2.9

Adjusted Signal

2.9

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

5.8K

Stars

Language

1.2M

Lines of Code

7.4K

Files

3.4K

Pattern Hits

2026-10-31

Scan Date

0.00

HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 12.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 3318 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.3/100 · LOW

Are imports declared and package/API names verified? 20 finding(s).

Agent Over-Engineering Ratio 1.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 195 finding(s).

PR Review Velocity Impact 13.8/100 · LOW

Which changes need focused human review? 3363 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 3HIGH 10MEDIUM 20LOW 3330

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 3363 distinct pattern matches across 20 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Over-Commented Block3095 hits · 2948 pts

Severity	File	Line	Snippet	Context
LOW	features.yaml	1	%YAML 1.2	COMMENT
LOW	release-notes.txt	13041	Known issues	COMMENT
LOW	release-notes.txt	13061	#12943: driver/mrf24j40: blocks shell input with auto_init_gnrc_netif	COMMENT
LOW	release-notes.txt	13081	#10370: gomach: Resetting netif with cli doesn't return	COMMENT
LOW	release-notes.txt	13101	Timer related issues (15)	COMMENT
LOW	release-notes.txt	13121	Drivers related issues (15)	COMMENT
LOW	release-notes.txt	13141		COMMENT
LOW	release-notes.txt	13161	#13606: gcoap/esp8266: Stack overflow with gcoap example	COMMENT
LOW	release-notes.txt	13181	#12771: dist/tools/cppcheck/cppchck.sh: errors when running with Cppcheck 1.89	COMMENT
LOW	release-notes.txt	13201	#16281: esp8266: Hangs when erasing spi sector on mtd0 if using esp_wifi	COMMENT
LOW	release-notes.txt	13221	#14929: cpu/sam0: flashpage write / read cycle produces different results	COMMENT
LOW	release-notes.txt	13241	#12732: tests: some tests don't work with `newlib` lock functions.	COMMENT
LOW	release-notes.txt	13261	#2346: Tracker: Reduce scope on unintended COMMON variables	COMMENT
LOW	release-notes.txt	13681	============	COMMENT
LOW	release-notes.txt	13701	#12210: stale border router does not get replaced	COMMENT
LOW	release-notes.txt	13721	#8199: gcoap example request on tap I/F fails with NIB issue	COMMENT
LOW	release-notes.txt	13741	#10510: xtimer_set_msg: crash when using same message for 2 timers	COMMENT
LOW	release-notes.txt	13761	#14424: adc is not a ADC-Driver but a analog pin abstraction	COMMENT
LOW	release-notes.txt	13781	#495: native not float safe	COMMENT
LOW	release-notes.txt	13801	#10258: Incorrect default $PORT building for esp32-wroom-32 on macOS	COMMENT
LOW	release-notes.txt	13821	image	COMMENT
LOW	release-notes.txt	13841	#14578: tests/cpp11_*: failing on i-nucleo-lrwan1	COMMENT
LOW	release-notes.txt	13861	#12105: [TRACKING] sys/shell refactoring.	COMMENT
LOW	release-notes.txt	13881		COMMENT
LOW	release-notes.txt	14201		COMMENT
LOW	release-notes.txt	14221	#11860: send data with UDP at 10HZ, the program die	COMMENT
LOW	release-notes.txt	14241	#7474: 6lo gnrc fragmentation expects driver to block on TX	COMMENT
LOW	release-notes.txt	14261	time.	COMMENT
LOW	release-notes.txt	14281	#13079: drivers/srf04: incorrect values on ATmega based platforms	COMMENT
LOW	release-notes.txt	14301	#14728: stm32f7: Large performance difference between stm32f746 and stm32f767	COMMENT
LOW	release-notes.txt	14321	CS	COMMENT
LOW	release-notes.txt	14341	#4053: macros: RIOT_FILE_RELATIVE printing wrong file name for headers	COMMENT
LOW	release-notes.txt	14361	#13541: Order of auto_init functions	COMMENT
LOW	release-notes.txt	14381	10	COMMENT
LOW	release-notes.txt	14401	#15171: Failed assertion when using gnrc_minimal with SLIP	COMMENT
LOW	release-notes.txt	14421	#14752: Return value of gnrc_netif_ipv6_addr_idx is not checked for negative	COMMENT
LOW	release-notes.txt	15001	#13745: ethos: Unable to choose global source address.	COMMENT
LOW	release-notes.txt	15021	#11405: nrfmin: communication not possible after multicast ping with no interval	COMMENT
LOW	release-notes.txt	15041	#7474: 6lo gnrc fragmentation expects driver to block on TX	COMMENT
LOW	release-notes.txt	15061	#10073: xtimer_usleep wrong delay time	COMMENT
LOW	release-notes.txt	15081	#13444: Potential security and safety race conditions on attached devices	COMMENT
LOW	release-notes.txt	15101	#14572: tests/mpu_noexec_ram: fails on i-nucleo-lrwan1	COMMENT
LOW	release-notes.txt	15121	#6567: periph/spi: Switching between CPOL=0,1 problems on Kinetis with software	COMMENT
LOW	release-notes.txt	15141	#6120: Windows AVR Mega development makefile Error	COMMENT
LOW	release-notes.txt	15161	#13277: Y2038 tracking issue / strategy	COMMENT
LOW	release-notes.txt	15181	#9371: assert: c99 static_assert macro doesn't function for multiple	COMMENT
LOW	release-notes.txt	15201	current page	COMMENT
LOW	release-notes.txt	15221	#12909: Bug: Unexpected behavior with xtimer_periodic_wakeup() for large periods	COMMENT
LOW	release-notes.txt	15801	#13496: cpu/stm32/eth, board/nucleo-f767z1: ethernet buffering issue (ping >1s)	COMMENT
LOW	release-notes.txt	15821	#11212: POSIX sockets + lwIP: bad file descriptor	COMMENT
LOW	release-notes.txt	15841	configured prefix	COMMENT
LOW	release-notes.txt	15861	#11523: xtimer_periodic_wakeup crashing at high frequencies on frdm-kw41z	COMMENT
LOW	release-notes.txt	15881	#13444: Potential security and safety race conditions on attached devices	COMMENT
LOW	release-notes.txt	15901	#13606: gcoap/esp8266: Stack overflow with gcoap example	COMMENT
LOW	release-notes.txt	15921	LTO	COMMENT
LOW	release-notes.txt	15941	Other issues (30)	COMMENT
LOW	release-notes.txt	15961	#10121: RIOT cannot compile with the latest version of macOS (10.14) and Xcode	COMMENT
LOW	release-notes.txt	15981	Fixed Issues since the last release (2020.01)	COMMENT
LOW	release-notes.txt	16521	packet buffer	COMMENT
LOW	release-notes.txt	16541	#9709: examples: failed assertion in dtls-echo example	COMMENT
3035 more matches not shown…

Hyper-Verbose Identifiers167 hits · 170 pts

Severity	File	Line	Snippet	Context
LOW	tests/net/emcute/tests-as-root/01-run.py	259	def receive_unexpected_parameters(self, pkt, args):	CODE
LOW⚡	tests/net/gnrc_sock_dns/tests-with-config/01-run.py	199	def test_bad_compressed_message_query(child):	CODE
LOW⚡	tests/net/gnrc_sock_dns/tests-with-config/01-run.py	205	def test_bad_compressed_message_answer(child):	CODE
LOW⚡	tests/net/gnrc_sock_dns/tests-with-config/01-run.py	213	def test_malformed_hostname_query(child):	CODE
LOW⚡	tests/net/gnrc_sock_dns/tests-with-config/01-run.py	222	def test_malformed_hostname_answer(child):	CODE
LOW	tests/net/gnrc_ipv6_ext/tests-as-root/01-run.py	50	def test_empty_hop_by_hop_opt_wo_register(child, iface, hw_dst, ll_dst, ll_src):	CODE
LOW	tests/net/gnrc_ipv6_ext/tests-as-root/01-run.py	57	def test_empty_hop_by_hop_opt_w_register(child, iface, hw_dst, ll_dst, ll_src):	CODE
LOW	tests/net/gnrc_ipv6_ext/tests-as-root/01-run.py	76	def test_empty_duplicate_hop_by_hop_opt(child, iface, hw_dst, ll_dst, ll_src):	CODE
LOW	tests/net/gnrc_ipv6_ext/tests-as-root/01-run.py	89	def test_empty_non_first_hop_by_hop_opt(child, iface, hw_dst, ll_dst, ll_src):	CODE
LOW	tests/net/gnrc_ipv6_ext/tests-as-root/01-run.py	103	def test_empty_duplicate_non_first_hop_by_hop_opt(child, iface, hw_dst, ll_dst,	CODE
LOW	tests/net/gnrc_ipv6_ext/tests-as-root/01-run.py	119	def test_empty_routing_header_wo_register(child, iface, hw_dst, ll_dst, ll_src):	CODE
LOW	tests/net/gnrc_ipv6_ext/tests-as-root/01-run.py	126	def test_empty_routing_header_w_register(child, iface, hw_dst, ll_dst, ll_src):	CODE
LOW	tests/net/gnrc_ipv6_ext/tests-as-root/01-run.py	145	def test_empty_fragment_header_wo_register(child, iface, hw_dst, ll_dst, ll_src):	CODE
LOW	tests/net/gnrc_ipv6_ext/tests-as-root/01-run.py	152	def test_empty_fragment_header_w_register(child, iface, hw_dst, ll_dst, ll_src):	CODE
LOW	tests/net/gnrc_ipv6_ext/tests-as-root/01-run.py	171	def test_empty_dest_opt_wo_register(child, iface, hw_dst, ll_dst, ll_src):	CODE
LOW	tests/net/gnrc_ipv6_ext/tests-as-root/01-run.py	178	def test_empty_dest_opt_w_register(child, iface, hw_dst, ll_dst, ll_src):	CODE
LOW	tests/net/gcoap_fileserver/tests/01-run.py	68	def first_netif_and_addr_by_scope(ifconfig_out, scope):	CODE
LOW	…t/gnrc_dhcpv6_client_stateless/tests-as-root/01-run.py	97	def build_router_advertise_header():	CODE
LOW	tests/net/gnrc_sock_tcp/tests-as-root/01-run.py	15	def test_connection_lifecycle_as_client(child):	CODE
LOW	tests/net/gnrc_sock_tcp/tests-as-root/01-run.py	41	def test_connection_lifecycle_as_server(child):	CODE
LOW	tests/net/gnrc_sock_tcp/tests-as-root/01-run.py	71	def test_send_data_from_riot_to_host(child):	CODE
LOW	tests/net/gnrc_sock_tcp/tests-as-root/01-run.py	90	def test_send_data_from_host_to_riot(child):	CODE
LOW	tests/net/gnrc_sock_tcp/tests-as-root/01-run.py	108	def test_connection_listen_accept_cycle(child, iterations=10):	CODE
LOW	tests/net/gnrc_dhcpv6_relay/tests-as-root/01-run.py	151	def assert_legal_relay_forward(self, pkt, exp_hopcount):	CODE
LOW	tests/net/gnrc_dhcpv6_relay/tests-as-root/01-run.py	179	def assert_relayed_reply_pkt_w_trid(self, pkt, exp_rpkt):	CODE
LOW	tests/net/gnrc_rpl_srh/tests-as-root/01-run.py	216	def test_multiple_addrs_of_mine_uncomp(child, iface, hw_dst, ll_dst, ll_src):	CODE
LOW	tests/net/gnrc_rpl_srh/tests-as-root/01-run.py	260	def test_forward_uncomp_not_first_ext_hdr(child, iface, hw_dst, ll_dst, ll_src):	CODE
LOW	tests/net/gnrc_rpl/tests/01-run.py	68	def first_netif_and_addr_by_scope(ifconfig_out, scope):	CODE
LOW	tests/net/gnrc_ipv6_ext_opt/tests-as-root/01-run.py	73	def test_empty_hop_by_hop_opt_wo_register(child, iface, hw_dst, ll_dst, ll_src):	CODE
LOW	tests/net/gnrc_ipv6_ext_opt/tests-as-root/01-run.py	80	def test_empty_hop_by_hop_opt_w_register(child, iface, hw_dst, ll_dst, ll_src):	CODE
LOW	tests/net/gnrc_ipv6_ext_opt/tests-as-root/01-run.py	99	def test_empty_hop_by_hop_opt_large_hdr_len(child, iface, hw_dst, ll_dst,	CODE
LOW	tests/net/gnrc_ipv6_ext_opt/tests-as-root/01-run.py	111	def test_empty_duplicate_hop_by_hop_opt(child, iface, hw_dst, ll_dst, ll_src):	CODE
LOW	tests/net/gnrc_ipv6_ext_opt/tests-as-root/01-run.py	124	def test_empty_non_first_hop_by_hop_opt(child, iface, hw_dst, ll_dst, ll_src):	CODE
LOW	tests/net/gnrc_ipv6_ext_opt/tests-as-root/01-run.py	138	def test_empty_duplicate_non_first_hop_by_hop_opt(child, iface, hw_dst, ll_dst,	CODE
LOW	tests/net/gnrc_ipv6_ext_opt/tests-as-root/01-run.py	191	def test_hop_by_hop_opt_broken_padn(child, iface, hw_dst, ll_dst, ll_src):	CODE
LOW	tests/net/gnrc_ipv6_ext_opt/tests-as-root/01-run.py	211	def test_hop_by_hop_opt_skip_unknown(child, iface, hw_dst, ll_dst, ll_src):	CODE
LOW	tests/net/gnrc_ipv6_ext_opt/tests-as-root/01-run.py	442	def test_empty_dst_opt_wo_register(child, iface, hw_dst, ll_dst, ll_src):	CODE
LOW	tests/net/gnrc_ipv6_ext_opt/tests-as-root/01-run.py	449	def test_empty_dst_opt_w_register(child, iface, hw_dst, ll_dst, ll_src):	CODE
LOW	tests/net/gnrc_ipv6_ext_opt/tests-as-root/01-run.py	468	def test_empty_dst_opt_large_hdr_len(child, iface, hw_dst, ll_dst, ll_src):	CODE
LOW	…t/gnrc_sixlowpan_frag_sfr_congure_impl/tests/01-run.py	71	def first_netif_and_addr_by_scope(ifconfig_out, scope):	CODE
LOW	tests/net/gnrc_tcp/tests-as-root/01-run.py	24	def test_connection_lifecycle_as_client(child):	CODE
LOW	tests/net/gnrc_tcp/tests-as-root/01-run.py	36	def test_connection_lifecycle_as_server(child):	CODE
LOW	tests/net/gnrc_tcp/tests-as-root/01-run.py	48	def test_gnrc_tcp_listen_tcb_discards_unread_data_on_reuse(child):	CODE
LOW	tests/net/gnrc_tcp/tests-as-root/01-run.py	85	def test_gnrc_tcp_listen_tcb_accepts_after_rst_in_syn_rcvd(child):	CODE
LOW	tests/net/gnrc_tcp/tests-as-root/01-run.py	146	def test_gnrc_tcp_listen_tcb_accepts_after_syn_in_syn_rcvd(child):	CODE
LOW	tests/net/gnrc_tcp/tests-as-root/01-run.py	207	def test_send_data_from_riot_to_host(child):	CODE
LOW	tests/net/gnrc_tcp/tests-as-root/01-run.py	226	def test_send_data_from_host_to_riot(child):	CODE
LOW	tests/net/gnrc_tcp/tests-as-root/01-run.py	244	def test_gnrc_tcp_garbage_packets_short_payload(child):	CODE
LOW	tests/net/gnrc_tcp/tests-as-root/01-run.py	274	def test_gnrc_tcp_garbage_packets_short_header(child):	CODE
LOW	tests/net/gnrc_tcp/tests-as-root/01-run.py	308	def test_gnrc_tcp_garbage_packets_ack_instead_of_sym(child):	CODE
LOW	tests/net/gnrc_tcp/tests-as-root/01-run.py	354	def test_gnrc_tcp_garbage_packets_option_parsing(child):	CODE
LOW	tests/net/gnrc_tcp/tests-as-root/01-run.py	385	def test_gnrc_tcp_recv_behavior_on_closed_connection(child):	CODE
LOW	tests/net/gnrc_tcp/tests-as-root/01-run.py	422	def test_gnrc_tcp_recv_behavior_on_zero_length_buffer_size(child):	CODE
LOW	tests/net/gnrc_tcp/tests-as-root/01-run.py	448	def test_gnrc_tcp_send_behavior_on_zero_length_buffer_size(child):	CODE
LOW	tests/net/gnrc_tcp/tests-as-root/01-run.py	474	def test_gnrc_tcp_ep_from_str(child):	CODE
LOW	tests/net/gnrc_tcp/tests-as-root/01-run.py	818	def test_connection_listen_accept_cycle(child, iterations=10):	CODE
LOW	tests/net/gnrc_tcp/tests-as-root/helpers.py	214	def _write_data_to_internal_buffer(self, data):	CODE
LOW	tests/net/gnrc_tcp/tests-as-root/helpers.py	224	def _read_data_from_internal_buffer(self, bytes_to_read):	CODE
LOW	tests/net/gnrc_ipv6_ext_frag/tests-as-root/01-run.py	112	def test_reass_successful_udp(child, iface, hw_dst, ll_dst, ll_src):	CODE
LOW⚡	tests/net/gnrc_ipv6_ext_frag/tests-as-root/01-run.py	142	def test_reass_too_short_header(child, iface, hw_dst, ll_dst, ll_src):	CODE
107 more matches not shown…

Hallucination Indicators3 hits · 40 pts

Severity	File	Line	Snippet	Context
CRITICAL⚡	doc/doxygen/src/js/jquery-ui.min.js	6	(function(t){"function"==typeof define&&define.amd?define(["jquery"],t):t(jQuery)})(function(t){function e(t){for(var e=	CODE
CRITICAL⚡	doc/doxygen/src/js/jquery-ui.min.js	9	}},_updateDatepicker:function(e){this.maxRows=4,m=e,e.dpDiv.empty().append(this._generateHTML(e)),this._attachHandlers(e	CODE
CRITICAL	doc/doxygen/src/js/jquery.min.js	4	marginLeft:0},function(){return a.getBoundingClientRect().left}):0))+"px":void 0}),n.each({margin:"",padding:"",border:"	CODE

Self-Referential Comments12 hits · 36 pts

Severity	File	Line	Snippet	Context
MEDIUM	sys/include/stdio_nimble.h	124	* ### Create a virtual port and mount it on /tmp/dev_riot_ble	COMMENT
MEDIUM	sys/include/psa_crypto/psa/crypto.h	222	* -# Initialize the operation object with one of the methods described in the	COMMENT
MEDIUM	sys/include/psa_crypto/psa/crypto.h	283	* -# Initialize the operation object with one of the methods described in the	COMMENT
MEDIUM	sys/include/psa_crypto/psa/crypto.h	996	* -# Initialize the operation object with one of the methods described in the	COMMENT
MEDIUM	sys/include/psa_crypto/psa/crypto.h	1120	* -# Initialize the operation object with one of the methods described in the	COMMENT
MEDIUM	sys/include/psa_crypto/psa/crypto.h	2303	* -# Initialize the operation object with one of the methods described in the	COMMENT
MEDIUM	sys/include/psa_crypto/psa/crypto.h	3469	* -# Initialize the operation object with one of the methods described in the	COMMENT
MEDIUM	sys/include/psa_crypto/psa/crypto.h	3643	* -# Initialize the operation object with one of the methods described in the	COMMENT
MEDIUM	sys/include/net/gcoap.h	61	* ### Creating a response ###	COMMENT
MEDIUM	sys/include/net/gcoap.h	110	* ### Creating a request ###	COMMENT
MEDIUM	sys/include/net/gcoap.h	171	* ### Creating a notification ###	COMMENT
MEDIUM	sys/include/net/nanocoap_sock.h	101	* # Create a Block-wise Response (Block2)	COMMENT

Slop Phrases15 hits · 21 pts

Severity	File	Line	Snippet	Context
LOW	cpu/stm32/include/periph/f1/periph_cpu.h	71	* The MODE1 to MODE7 fields have the same values. Don't forget to shift the	COMMENT
LOW	cpu/stm32/include/periph/f1/periph_cpu.h	88	* The CNF1 to CNF7 fields have the same values. Don't forget to shift the	COMMENT
LOW	tests/drivers/ph_oem/main.c	151	/* Don't forget to provide temperature compensation for the calibration */	COMMENT
MEDIUM	tests/sys/congure_reno/tests/01-run.py	437	> where, as discussed above, FlightSize is the amount of outstanding	STRING
LOW	sys/shell_lock/shell_lock.c	185	"IMPORTANT: Don't forget to lock the shell after usage, "	CODE
LOW	sys/include/stdio_semihosting.h	26	* debugger. Don't forget to disable the Semihosting module or replace it with	COMMENT
LOW	sys/include/hashes/md5.h	78	* also calculates the final MD5 result. Don't forget to free an allocated	COMMENT
LOW	sys/include/net/sock/tcp.h	83	* Above you see a simple TCP echo server. Don't forget to also	COMMENT
LOW	sys/include/net/sock/tcp.h	232	* Above you see a simple TCP echo client. Again: Don't forget to also	COMMENT
LOW	sys/include/net/sock/ip.h	59	* Above you see a simple IPv6 server. Don't forget to also	COMMENT
LOW	sys/include/net/sock/ip.h	196	* Again: Don't forget to also [include][include-link] the IPv6 module	COMMENT
LOW	sys/include/net/sock/udp.h	60	* Above you see a simple UDP echo server. Don't forget to also	COMMENT
LOW	sys/include/net/sock/udp.h	193	* Again: Don't forget to also [include][include-link] the IPv6 module	COMMENT
LOW	sys/include/net/sock/async/event.h	81	* Above you see a simple UDP echo server using @ref sys_event. Don't forget to	COMMENT
LOW	sys/ztimer/core.c	523	" Once you've finished don't forget to call ztimer_release().\n");	CODE

Empty Error Handlers3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	tests/build_system/test_tools/tests/01-run.py	24	except pexpect.TIMEOUT:	CODE
HIGH	tests/riotboot_flashwrite/tests-with-config/01-run.py	83	except subprocess.CalledProcessError:	CODE
HIGH	…mples/advanced/suit_update/tests-with-config/01-run.py	125	except subprocess.CalledProcessError:	CODE

Cross-File Repetition3 hits · 15 pts

Severity	File	Snippet	Context
HIGH	tests/pkg/emlearn/generate_digit.py	generate a binary file from a sample image of the mnist dataset. pixel of the sample are stored as float32, images have	STRING
HIGH	tests/pkg/utensor/generate_digit.py	generate a binary file from a sample image of the mnist dataset. pixel of the sample are stored as float32, images have	STRING
HIGH	…/tflite-micro/external_modules/mnist/generate_digit.py	generate a binary file from a sample image of the mnist dataset. pixel of the sample are stored as float32, images have	STRING

Excessive Try-Catch Wrapping13 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	tests/net/gnrc_sock_dns/tests-with-config/01-run.py	290	except Exception as e:	CODE
LOW	tests/net/gnrc_ipv6_ext/tests-as-root/01-run.py	607	except Exception as e:	CODE
LOW	tests/net/gnrc_rpl_srh/tests-as-root/01-run.py	343	except Exception as e:	CODE
LOW	tests/net/gnrc_ipv6_ext_opt/tests-as-root/01-run.py	581	except Exception as e:	CODE
LOW	tests/net/gnrc_ipv6_ext_frag/tests-as-root/01-run.py	397	except Exception as e:	CODE
LOW	tests/net/gnrc_ipv6_ext_frag/tests-as-root/01-run.py	454	except Exception as e:	CODE
LOW	tests/sys/fido2_ctap_hid/reset.py	14	except Exception:	CODE
LOW	tests/sys/fido2_ctap_hid/reset.py	22	except Exception as e:	CODE
LOW	tests/pkg/semtech-loramac/tests-with-config/01-run.py	171	except Exception as e:	CODE
LOW	tests/pkg/libfixmath/do-test.py	88	except Exception as exc:	CODE
LOW	…mples/advanced/suit_update/tests-with-config/01-run.py	240	except Exception as e:	CODE
LOW	…mples/advanced/suit_update/tests-with-config/01-run.py	258	except Exception as e:	CODE
LOW	examples/networking/coap/unicoap_server/client.py	151	except Exception as e:	CODE

Decorative Section Separators6 hits · 13 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/net/gnrc_sixlowpan/tests/01-run.py	31	# ===============================	COMMENT
MEDIUM	tests/drivers/sx1280/README.md	31	2022-05-09 10:27:13,731 # ---------------------------------------	CODE
MEDIUM	tests/drivers/sx1280/README.md	139	2022-04-28 16:27:23,066 # ---------------------------------------	CODE
MEDIUM	tests/periph/gpio_arduino/README.md	52	2018-08-06 09:00:38,424 - INFO # ---------------------------------------	CODE
MEDIUM	examples/networking/misc/posix_sockets/README.md	40	2015-09-22 14:54:54,444 - INFO # ---------------------------------------	CODE
MEDIUM	examples/basic/default/README.md	44	2015-09-16 16:57:17,726 - INFO # ---------------------------------------	CODE

Fake / Example Data12 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	tests/net/ieee802154_submac/main.c	74	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Etiam ornare" \	CODE
LOW	tests/net/ieee802154_submac/main.c	74	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Etiam ornare" \	CODE
LOW	tests/net/ieee802154_hal/main.c	347	uint8_t payload[] = "Lorem ipsum dolor sit amet, consectetur adipiscing elit. "	CODE
LOW	tests/net/ieee802154_hal/main.c	347	uint8_t payload[] = "Lorem ipsum dolor sit amet, consectetur adipiscing elit. "	CODE
LOW	tests/unittests/tests-uri_parser/tests-uri_parser.c	385	.input_uri = "coap://user@example.org",	CODE
LOW	tests/pkg/lz4/main.c	30	static const char* const src = "Lorem ipsum dolor sit amet, consectetur "	CODE
LOW	tests/pkg/lz4/main.c	30	static const char* const src = "Lorem ipsum dolor sit amet, consectetur "	CODE
LOW	tests/pkg/lz4/tests/01-run.py	17	"Lorem ipsum dolor sit amet, consectetur "	CODE
LOW	tests/pkg/lz4/tests/01-run.py	17	"Lorem ipsum dolor sit amet, consectetur "	CODE
LOW	tests/pkg/uzlib/main.c	36	static const char *message = "Lorem ipsum dolor sit amet, consectetur "	CODE
LOW	tests/pkg/uzlib/main.c	36	static const char *message = "Lorem ipsum dolor sit amet, consectetur "	CODE
LOW⚡	doc/doxygen/src/js/jquery-ui.min.js	6	(function(t){"function"==typeof define&&define.amd?define(["jquery"],t):t(jQuery)})(function(t){function e(t){for(var e=	CODE

Deep Nesting11 hits · 11 pts

Severity	File	Line	Context
LOW	tests/net/gnrc_sock_tcp/tests-as-root/01-run.py	108	CODE
LOW	…ts/net/gnrc_dhcpv6_client_6lbr/tests-as-root/01-run.py	50	CODE
LOW	tests/net/gnrc_tcp/tests-as-root/01-run.py	781	CODE
LOW	tests/net/gnrc_tcp/tests-as-root/01-run.py	818	CODE
LOW	tests/sys/ssp/tests/01-run.py	13	CODE
LOW	tests/sys/xtimer_usleep/tests/01-run.py	23	CODE
LOW	tests/sys/atomic_utils/tests/01-run.py	12	CODE
LOW	tests/pkg/libfixmath/do-test.py	51	CODE
LOW	examples/networking/misc/sniffer/tools/sniffer.py	56	CODE
LOW	…es/networking/misc/spectrum-scanner/tools/plot_rssi.py	21	CODE
LOW	doc/doxygen/generate-changelog.py	14	CODE

Cross-Language Confusion2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	tests/core/thread_flags/tests/01-run.py	12	child.expect_exact("thread(): waiting for 0x1 \|\| 0x64...")	CODE
HIGH	tests/core/thread_flags/tests/01-run.py	15	child.expect_exact("thread(): waiting for 0x2 && 0x4...")	CODE

Structural Annotation Overuse6 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	doc/guides/c_tutorials/timers.md	17	## Step 1: Using Timers	COMMENT
LOW	doc/guides/c_tutorials/timers.md	53	## Step 2: Creating a Callback	COMMENT
LOW	doc/guides/c_tutorials/timers.md	79	## Step 3: Scheduling the Timer	COMMENT
LOW	doc/guides/c_tutorials/timers.md	105	## Step 4: Running the Program	COMMENT
LOW	doc/guides/c_tutorials/shell.md	15	## Step 1: Using the Shell	COMMENT
LOW	doc/guides/c_tutorials/shell.md	72	## Step 2: Creating Custom Shell Commands	COMMENT

Redundant / Tautological Comments5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	tests/net/gnrc_sock_tcp/tests-as-root/helpers.py	58	# Check if given tap device is part of a network bridge	COMMENT
LOW	tests/net/gnrc_tcp/tests-as-root/01-run.py	323	# Check if debug output is enabled. Send fewer packets on if it is disabled	COMMENT
LOW	tests/net/gnrc_tcp/tests-as-root/helpers.py	58	# Check if given tap device is part of a network bridge	COMMENT
LOW	tests/riotboot/tests/01-run.py	43	# Check if it's running on the expected slot	COMMENT
LOW	tests/pkg/semtech-loramac/tests-with-config/01-run.py	56	# Check if eeprom is supported	COMMENT

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	tests/net/gnrc_sixlowpan/tests/01-run.py	1775	# Partly generated by Copilot	COMMENT

Cross-Language Confusion (JS/TS)1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	examples/lang_support/community/javascript/main.js	1	print("Hello from JerryScript!");	CODE

AI Slop Vocabulary2 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	.cargo/config.toml	5	# Cargo.toml, copy this file over, or just use the released versions.	COMMENT
MEDIUM	sys/include/ztimer.h	71	* # ztimer best practices	COMMENT

AI Structural Patterns3 hits · 3 pts

Severity	File	Line	Context
LOW	tests/net/emcute/tests-as-root/01-run.py	63	CODE
LOW	…sts/net/gnrc_dhcpv6_client/tests-with-config/01-run.py	68	CODE
LOW	…sts/net/gnrc_dhcpv6_client/tests-with-config/01-run.py	75	CODE

Unused Imports2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	examples/networking/misc/sniffer/tools/sniffer.py	12		CODE
LOW	doc/doxygen/generate-changelog.py	9		CODE

Verbosity Indicators1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	pkg/lwip/contrib/sock/lwip_sock.c	528	/* XXX lwIP's API is very inconsistent here so we need to check if addr	COMMENT

RIOT-OS/RIOT

Open-Source Code Quality, Security and Technical Debt Review