1 view

JustVugg/colibri

Run frontier MoE models on hardware you already own — pure C, zero deps, experts streamed from disk. Tiny engine, immense model. 🐦

C★ 35,849+873 that day#11 on trending

Analyzed September 18, 2026 at a8f2ca6 (main) with jscpd 5.4.0 in 15.5s. Code duplication went from 6.54% on Sep 11 to 6.37% on Sep 18.

6.37%duplicated code · 7,644 of 120,085 lines

606clones in code

227code files of 674 scanned

5.23%duplicated over all files · 900 clones

The code number leaves out tests, fixtures, docs, examples, data files, styles, translations and vendored code, and 2 generated files: c/qwen38_nfc_tables.h, c/tok_unicode.h.

Largest clones in the code

401 lines in 2 placesc4,187 tokens

c/deepseek_v4.c:2204–2604c/deepseek_v4.c:6688–7088

2204/* ---- begin include deepseek_v4_attention.c ---- */
2205#include "deepseek_v4_internal.h"
2206
2207#include <math.h>
2208#include <stdarg.h>
2209#include <stdint.h>
2210#include <stdio.h>
2211#include <stdlib.h>
2212#include <string.h>
2213

First 10 of 401 lines.

294 lines in 2 placesc2,898 tokens

c/deepseek_v4.c:3130–3423c/deepseek_v4.c:5898–6191

3130#include "deepseek_v4_internal.h"
3131
3132#include <math.h>
3133#include <stdarg.h>
3134#include <stdint.h>
3135#include <stdio.h>
3136#include <stdlib.h>
3137#include <string.h>
3138
3139#include "deepseek_v4_internal.h"

First 10 of 294 lines.

185 lines in 2 placesc1,910 tokens

c/deepseek_v4.c:601–785c/deepseek_v4.c:15349–15533

601#include <stdarg.h>
602#include <stdio.h>
603#include <stdlib.h>
604#include <string.h>
605
606static int set_error(char *error, size_t size, const char *format, ...) {
607    if (error && size) {
608        va_list arguments;
609        va_start(arguments, format);
610        vsnprintf(error, size, format, arguments);

First 10 of 185 lines.

7 more

141 lines in 2 placesc1,705 tokens
c/deepseek_v4.c:1834–1974 c/deepseek_v4.c:2296–2436
118 lines in 2 placesc1,704 tokens
c/deepseek_v4.c:7317–7434 c/deepseek_v4.c:14832–14949
91 lines in 2 placesc1,174 tokens
c/deepseek_v4.c:4007–4097 c/deepseek_v4.c:6482–6572
111 lines in 2 placesc1,092 tokens
c/deepseek_v4.c:2084–2194 c/deepseek_v4.c:2491–2601
106 lines in 2 placesc903 tokens
c/deepseek_v4.c:3454–3559 c/deepseek_v4.c:6309–6414
7 lines in 3 placesc450 tokens
c/colibri.c:11249–11255 c/olmoe.c:1612–1618 c/olmoe.c:1682–1688
45 lines in 2 placesc800 tokens
c/deepseek_v4.c:3963–4007 c/deepseek_v4.c:6438–6482

Largest clones over all files, tests and data included

401 lines in 2 placesc4,187 tokens

c/deepseek_v4.c:2204–2604c/deepseek_v4.c:6688–7088

2204/* ---- begin include deepseek_v4_attention.c ---- */
2205#include "deepseek_v4_internal.h"
2206
2207#include <math.h>
2208#include <stdarg.h>
2209#include <stdint.h>
2210#include <stdio.h>
2211#include <stdlib.h>
2212#include <string.h>
2213

First 10 of 401 lines.

294 lines in 2 placesc2,898 tokens

c/deepseek_v4.c:3130–3423c/deepseek_v4.c:5898–6191

3130#include "deepseek_v4_internal.h"
3131
3132#include <math.h>
3133#include <stdarg.h>
3134#include <stdint.h>
3135#include <stdio.h>
3136#include <stdlib.h>
3137#include <string.h>
3138
3139#include "deepseek_v4_internal.h"

First 10 of 294 lines.

185 lines in 2 placesc1,910 tokens

c/deepseek_v4.c:601–785c/deepseek_v4.c:15349–15533

601#include <stdarg.h>
602#include <stdio.h>
603#include <stdlib.h>
604#include <string.h>
605
606static int set_error(char *error, size_t size, const char *format, ...) {
607    if (error && size) {
608        va_list arguments;
609        va_start(arguments, format);
610        vsnprintf(error, size, format, arguments);

First 10 of 185 lines.

141 lines in 2 placesc1,705 tokens
c/deepseek_v4.c:1834–1974 c/deepseek_v4.c:2296–2436
118 lines in 2 placesc1,704 tokens
c/deepseek_v4.c:7317–7434 c/deepseek_v4.c:14832–14949

By format, code only

Format	Files	Lines	Clones	Duplicated lines	Duplication
c	23	61,533	457	6,261	10.18%
python	106	36,341	67	742	2.04%
c-header	63	17,231	63	507	2.94%
objectivec	1	2,039	18	128	6.28%
tsx	10	1,017	1	6	0.59%
bash	16	1,082	0	0	0%
typescript	6	522	0	0	0%
perl	1	174	0	0	0%
powershell	1	146	0	0	0%

By format, all files

Format	Files	Lines	Clones	Duplicated lines	Duplication
c	179	86,606	598	7,605	8.78%
python	204	61,951	170	1,996	3.22%
c-header	67	36,149	64	514	1.42%
objectivec	3	3,150	28	201	6.38%
yaml	8	1,774	12	114	6.43%
json	29	2,970	10	505	17%
markup	7	731	7	179	24.49%
bash	52	1,651	6	41	2.48%
markdown	63	15,049	2	12	0.08%
text	18	315	2	33	10.48%

Trending appearances

Day	Rank	Stars	Files	Lines	Clones	All files	Code	Health	Commit
Sep 18, 2026	#11	35,849 (+873)	674	214,273	900	5.23%	6.37%	—	`a8f2ca6`
Sep 17, 2026	#3	35,169 (+1,546)	674	214,273	900	5.23%	6.37%	—	`a8f2ca6`
Sep 16, 2026	#2	34,107 (+2,026)	674	214,273	900	5.23%	6.37%	—	`a8f2ca6`
Sep 15, 2026	#1	32,433 (+2,173)	674	214,273	900	5.23%	6.37%	—	`f028d26`
Sep 14, 2026	#1	30,246 (+868)	674	214,273	900	5.23%	6.37%	—	`f028d26`
Sep 11, 2026	#9	27,535 (+98)	626	198,119	812	5.18%	6.54%	—	`fd93c41`

Want this for your own project? Install jscpd and run jscpd ., or measure it the way the baselines were measured.