cactus-compute/needle

Automation foundation model for tiny devices: 2-bit, 8-29 MB, tool calls, structured extraction and embeddings on phones, wearables, smart homes, robots, cars and microcontrollers.

Python★ 11,677+234 that day#11 on trendingB 70.2 health1.2% duplicated

Analyzed September 20, 2026 at fc5bae0 (main) with jscpd v5 in 0.6s.

B70.2/100

Project health10,111 lines of code (M)

Duplication88

1.1% in python, bash, javascript, perl

Dead code68

4.5%

Complexity58

43.5%

Most complex files

Dead code 4.52% unused · 13 findings

needle/playground/app.jsunused-file
needle/model/architecture.py:_parameter_pathunused-symbol
needle/model/run.py:_step_statsunused-symbol
needle/model/tokenizer.py:TOOLS_END_IDunused-export
needle/model/tokenizer.py:TOOLS_START_IDunused-export
needle/model/tokenizer.py:TOOL_CALL_END_IDunused-export
needle/model/tokenizer.py:TOOL_CALL_START_IDunused-export
needle/model/tokenizer.py:IM_END_IDunused-export
needle/model/tokenizer.py:IM_START_IDunused-export
needle/model/tokenizer.py:THINK_END_IDunused-export

66files

10,882lines

113,003tokens

12clones

131duplicated lines (1.2%)

1,426duplicated tokens (1.26%)

By format

Format	Files	Lines	Clones	Duplicated lines	Duplication
python	40	7,751	8	97	1.25%
markup	6	654	3	28	4.28%
css	1	513	1	6	1.17%
bash	11	817	0	0	0%
javascript	1	331	0	0	0%
txt	1	226	0	0	0%
yaml	2	174	0	0	0%
perl	1	168	0	0	0%
markdown	1	101	0	0	0%
text	1	101	0	0	0%

Largest clones

11 lines · 268 tokens markupassets/benchmarks.svg:231–241⇆assets/benchmarks.svg:284–294
10 lines · 237 tokens markupassets/benchmarks.svg:179–188⇆assets/benchmarks.svg:232–241
10 lines · 235 tokens markupassets/benchmarks.svg:126–135⇆assets/benchmarks.svg:179–188
16 lines · 86 tokens pythonneedle/environments/data_capture.py:117–132⇆needle/environments/kitchen_appliance.py:106–121
16 lines · 86 tokens pythonneedle/environments/data_capture.py:117–132⇆needle/environments/media_player.py:89–104
16 lines · 86 tokens pythonneedle/environments/data_capture.py:117–132⇆needle/environments/productivity.py:118–133
16 lines · 86 tokens pythonneedle/environments/data_capture.py:117–132⇆needle/environments/smart_home.py:124–139
16 lines · 86 tokens pythonneedle/environments/data_capture.py:117–132⇆needle/environments/wearable.py:96–111
8 lines · 76 tokens pythonneedle/__init__.py:111–118⇆needle/_worker.py:58–65
10 lines · 65 tokens pythontests/test_fetch.py:120–129⇆tests/test_fetch.py:142–151

Trending appearances

Day	Rank	Stars	Files	Lines	Clones	Duplication	Health	Commit
Sep 20, 2026	#11	11,677 (+234)	66	10,882	12	1.2%	B 70.2	`fc5bae0`

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