, 2023 | 26802 |
| January 13, 2024 | 28956 |
| January 29, 2024 | 31918 |
| February 13, 2024 | 34791 |
| February 28, 2024 | 40007 |
| March 15, 2024 | 44996 |
| March 30, 2024 | 48612 |
| April 14, 2024 | 51551 |
| April 30, 2024 | 59062 |
| May 15, 2024 | 63066 |
| May 30, 2024 | 66438 |
| June 14, 2024 | 69369 |
| June 30, 2024 | 72138 |
| July 15, 2024 | 74460 |
| July 30, 2024 | 78190 |
| August 15, 2024 | 80795 |
| August 30, 2024 | 82902 |
| September 14, 2024 | 84812 |
| September 30, 2024 | 87127 |
| October 18, 2024 | 89317 |
| November 2, 2024 | 91426 |
| November 18, 2024 | 93772 |
| December 3, 2024 | 96041 |
| December 18, 2024 | 98664 |
| January 3, 2025 | 100910 |
| January 18, 2025 | 103428 |
| February 2, 2025 | 112622 |
| February 18, 2025 | 121824 |
| March 5, 2025 | 125518 |
| March 20, 2025 | 128293 |
| April 4, 2025 | 130327 |
| April 20, 2025 | 132395 |
| May 5, 2025 | 134017 |
| May 20, 2025 | 135584 |
| June 5, 2025 | 137389 |
| June 20, 2025 | 138948 |
| July 5, 2025 | 140275 |
| July 21, 2025 | 141822 |
| August 5, 2025 | 143641 |
| August 23, 2025 | 145631 |
| September 8, 2025 | 146865 |
| September 23, 2025 | 148000 |
| October 8, 2025 | 148930 |
| October 24, 2025 | 149967 |
| November 8, 2025 | 150977 |
| November 23, 2025 | 151949 |
| December 9, 2025 | 152976 |
| December 24, 2025 | 153916 |
| January 8, 2026 | 154860 |
| January 23, 2026 | 156272 |
| February 8, 2026 | 158231 |
| February 23, 2026 | 159363 |
| March 10, 2026 | 161009 |
| March 26, 2026 | 162723 |
| April 10, 2026 | 165171 |
| April 25, 2026 | 166945 |
| May 11, 2026 | 168440 |
| May 26, 2026 | 169844 |
| June 10, 2026 | 171505 |
| June 29, 2026 | 173099 |
| July 14, 2026 | 174295 |
| July 29, 2026 | 175620 |
| August 14, 2026 | 177096 |
| August 29, 2026 | 178510 |
| September 13, 2026 | 179736 |
| September 29, 2026 | 180980 |
| October 14, 2026 | 182637 |
| October 29, 2026 | 184946 |
| November 14, 2026 | 186938 |
| Date | Stars |
|---|---|
| March 10, 2023 | 612 |
| March 26, 2023 | 12558 |
| April 12, 2023 | 19647 |
| April 29, 2023 | 22210 |
| May 16, 2023 | 24394 |
| June 2, 2023 | 25837 |
| June 19, 2023 | 28523 |
| July 5, 2023 | 30281 |
| July 22, 2023 | 32069 |
| August 8, 2023 | 33899 |
| August 28, 2023 | 35627 |
| September 14, 2023 | 36933 |
| October 1, 2023 | 37828 |
| October 18, 2023 | 38817 |
| November 4, 2023 | 39781 |
| November 21, 2023 | 40833 |
| December 8, 2023 | 42162 |
| December 24, 2023 | 43560 |
| January 10, 2024 | 44843 |
| January 27, 2024 | 45915 |
| February 13, 2024 | 46943 |
| March 1, 2024 | 48380 |
| March 18, 2024 | 49528 |
| April 4, 2024 | 50780 |
| April 20, 2024 | 52273 |
| May 7, 2024 | 54011 |
| May 24, 2024 | 55183 |
| June 10, 2024 | 56374 |
| June 27, 2024 | 57317 |
| July 14, 2024 | 58145 |
| August 3, 2024 | 59504 |
| August 20, 2024 | 60391 |
| September 6, 2024 | 61194 |
| September 22, 2024 | 61952 |
| October 9, 2024 | 62741 |
| October 26, 2024 | 63620 |
| November 12, 2024 | 64507 |
| November 29, 2024 | 65303 |
| December 16, 2024 | 66143 |
| January 2, 2025 | 66937 |
| January 18, 2025 | 67761 |
| February 4, 2025 | 69843 |
| February 21, 2025 | 71762 |
| March 10, 2025 | 73056 |
| March 27, 2025 | 74172 |
| April 13, 2025 | 75004 |
| April 30, 2025 | 76051 |
| May 16, 2025 | 77406 |
| June 2, 2025 | 78389 |
| June 19, 2025 | 79167 |
| July 9, 2025 | 80043 |
| July 26, 2025 | 80823 |
| August 12, 2025 | 82038 |
| August 29, 2025 | 83123 |
| September 15, 2025 | 83964 |
| October 2, 2025 | 84667 |
| October 18, 2025 | 85547 |
| November 4, 2025 | 86546 |
| November 21, 2025 | 87889 |
| December 8, 2025 | 88756 |
| December 25, 2025 | 89864 |
| January 11, 2026 | 90770 |
| January 28, 2026 | 91940 |
| February 13, 2026 | 93084 |
| March 2, 2026 | 94489 |
| March 19, 2026 | 96819 |
| April 5, 2026 | 99900 |
| April 22, 2026 | 104104 |
| May 9, 2026 | 107571 |
| May 26, 2026 | 111594 |
| June 15, 2026 | 115224 |
| July 2, 2026 | 117669 |
| July 19, 2026 | 119700 |
| August 4, 2026 | 121580 |
| August 21, 2026 | 124070 |
| September 7, 2026 | 126541 |
| September 24, 2026 | 128652 |
| October 11, 2026 | 130461 |
| October 28, 2026 | 132471 |
| November 14, 2026 | 134940 |
| Date | Stars |
|---|---|
| May 22, 2023 | 1 |
| July 3, 2023 | 2914 |
| July 19, 2023 | 3579 |
| August 3, 2023 | 4349 |
| August 19, 2023 | 5138 |
| September 3, 2023 | 5743 |
| September 19, 2023 | 6703 |
| October 5, 2023 | 7521 |
| October 20, 2023 | 8191 |
| November 5, 2023 | 8783 |
| November 24, 2023 | 9623 |
| December 9, 2023 | 10258 |
| December 25, 2023 | 11644 |
| January 9, 2024 | 12396 |
| January 25, 2024 | 13257 |
| February 9, 2024 | 13922 |
| February 25, 2024 | 14551 |
| March 12, 2024 | 15316 |
| March 27, 2024 | 16106 |
| April 12, 2024 | 16964 |
| April 27, 2024 | 17883 |
| May 13, 2024 | 18747 |
| May 29, 2024 | 19521 |
| June 13, 2024 | 20287 |
| June 29, 2024 | 21120 |
| July 14, 2024 | 22145 |
| July 30, 2024 | 23169 |
| August 15, 2024 | 24054 |
| August 30, 2024 | 24888 |
| September 15, 2024 | 25964 |
| October 3, 2024 | 26976 |
| October 19, 2024 | 27932 |
| November 4, 2024 | 28775 |
| November 19, 2024 | 29643 |
| December 5, 2024 | 30525 |
| December 20, 2024 | 31362 |
| January 5, 2025 | 32309 |
| January 21, 2025 | 33468 |
| February 5, 2025 | 35524 |
| February 21, 2025 | 37878 |
| March 8, 2025 | 39806 |
| March 24, 2025 | 41543 |
| April 8, 2025 | 42830 |
| April 24, 2025 | 44669 |
| May 10, 2025 | 45957 |
| May 25, 2025 | 46969 |
| June 10, 2025 | 48229 |
| June 25, 2025 | 49660 |
| July 11, 2025 | 50942 |
| July 27, 2025 | 52244 |
| August 14, 2025 | 54164 |
| August 30, 2025 | 55615 |
| September 14, 2025 | 56926 |
| September 30, 2025 | 58165 |
| October 16, 2025 | 59230 |
| October 31, 2025 | 60524 |
| November 16, 2025 | 62136 |
| December 1, 2025 | 63330 |
| December 17, 2025 | 64617 |
| January 2, 2026 | 65680 |
| January 17, 2026 | 66721 |
| February 2, 2026 | 68342 |
| February 17, 2026 | 69572 |
| March 5, 2026 | 71156 |
| March 21, 2026 | 72922 |
| April 5, 2026 | 74539 |
| April 21, 2026 | 76781 |
| May 6, 2026 | 78441 |
| May 22, 2026 | 80003 |
| June 6, 2026 | 81417 |
| June 25, 2026 | 83742 |
| July 11, 2026 | 85422 |
| July 26, 2026 | 86739 |
| August 11, 2026 | 88362 |
| August 27, 2026 | 89890 |
| September 11, 2026 | 91217 |
| September 27, 2026 | 92524 |
| October 12, 2026 | 93493 |
| October 28, 2026 | 95724 |
| November 13, 2026 | 96890 |
| Date | Stars |
|---|---|
| January 16, 2024 | 36 |
| January 28, 2024 | 900 |
| February 10, 2024 | 1272 |
| February 23, 2024 | 1477 |
| March 7, 2024 | 1662 |
| March 20, 2024 | 1908 |
| April 2, 2024 | 2039 |
| April 15, 2024 | 2135 |
| April 28, 2024 | 2238 |
| May 11, 2024 | 2334 |
| May 27, 2024 | 2421 |
| June 8, 2024 | 2513 |
| June 21, 2024 | 2581 |
| July 4, 2024 | 2671 |
| July 17, 2024 | 2757 |
| July 30, 2024 | 3475 |
| August 12, 2024 | 3931 |
| August 25, 2024 | 4372 |
| September 7, 2024 | 4782 |
| September 20, 2024 | 4999 |
| October 3, 2024 | 5208 |
| October 16, 2024 | 5421 |
| October 29, 2024 | 5600 |
| November 11, 2024 | 5787 |
| November 24, 2024 | 5999 |
| December 7, 2024 | 6193 |
| December 20, 2024 | 6390 |
| January 2, 2025 | 6796 |
| January 15, 2025 | 7120 |
| January 27, 2025 | 7748 |
| February 12, 2025 | 9155 |
| February 25, 2025 | 10551 |
| March 10, 2025 | 11402 |
| March 23, 2025 | 12015 |
| April 5, 2025 | 12548 |
| April 18, 2025 | 13006 |
| May 1, 2025 | 13548 |
| May 14, 2025 | 14002 |
| May 27, 2025 | 14339 |
| June 9, 2025 | 14667 |
| June 21, 2025 | 15009 |
| July 4, 2025 | 15381 |
| July 17, 2025 | 15761 |
| July 30, 2025 | 16089 |
| August 12, 2025 | 16510 |
| August 25, 2025 | 16922 |
| September 7, 2025 | 17360 |
| September 20, 2025 | 17730 |
| October 3, 2025 | 18184 |
| October 16, 2025 | 18544 |
| November 1, 2025 | 19019 |
| November 13, 2025 | 19516 |
| November 26, 2025 | 19904 |
| December 9, 2025 | 20455 |
| December 22, 2025 | 21084 |
| January 4, 2026 | 21415 |
| January 17, 2026 | 21824 |
| January 30, 2026 | 22325 |
| February 12, 2026 | 22769 |
| February 25, 2026 | 23164 |
| March 10, 2026 | 23777 |
| March 23, 2026 | 24354 |
| April 5, 2026 | 24933 |
| April 18, 2026 | 25549 |
| May 1, 2026 | 26291 |
| May 14, 2026 | 27193 |
| May 27, 2026 | 27770 |
| June 9, 2026 | 28360 |
| June 22, 2026 | 29004 |
| July 4, 2026 | 29477 |
| July 20, 2026 | 30172 |
| August 2, 2026 | 30761 |
| August 15, 2026 | 31569 |
| August 28, 2026 | 32360 |
| September 10, 2026 | 35458 |
| September 23, 2026 | 36107 |
| October 6, 2026 | 36591 |
| October 19, 2026 | 37262 |
| November 1, 2026 | 38299 |
| November 14, 2026 | 38855 |
| Date | Stars |
|---|---|
| October 18, 2022 | 11 |
| November 24, 2022 | 47 |
| January 28, 2023 | 71 |
| February 13, 2023 | 144 |
| March 4, 2023 | 333 |
| March 19, 2023 | 407 |
| April 5, 2023 | 503 |
| April 20, 2023 | 749 |
| May 6, 2023 | 962 |
| May 21, 2023 | 1245 |
| June 9, 2023 | 1762 |
| June 25, 2023 | 2263 |
| July 10, 2023 | 2654 |
| July 26, 2023 | 3231 |
| August 10, 2023 | 4023 |
| August 26, 2023 | 4378 |
| September 10, 2023 | 4679 |
| September 26, 2023 | 4955 |
| October 12, 2023 | 5197 |
| October 27, 2023 | 5401 |
| November 12, 2023 | 5578 |
| November 27, 2023 | 5770 |
| December 13, 2023 | 5982 |
| December 28, 2023 | 6166 |
| January 13, 2024 | 6332 |
| January 28, 2024 | 6502 |
| February 13, 2024 | 6664 |
| February 28, 2024 | 6785 |
| March 15, 2024 | 6943 |
| March 31, 2024 | 7115 |
| April 18, 2024 | 7484 |
| May 4, 2024 | 7645 |
| May 19, 2024 | 7767 |
| June 4, 2024 | 7880 |
| June 19, 2024 | 7981 |
| July 5, 2024 | 8066 |
| July 21, 2024 | 8159 |
| August 5, 2024 | 8255 |
| August 21, 2024 | 8355 |
| September 6, 2024 | 8461 |
| September 23, 2024 | 8547 |
| October 8, 2024 | 8620 |
| October 25, 2024 | 8695 |
| November 9, 2024 | 8772 |
| November 25, 2024 | 8900 |
| December 12, 2024 | 9140 |
| December 28, 2024 | 9266 |
| January 15, 2025 | 9333 |
| January 30, 2025 | 9422 |
| February 15, 2025 | 9519 |
| March 5, 2025 | 9625 |
| March 21, 2025 | 9698 |
| April 6, 2025 | 9763 |
| April 22, 2025 | 9839 |
| May 8, 2025 | 9894 |
| May 23, 2025 | 9952 |
| June 8, 2025 | 9995 |
| June 23, 2025 | 10055 |
| July 9, 2025 | 10121 |
| July 24, 2025 | 10167 |
| August 9, 2025 | 10230 |
| August 27, 2025 | 10279 |
| September 12, 2025 | 10335 |
| September 29, 2025 | 10380 |
| October 16, 2025 | 10424 |
| November 3, 2025 | 10472 |
| November 18, 2025 | 10514 |
| December 5, 2025 | 10546 |
| December 24, 2025 | 10575 |
| January 18, 2026 | 10610 |
| February 12, 2026 | 10652 |
| March 1, 2026 | 10678 |
| March 19, 2026 | 10708 |
| April 7, 2026 | 10735 |
| May 6, 2026 | 10771 |
| June 1, 2026 | 10792 |
| July 3, 2026 | 10815 |
| July 27, 2026 | 10843 |
| September 24, 2026 | 10860 |
| November 12, 2026 | 10878 |
How each series was read
ollama/ollama
GitHub star history · Covers through November 14, 2026ggml-org/llama.cpp
GitHub star history · Covers through November 14, 2026vllm-project/vllm
GitHub star history · Covers through November 14, 2026sgl-project/sglang
GitHub star history · Covers through November 14, 2026huggingface/text-generation-inference
GitHub star history · Covers through November 14, 2026
Ranking
5 repositories
| # | Repository | Stars | +90d | First star | Health |
|---|---|---|---|---|---|
| 1 | ollama/ollama | 186,942 | ~9.8k | 2023 | debt charts |
| 2 | ggml-org/llama.cpp | 134,989 | ~12k | 2023 | debt charts |
| 3 | vllm-project/vllm | 96,915 | ~8.3k | 2023 | debt charts |
| 4 | sgl-project/sglang | 38,862 | ~7.3k | 2024 | debt charts |
| 5 | huggingface/text-generation-inference | 10,878 | ~31 | 2022 | debt charts |
Repository health compared
Live analysis · unavailable data stays labelled
Popularity is only one axis. Compare technical scale, maintenance cadence, ownership resilience and change pressure against the same completed analysis that sits behind each report.
Reach
Popularity and real-world adoption
| Signal | ollama/ollama | ggml-org/llama.cpp | vllm-project/vllm | sgl-project/sglang | huggingface/text-generation-inference |
|---|---|---|---|---|---|
| GitHub starsCurrent public GitHub metadata total. | Best result in this row: 186,942 | 134,989 | 96,915 | 38,862 | 10,878 |
| Stars gained · trailing 90dChange in the newest 90 days covered by each cached series. | +9,842 | Best result in this row: +12,075 | +8,261 | +7,286 | +31 |
| ForksCurrent public GitHub metadata total. | Reading… | Reading… | Reading… | Reading… | Reading… |
| Largest package audienceLargest resolved registry total; sources are shown explicitly. | Reading… | Reading… | Reading… | Reading… | Reading… |
| Repository ageElapsed years since the GitHub creation timestamp. | 3.4 years | 3.7 years | 3.8 years | 2.9 years | 4.1 years |
Codebase
Size and technical center of gravity
| Signal | ollama/ollama | ggml-org/llama.cpp | vllm-project/vllm | sgl-project/sglang | huggingface/text-generation-inference |
|---|---|---|---|---|---|
| Dominant languageLargest share of analyzed code lines at current HEAD. | Reading… | Reading… | Reading… | Reading… | Reading… |
| Code linesAnalyzed source lines at current HEAD, excluding blanks and comments. | Reading… | Reading… | Reading… | Reading… | Reading… |
| Languages representedLanguages with non-zero files or line counts. | Reading… | Reading… | Reading… | Reading… | Reading… |
Maintenance
Commit volume and recent operating cadence
| Signal | ollama/ollama | ggml-org/llama.cpp | vllm-project/vllm | sgl-project/sglang | huggingface/text-generation-inference |
|---|---|---|---|---|---|
| Repository commitsFull repository commit total reported by the analysis. | Reading… | Reading… | Reading… | Reading… | Reading… |
| Commits · trailing 90dCommit count in the newest 90 days covered by the repository analysis. | Reading… | Reading… | Reading… | Reading… | Reading… |
Ownership
How broadly maintenance responsibility is distributed
| Signal | ollama/ollama | ggml-org/llama.cpp | vllm-project/vllm | sgl-project/sglang | huggingface/text-generation-inference |
|---|---|---|---|---|---|
| Bus factorFewest analyzed contributors carrying at least half the commits. | Reading… | Reading… | Reading… | Reading… | Reading… |
| Top contributor concentrationShare of attributed commits carried by the most active contributor. | Reading… | Reading… | Reading… | Reading… | Reading… |
Change signals
Debt markers and fix pressure in frequently changed files
| Signal | ollama/ollama | ggml-org/llama.cpp | vllm-project/vllm | sgl-project/sglang | huggingface/text-generation-inference |
|---|---|---|---|---|---|
| Fix-labelled share · frequently changed filesFix-labelled commits divided by commits across the analyzed high-frequency file set. | Reading… | Reading… | Reading… | Reading… | Reading… |
| Recent TODO/FIXME movementLatest cumulative marker count and its change over the trailing 90 days. | Reading… | Reading… | Reading… | Reading… | Reading… |
Head to head
open in the builder- ggml-org/llama.cpp vs ollama/ollama
- ollama/ollama vs vllm-project/vllm
- ggml-org/llama.cpp vs vllm-project/vllm
- ollama/ollama vs sgl-project/sglang
- ggml-org/llama.cpp vs sgl-project/sglang
- huggingface/text-generation-inference vs ollama/ollama
- ggml-org/llama.cpp vs huggingface/text-generation-inference
- sgl-project/sglang vs vllm-project/vllm
- huggingface/text-generation-inference vs vllm-project/vllm
- huggingface/text-generation-inference vs sgl-project/sglang
Frequently asked
Which of these llm inference engines has the most GitHub stars?
ollama/ollama is the most-starred of the llm inference engines gitdebt compares, with 186,942 GitHub stars as of Nov 2026. It earned its first star in 2023.
Which of these llm inference engines is growing the fastest?
ggml-org/llama.cpp added the most stars over the last 90 days of its cached history — about 12,075 new stars, compared with about 9,842 for the category leader ollama/ollama. 90-day figures are approximate for older repos, whose history is downsampled.
How is this comparison computed?
The table ranks public repository metadata by current total stars. Each curve is that repository's stored star series — read from GitHub's own star history, or from an older stargazer-list or historical-data read until gitdebt reads it again — drawn on shared axes, with trailing 90-day growth estimated from it. The legend under the chart names each series' own source and coverage date. Repo-health charts come independently from each repository's commit history.
Related categories
all categories- Vector databasesQdrant, Milvus, Weaviate, Chroma, FAISS and pgvector.6
- AI coding toolsAider, Cline, Continue, OpenHands, Gemini CLI and Codex.6
- Open-source SQL databasesPostgres, MySQL, SQLite, MariaDB, CockroachDB, DuckDB, ClickHouse.7
- Terminals & multiplexersAlacritty, kitty, WezTerm, Ghostty, Zellij and tmux.7