markqvist/Reticulum

16.0

Adjusted Score

16.0

Raw Score

100%

Time Factor

2026-07-26

Last Push

6.5K

Stars

Python

Language

104.1K

Lines of Code

198

Files

1.7K

Pattern Hits

2026-08-02

Scan Date

0.03

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.

No multi-scan history yet — run the scanner again to build trend data.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 0HIGH 5MEDIUM 146LOW 1542

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 1693 distinct pattern matches across 16 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Excessive Try-Catch Wrapping792 hits · 822 pts

Severity	File	Line	Snippet	Context
LOW	tests/link.py	40	except Exception as e:	CODE
LOW	tests/link.py	840	except Exception as e:	CODE
MEDIUM	tests/link.py	841	print("Error: "+str(e))	CODE
LOW	docs/clean_md.py	90	except Exception as e:	CODE
MEDIUM	docs/clean_md.py	91	print(f"Error processing {filepath}: {e}", file=sys.stderr)	CODE
MEDIUM	docs/clean_md.py	112	print(f"Error: '{directory}' is not a valid directory", file=sys.stderr)	CODE
MEDIUM	docs/clean_md.py	76	def process_file(filepath, start_patterns, any_patterns):	CODE
MEDIUM	docs/markdown/examples.md	3218	def read_loop(self):	CODE
LOW	docs/markdown/examples.md	554	except Exception as e:	CODE
LOW	docs/markdown/examples.md	960	except Exception as e:	CODE
LOW	docs/markdown/examples.md	1278	except Exception as e:	CODE
LOW	docs/markdown/examples.md	1567	except Exception as e:	CODE
LOW	docs/markdown/examples.md	1961	except Exception as e:	CODE
LOW	docs/markdown/examples.md	2287	except Exception as e:	CODE
LOW	docs/markdown/examples.md	2533	except Exception as e:	CODE
LOW	docs/markdown/examples.md	2550	except Exception as e:	CODE
LOW	docs/markdown/examples.md	3143	except Exception as e:	CODE
LOW	docs/markdown/examples.md	3256	except Exception as e:	CODE
LOW	docs/markdown/examples.md	3279	except Exception as e:	CODE
LOW	Examples/Link.py	198	except Exception as e:	CODE
LOW	Examples/Channel.py	292	except Exception as e:	CODE
LOW	Examples/Request.py	189	except Exception as e:	CODE
LOW⚡	Examples/Resource.py	206	except Exception as e:	CODE
LOW	Examples/Filetransfer.py	141	except Exception as e:	CODE
LOW	Examples/Filetransfer.py	158	except Exception as e:	CODE
LOW	Examples/Ratchets.py	139	except Exception as e:	CODE
LOW	Examples/ExampleInterface.py	142	except Exception as e:	CODE
LOW	Examples/ExampleInterface.py	256	except Exception as e:	CODE
LOW	Examples/ExampleInterface.py	279	except Exception as e:	CODE
MEDIUM	Examples/ExampleInterface.py	218	def read_loop(self):	CODE
LOW	Examples/Buffer.py	225	except Exception as e:	CODE
LOW	Examples/Identify.py	219	except Exception as e:	CODE
LOW	Examples/Echo.py	131	except Exception as e:	CODE
MEDIUM	RNS/Link.py	391	def validate_proof(self, packet):	CODE
MEDIUM	RNS/Link.py	516	def rtt_packet(self, packet):	CODE
MEDIUM	RNS/Link.py	674	def teardown_packet(self, packet):	CODE
MEDIUM	RNS/Link.py	1161	def encrypt(self, plaintext):	CODE
MEDIUM	RNS/Link.py	1175	def decrypt(self, ciphertext):	CODE
MEDIUM	RNS/Link.py	1187	def validate(self, signature, message):	CODE
LOW⚡	RNS/Link.py	1165	except Exception as e:	CODE
LOW⚡	RNS/Link.py	1171	except Exception as e:	CODE
LOW⚡	RNS/Link.py	1180	except Exception as e:	CODE
LOW⚡	RNS/Link.py	1400	except Exception as e: RNS.log("Error while executing request timed out callback from "+str(self)+". The	CODE
LOW⚡	RNS/Link.py	1410	except Exception as e: RNS.log("Error while executing request timed out callback from "+str(self)+". The	CODE
LOW	RNS/Link.py	195	except Exception as e:	CODE
LOW	RNS/Link.py	221	except Exception as e:	CODE
LOW	RNS/Link.py	448	except Exception as e:	CODE
LOW	RNS/Link.py	534	except Exception as e: RNS.log("Error occurred in external link establishment callback. The contained ex	CODE
LOW	RNS/Link.py	536	except Exception as e:	CODE
LOW	RNS/Link.py	683	except Exception as e: pass	CODE
LOW	RNS/Link.py	703	except Exception as e:	CODE
LOW	RNS/Link.py	878	except Exception as e: RNS.log("Error occurred while handling response. The contained exception was:	CODE
LOW	RNS/Link.py	961	except Exception as e: RNS.log("Error while executing proof request callback from "+	CODE
LOW	RNS/Link.py	983	except Exception as e: RNS.log(f"Error while executing remote identified	CODE
LOW	RNS/Link.py	1000	except Exception as e: RNS.log("Error occurred while handling request. The contained exception w	CODE
LOW	RNS/Link.py	1013	except Exception as e: RNS.log("Error occurred while handling response. The contained exception	CODE
LOW	RNS/Link.py	1066	except Exception as e:	CODE
LOW	RNS/Link.py	1070	except Exception as e:	CODE
LOW	RNS/Link.py	1191	except Exception as e: return False	CODE
LOW	RNS/Link.py	1380	except Exception as e:	CODE
732 more matches not shown…

Deep Nesting305 hits · 200 pts

Severity	File	Line	Context
LOW	tests/channel.py	37	CODE
LOW	tests/channel.py	448	CODE
LOW	tests/channel.py	41	CODE
LOW	docs/clean_md.py	39	CODE
LOW	Examples/Link.py	167	CODE
LOW	Examples/Channel.py	255	CODE
LOW	Examples/Filetransfer.py	302	CODE
LOW	Examples/Filetransfer.py	342	CODE
LOW	Examples/Ratchets.py	228	CODE
LOW	Examples/ExampleInterface.py	218	CODE
LOW	Examples/Identify.py	188	CODE
LOW	Examples/Echo.py	219	CODE
LOW	RNS/Link.py	186	CODE
LOW	RNS/Link.py	391	CODE
LOW	RNS/Link.py	516	CODE
LOW	RNS/Link.py	712	CODE
LOW	RNS/Link.py	804	CODE
LOW	RNS/Link.py	857	CODE
LOW	RNS/Link.py	929	CODE
LOW	RNS/Link.py	1412	CODE
LOW	RNS/Destination.py	244	CODE
LOW	RNS/Destination.py	414	CODE
LOW	RNS/Destination.py	437	CODE
LOW	RNS/Destination.py	622	CODE
LOW	RNS/Discovery.py	68	CODE
LOW	RNS/Discovery.py	97	CODE
LOW	RNS/Discovery.py	246	CODE
LOW	RNS/Discovery.py	468	CODE
LOW	RNS/Discovery.py	521	CODE
LOW	RNS/Discovery.py	592	CODE
LOW	RNS/Discovery.py	659	CODE
LOW	RNS/Discovery.py	697	CODE
LOW	RNS/Discovery.py	780	CODE
LOW	RNS/Discovery.py	815	CODE
LOW	RNS/Transport.py	219	CODE
LOW	RNS/Transport.py	483	CODE
LOW	RNS/Transport.py	522	CODE
LOW	RNS/Transport.py	1044	CODE
LOW	RNS/Transport.py	1069	CODE
LOW	RNS/Transport.py	1109	CODE
LOW	RNS/Transport.py	1430	CODE
LOW	RNS/Transport.py	2421	CODE
LOW	RNS/Transport.py	2478	CODE
LOW	RNS/Transport.py	2499	CODE
LOW	RNS/Transport.py	2598	CODE
LOW	RNS/Transport.py	2663	CODE
LOW	RNS/Transport.py	2902	CODE
LOW	RNS/Transport.py	2920	CODE
LOW	RNS/Transport.py	2954	CODE
LOW	RNS/Transport.py	2999	CODE
LOW	RNS/Transport.py	3172	CODE
LOW	RNS/Transport.py	3259	CODE
LOW	RNS/Transport.py	3292	CODE
LOW	RNS/Transport.py	3335	CODE
LOW	RNS/Transport.py	3425	CODE
LOW	RNS/Transport.py	3576	CODE
LOW	RNS/Transport.py	3615	CODE
LOW	RNS/Reticulum.py	392	CODE
LOW	RNS/Reticulum.py	454	CODE
LOW	RNS/Reticulum.py	733	CODE
245 more matches not shown…

Over-Commented Block218 hits · 195 pts

Severity	File	Line	Snippet	Context
LOW	docs/markdown/examples.md	21	# destinations we create. Since this basic example	COMMENT
LOW	docs/markdown/examples.md	581	# Let's first check if RNS knows a path to the destination.	COMMENT
LOW	docs/markdown/examples.md	781	##########################################################	COMMENT
LOW	docs/markdown/examples.md	1061	##########################################################	COMMENT
LOW	docs/markdown/examples.md	1681	import argparse	COMMENT
LOW	docs/markdown/examples.md	1701	# same object definitions to be able to communicate over	COMMENT
LOW	docs/markdown/examples.md	1721	# reserved for the system.	COMMENT
LOW	docs/markdown/examples.md	1741	#	COMMENT
LOW	docs/markdown/examples.md	1841		COMMENT
LOW	docs/markdown/examples.md	2081		COMMENT
LOW	docs/markdown/examples.md	2401	# encryption and hashmap sequencing can take a long time #	COMMENT
LOW	docs/markdown/examples.md	3001	```default	COMMENT
LOW	docs/markdown/examples.md	3101	# raising an exception.	COMMENT
LOW	docs/markdown/interfaces.md	61	# This example demonstrates an more specifically	COMMENT
LOW	docs/markdown/interfaces.md	441	# port = 4242	COMMENT
LOW	docs/markdown/interfaces.md	561	# target RNode must be paired with the	COMMENT
LOW	docs/markdown/interfaces.md	581		COMMENT
LOW	docs/markdown/interfaces.md	601	# id_callsign = MYCALL-0	COMMENT
LOW	docs/markdown/interfaces.md	641	# Enable interface if you want to use it!	COMMENT
LOW	docs/markdown/interfaces.md	681	# Select coding rate 5. Valid range	COMMENT
LOW	docs/markdown/interfaces.md	701		COMMENT
LOW	docs/markdown/interfaces.md	721	spreadingfactor = 7	COMMENT
LOW	docs/markdown/interfaces.md	821	slottime = 20	COMMENT
LOW	docs/markdown/interfaces.md	881	stopbits = 1	COMMENT
LOW	docs/markdown/forhumans.md	1	# An Explanation of Reticulum for Human Beings	COMMENT
LOW	docs/markdown/using.md	61	[reticulum]	COMMENT
LOW	docs/markdown/using.md	81	share_instance = Yes	COMMENT
LOW	docs/markdown/using.md	101	# shared_instance_type = tcp	COMMENT
LOW	docs/markdown/using.md	121	# enable_remote_management = yes	COMMENT
LOW	docs/markdown/using.md	141		COMMENT
LOW	docs/source/conf.py	41	# This pattern also affects html_static_path and html_extra_path.	COMMENT
LOW	docs/source/conf.py	81	# html_theme = "pydata_sphinx_theme"	COMMENT
LOW	docs/source/conf.py	101	# return False	COMMENT
LOW	docs/manual/_sources/using.rst.txt	61		COMMENT
LOW	docs/manual/_sources/using.rst.txt	81	# Network Stack will create a shared instance, that other	COMMENT
LOW	docs/manual/_sources/using.rst.txt	101	# specifying a unique set of ports for each:	COMMENT
LOW	docs/manual/_sources/using.rst.txt	121		COMMENT
LOW	docs/manual/_sources/using.rst.txt	141	# This behaviour is disabled by default.	COMMENT
LOW	docs/manual/_sources/using.rst.txt	161	# 2: Log warnings and lower log levels	COMMENT
LOW	docs/manual/_sources/interfaces.rst.txt	461	# The above configuration will allow communication	COMMENT
LOW	docs/manual/_sources/interfaces.rst.txt	581	# Enable interface if you want use it!	COMMENT
LOW	docs/manual/_sources/interfaces.rst.txt	601	# BLE MAC address or by any available.	COMMENT
LOW	docs/manual/_sources/interfaces.rst.txt	621		COMMENT
LOW	docs/manual/_sources/interfaces.rst.txt	641	# For certain homebrew RNode interfaces	COMMENT
LOW	docs/manual/_sources/interfaces.rst.txt	701	# Set frequency to 2.4GHz	COMMENT
LOW	docs/manual/_sources/interfaces.rst.txt	721		COMMENT
LOW	docs/manual/_sources/interfaces.rst.txt	761	# the longest range.	COMMENT
LOW	docs/manual/_sources/interfaces.rst.txt	861		COMMENT
LOW	Examples/Link.py	1	##########################################################	COMMENT
LOW	Examples/Channel.py	21		COMMENT
LOW	Examples/Channel.py	41		COMMENT
LOW	Examples/Channel.py	61	self.data = data	COMMENT
LOW	Examples/Channel.py	181	reply_message = StringMessage("I received \""+message.data+"\" over the link")	COMMENT
LOW	Examples/Filetransfer.py	1	##########################################################	COMMENT
LOW	Examples/Ratchets.py	1	##########################################################	COMMENT
LOW	Examples/Ratchets.py	161	# echo request to the destination specified on the	COMMENT
LOW	Examples/ExampleInterface.py	1	# This example illustrates creating a custom interface	COMMENT
LOW	Examples/ExampleInterface.py	101	if port == None:	COMMENT
LOW	Examples/Minimal.py	1	##########################################################	COMMENT
LOW	Examples/Speedtest.py	1	##########################################################	COMMENT
158 more matches not shown…

Unused Imports134 hits · 124 pts

Severity	File	Line	Context
LOW	CRNS/__init__.py	25	CODE
LOW	tests/link.py	8	CODE
LOW	tests/link.py	18	CODE
LOW	tests/channel.py	1	CODE
LOW	tests/__init__.py	25	CODE
LOW	tests/all.py	3	CODE
LOW	tests/all.py	4	CODE
LOW	tests/all.py	5	CODE
LOW	tests/all.py	6	CODE
LOW	tests/all.py	7	CODE
LOW	Examples/Link.py	6	CODE
LOW	Examples/Channel.py	7	CODE
LOW	Examples/Request.py	6	CODE
LOW	Examples/ExampleInterface.py	19	CODE
LOW	Examples/Buffer.py	6	CODE
LOW	Examples/Buffer.py	7	CODE
LOW	Examples/Buffer.py	11	CODE
LOW	Examples/Buffer.py	14	CODE
LOW	Examples/Identify.py	6	CODE
LOW	RNS/Destination.py	32	CODE
LOW	RNS/Transport.py	35	CODE
LOW	RNS/Reticulum.py	52	CODE
LOW	RNS/Reticulum.py	58	CODE
LOW	RNS/Reticulum.py	59	CODE
LOW	RNS/Reticulum.py	47	CODE
LOW	RNS/Channel.py	31	CODE
LOW	RNS/__init__.py	42	CODE
LOW	RNS/__init__.py	43	CODE
LOW	RNS/__init__.py	44	CODE
LOW	RNS/__init__.py	45	CODE
LOW	RNS/__init__.py	45	CODE
LOW	RNS/__init__.py	45	CODE
LOW	RNS/__init__.py	46	CODE
LOW	RNS/__init__.py	47	CODE
LOW	RNS/__init__.py	48	CODE
LOW	RNS/__init__.py	50	CODE
LOW	RNS/__init__.py	51	CODE
LOW	RNS/__init__.py	52	CODE
LOW	RNS/__init__.py	52	CODE
LOW	RNS/__init__.py	53	CODE
LOW	RNS/__init__.py	54	CODE
LOW	RNS/Buffer.py	31	CODE
LOW	RNS/Buffer.py	33	CODE
LOW	RNS/Identity.py	31	CODE
LOW	RNS/Identity.py	35	CODE
LOW	RNS/Identity.py	36	CODE
LOW	RNS/Cryptography/Token.py	32	CODE
LOW	RNS/Cryptography/__init__.py	34	CODE
LOW	RNS/Cryptography/__init__.py	35	CODE
LOW	RNS/Cryptography/__init__.py	36	CODE
LOW	RNS/Cryptography/__init__.py	37	CODE
LOW	RNS/Cryptography/__init__.py	38	CODE
LOW	RNS/Cryptography/__init__.py	39	CODE
LOW	RNS/Cryptography/__init__.py	44	CODE
LOW	RNS/Cryptography/__init__.py	44	CODE
LOW	RNS/Cryptography/__init__.py	45	CODE
LOW	RNS/Cryptography/__init__.py	45	CODE
LOW	RNS/Cryptography/__init__.py	48	CODE
LOW	RNS/Cryptography/__init__.py	49	CODE
LOW	RNS/Cryptography/__init__.py	50	CODE
74 more matches not shown…

Hyper-Verbose Identifiers115 hits · 105 pts

Severity	File	Line	Snippet	Context
LOW	tests/channel.py	78	def set_packet_timeout_callback(self, packet: Packet, callback: Callable[[Packet], None] \| None,	CODE
LOW	tests/channel.py	82	def set_packet_delivered_callback(self, packet: Packet, callback: Callable[[Packet], None] \| None):	CODE
LOW	tests/channel.py	268	def test_send_on_failing_outlet_does_not_corrupt_state(self):	CODE
LOW	tests/channel.py	350	def test_system_message_check(self):	CODE
LOW	tests/channel.py	415	def test_send_receive_message_test(self):	CODE
LOW	tests/channel.py	427	def test_buffer_small_bidirectional(self):	CODE
LOW	tests/channel.py	494	def test_buffer_small_with_callback(self):	CODE
LOW	tests/hashes.py	17	def test_less_than_block_length(self):	CODE
LOW	tests/hashes.py	73	def test_less_than_block_length(self):	CODE
LOW	docs/markdown/examples.md	2563	def resource_sending_concluded(resource):	CODE
LOW⚡	Examples/Resource.py	211	def resource_concluded_sending(resource):	CODE
LOW	Examples/Filetransfer.py	171	def resource_sending_concluded(resource):	CODE
LOW⚡	RNS/Link.py	1225	def set_resource_started_callback(self, callback):	CODE
LOW⚡	RNS/Link.py	1234	def set_resource_concluded_callback(self, callback):	CODE
LOW⚡	RNS/Link.py	1243	def set_remote_identified_callback(self, callback):	CODE
LOW⚡	RNS/Link.py	1412	def response_resource_progress(self, resource):	CODE
LOW	RNS/Link.py	885	def request_resource_concluded(self, resource):	CODE
LOW	RNS/Link.py	897	def response_resource_concluded(self, resource):	CODE
LOW	RNS/Link.py	1193	def set_link_established_callback(self, callback):	CODE
LOW	RNS/Link.py	1273	def register_outgoing_resource(self, resource):	CODE
LOW	RNS/Link.py	1276	def register_incoming_resource(self, resource):	CODE
LOW	RNS/Link.py	1362	def request_resource_concluded(self, resource):	CODE
LOW	RNS/Destination.py	133	def app_and_aspects_from_name(full_name):	CODE
LOW	RNS/Destination.py	141	def hash_from_name_and_identity(full_name, identity):	CODE
LOW	RNS/Destination.py	332	def set_link_established_callback(self, callback):	CODE
LOW	RNS/Destination.py	350	def set_proof_requested_callback(self, callback):	CODE
LOW	RNS/Destination.py	400	def deregister_request_handler(self, path):	CODE
LOW	RNS/Discovery.py	97	def get_interface_announce_data(self, interface):	CODE
LOW	RNS/Discovery.py	468	def list_discovered_interfaces(self, only_available=False, only_transport=False):	CODE
LOW	RNS/Discovery.py	656	def bootstrap_interface_count(self):	CODE
LOW⚡	RNS/Transport.py	3167	def interface_to_shared_instance(interface):	CODE
LOW	RNS/Transport.py	1044	def handle_disovery_path_requests():	CODE
LOW	RNS/Transport.py	1065	def handle_outgoing_announces(outgoing):	CODE
LOW	RNS/Transport.py	2390	def tunnel_synthesize_handler(data, packet):	CODE
LOW	RNS/Transport.py	2549	def register_announce_handler(handler):	CODE
LOW	RNS/Transport.py	2564	def deregister_announce_handler(handler):	CODE
LOW	RNS/Transport.py	2761	def next_hop_interface_bitrate(destination_hash):	CODE
LOW	RNS/Transport.py	2767	def next_hop_interface_hw_mtu(destination_hash):	CODE
LOW	RNS/Transport.py	2782	def next_hop_per_byte_latency(destination_hash):	CODE
LOW	RNS/Transport.py	3155	def is_local_client_interface(interface):	CODE
LOW	RNS/Transport.py	3237	def shared_connection_disappeared():	CODE
LOW	RNS/Transport.py	3252	def shared_connection_reappeared():	CODE
LOW	RNS/Transport.py	3272	def timebase_from_random_blob(random_blob):	CODE
LOW	RNS/Transport.py	3276	def timebase_from_random_blobs(random_blobs):	CODE
LOW⚡	RNS/Reticulum.py	1154	def _default_ic_max_held_announces(self):	CODE
LOW⚡	RNS/Reticulum.py	1160	def _default_ic_burst_freq_new(self):	CODE
LOW⚡	RNS/Reticulum.py	1166	def _default_ic_pr_burst_freq_new(self):	CODE
LOW⚡	RNS/Reticulum.py	1169	def _default_ic_pr_burst_freq(self):	CODE
LOW⚡	RNS/Reticulum.py	1328	def _unretain_destination_data(self, destination_hash):	CODE
LOW⚡	RNS/Reticulum.py	1839	def interface_discovery_sources():	CODE
LOW⚡	RNS/Reticulum.py	1849	def should_autoconnect_discovered_interfaces():	CODE
LOW⚡	RNS/Reticulum.py	1853	def autoconnect_interface_mode():	CODE
LOW⚡	RNS/Reticulum.py	1857	def autoconnect_interface_gravity():	CODE
LOW⚡	RNS/Reticulum.py	1861	def autoconnect_announces_to_internal():	CODE
LOW⚡	RNS/Reticulum.py	1865	def max_autoconnected_interfaces():	CODE
LOW⚡	RNS/Reticulum.py	1869	def static_transport_identity():	CODE
LOW	RNS/Reticulum.py	1181	def _default_ic_burst_penalty(self):	CODE
LOW	RNS/Reticulum.py	1184	def _default_ic_held_release_interval(self):	CODE
LOW	RNS/Reticulum.py	1696	def get_blackholed_identities(self):	CODE
LOW	RNS/Reticulum.py	1742	def should_use_implicit_proof():	CODE
55 more matches not shown…

Self-Referential Comments30 hits · 80 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/manual/examples.html	903	<span class="c1"># This function is called when our reply destination</span>	CODE
MEDIUM	docs/manual/examples.html	943	<span class="c1"># This function is called if a packet times out.</span>	CODE
MEDIUM	docs/manual/examples.html	1228	<span class="c1"># This function is called when a link</span>	CODE
MEDIUM	docs/manual/examples.html	1463	<span class="c1"># Create a new client identity</span>	CODE
MEDIUM	docs/manual/examples.html	1546	<span class="c1"># This function is called when a link</span>	CODE
MEDIUM	docs/manual/examples.html	1849	<span class="c1"># This function is called when a link</span>	CODE
MEDIUM	docs/manual/examples.html	2232	<span class="c1"># This function is called when a link</span>	CODE
MEDIUM	docs/manual/examples.html	2561	<span class="c1"># This function is called when a link</span>	CODE
MEDIUM	docs/manual/examples.html	2829	<span class="c1"># This function is called on the server when a</span>	CODE
MEDIUM	docs/manual/examples.html	3096	<span class="c1"># This function is called when a link</span>	CODE
MEDIUM	docs/manual/examples.html	3540	<span class="c1"># This method handles serial port disconnects.</span>	CODE
MEDIUM	Examples/Link.py	203	# This function is called when a link	COMMENT
MEDIUM	Examples/Channel.py	297	# This function is called when a link	COMMENT
MEDIUM	Examples/Request.py	207	# This function is called when a link	COMMENT
MEDIUM⚡	Examples/Resource.py	215	# This function is called when a link	COMMENT
MEDIUM	Examples/Filetransfer.py	169	# This function is called on the server when a	COMMENT
MEDIUM	Examples/Filetransfer.py	436	# This function is called when a link	COMMENT
MEDIUM	Examples/Ratchets.py	226	# This function is called when our reply destination	COMMENT
MEDIUM	Examples/Ratchets.py	266	# This function is called if a packet times out.	COMMENT
MEDIUM	Examples/ExampleInterface.py	270	# This method handles serial port disconnects.	COMMENT
MEDIUM	Examples/Buffer.py	230	# This function is called when a link	COMMENT
MEDIUM	Examples/Speedtest.py	228	# This function is called when a link	COMMENT
MEDIUM	Examples/Identify.py	141	# Create a new client identity	COMMENT
MEDIUM	Examples/Identify.py	224	# This function is called when a link	COMMENT
MEDIUM	Examples/Echo.py	217	# This function is called when our reply destination	COMMENT
MEDIUM	Examples/Echo.py	257	# This function is called if a packet times out.	COMMENT
MEDIUM	RNS/Resource.py	245	# Create a resource for transmission to a remote destination	COMMENT
MEDIUM	RNS/Resource.py	1005	# Define the search scope	COMMENT
MEDIUM	RNS/Utilities/rnsh/protocol.py	101	# Create a version of RNS.Buffer.StreamDataMessage that we control	COMMENT
MEDIUM	RNS/Interfaces/RNodeMultiInterface.py	181	# Create an array with a row for each subinterface	COMMENT

Redundant / Tautological Comments46 hits · 60 pts

Severity	File	Line	Snippet	Context
LOW	docs/manual/interfaces.html	798	<span class="w"> </span><span class="c1"># Set frequency to 867.2 MHz</span>	CODE
LOW	docs/manual/interfaces.html	882	<span class="w"> </span><span class="c1"># Set frequency to 2.4GHz</span>	CODE
LOW	docs/manual/interfaces.html	924	<span class="w"> </span><span class="c1"># Set frequency to 865.6 MHz</span>	CODE
LOW	docs/manual/examples.html	1152	<span class="c1"># Check if we know a path to the destination</span>	CODE
LOW	docs/manual/examples.html	1205	<span class="c1"># Check if we should quit the example</span>	CODE
LOW	docs/manual/examples.html	1470	<span class="c1"># Check if we know a path to the destination</span>	CODE
LOW	docs/manual/examples.html	1523	<span class="c1"># Check if we should quit the example</span>	CODE
LOW	docs/manual/examples.html	1769	<span class="c1"># Check if we know a path to the destination</span>	CODE
LOW	docs/manual/examples.html	1817	<span class="c1"># Check if we should quit the example</span>	CODE
LOW	docs/manual/examples.html	2155	<span class="c1"># Check if we know a path to the destination</span>	CODE
LOW	docs/manual/examples.html	2203	<span class="c1"># Check if we should quit the example</span>	CODE
LOW	docs/manual/examples.html	2496	<span class="c1"># Check if we know a path to the destination</span>	CODE
LOW	docs/manual/examples.html	2544	<span class="c1"># Check if we should quit the example</span>	CODE
LOW	docs/manual/examples.html	2761	<span class="c1"># Check if the served directory still exists</span>	CODE
LOW	docs/manual/examples.html	2893	<span class="c1"># Check if we know a path to the destination</span>	CODE
LOW	Examples/Link.py	127	# Check if we know a path to the destination	COMMENT
LOW	Examples/Link.py	180	# Check if we should quit the example	COMMENT
LOW	Examples/Channel.py	220	# Check if we know a path to the destination	COMMENT
LOW	Examples/Channel.py	268	# Check if we should quit the example	COMMENT
LOW	Examples/Request.py	127	# Check if we know a path to the destination	COMMENT
LOW	Examples/Request.py	175	# Check if we should quit the example	COMMENT
LOW	Examples/Resource.py	135	# Check if we know a path to the destination	COMMENT
LOW	Examples/Resource.py	183	# Check if we should quit the example	COMMENT
LOW	Examples/Filetransfer.py	101	# Check if the served directory still exists	COMMENT
LOW	Examples/Filetransfer.py	233	# Check if we know a path to the destination	COMMENT
LOW	Examples/Buffer.py	165	# Check if we know a path to the destination	COMMENT
LOW	Examples/Buffer.py	213	# Check if we should quit the example	COMMENT
LOW	Examples/Speedtest.py	182	# Check if we know a path to the destination	COMMENT
LOW	Examples/Identify.py	148	# Check if we know a path to the destination	COMMENT
LOW	Examples/Identify.py	201	# Check if we should quit the example	COMMENT
LOW	RNS/Transport.py	1137	# Check if we have a known path for the destination in the path table	COMMENT
LOW	RNS/Transport.py	1776	# Check if this is a next retransmission from	COMMENT
LOW	RNS/Transport.py	1800	# Check if this announce should be inserted into	COMMENT
LOW	RNS/Transport.py	2271	# Check if we can deliver it to a local pending link	COMMENT
LOW	RNS/Transport.py	2337	# Check if this proof needs to be transported	COMMENT
LOW	RNS/Identity.py	567	# Check if we already have a public key for this destination	COMMENT
LOW	RNS/Utilities/rnsd.py	455	# Set frequency to 867.2 MHz	COMMENT
LOW	RNS/Utilities/rngit/util.py	761	# Check if word alone exceeds width to force break it	COMMENT
LOW	RNS/Utilities/rngit/util.py	793	# Check if word fits on current line	COMMENT
LOW	RNS/Utilities/rngit/pages.py	1917	# Check if it's actually a tree	COMMENT
LOW	RNS/Utilities/rngit/pages.py	1989	# Check if it's a tree via ls-tree	COMMENT
LOW	RNS/Utilities/rngit/pages.py	1998	# Check if it's a symlink via ls-tree	COMMENT
LOW	RNS/Utilities/rngit/pages.py	2121	# Check if it's an annotated tag	COMMENT
LOW	RNS/Utilities/rngit/pages.py	2243	# Check if file exists in parent	COMMENT
LOW	RNS/Utilities/rngit/pages.py	2249	# Check if file exists in current commit	COMMENT
LOW	RNS/Utilities/rngit/pages.py	2655	# Check if pixel overlaps this category	COMMENT

AI Response Leakage4 hits · 28 pts

Severity	File	Line	Snippet	Context
HIGH	docs/markdown/examples.md	2165	# In this example, both the reader and the writer	COMMENT
HIGH	docs/manual/examples.html	2432	<span class="c1"># In this example, both the reader and the writer</span>	CODE
HIGH	Examples/Ratchets.py	50	# path to store ratchets. In this example, we will just	COMMENT
HIGH	Examples/Buffer.py	101	# In this example, both the reader and the writer	COMMENT

AI Structural Patterns34 hits · 26 pts

Severity	File	Line	Context
LOW	Examples/ExampleInterface.py	37	CODE
LOW	RNS/Link.py	1319	CODE
LOW	RNS/Reticulum.py	1092	CODE
LOW	RNS/Resource.py	248	CODE
LOW	RNS/__init__.py	168	CODE
LOW	RNS/Packet.py	122	CODE
LOW	RNS/Utilities/rncp.py	75	CODE
LOW	RNS/Utilities/rncp.py	359	CODE
LOW	RNS/Utilities/rncp.py	617	CODE
LOW	RNS/Utilities/rnstatus.py	155	CODE
LOW	RNS/Utilities/rnodeconf.py	139	CODE
LOW	RNS/Utilities/rnx.py	326	CODE
LOW	RNS/Utilities/rnpath.py	101	CODE
LOW	RNS/Utilities/rngit/server.py	56	CODE
LOW	RNS/Utilities/rngit/highlight.py	202	CODE
LOW	RNS/Utilities/rnsh/protocol.py	76	CODE
LOW	RNS/Utilities/rnsh/listener.py	120	CODE
LOW	RNS/Interfaces/WeaveInterface.py	47	CODE
LOW	RNS/Interfaces/RNodeMultiInterface.py	132	CODE
LOW	RNS/Interfaces/RNodeMultiInterface.py	939	CODE
LOW	RNS/Interfaces/LocalInterface.py	51	CODE
LOW	RNS/Interfaces/I2PInterface.py	51	CODE
LOW	RNS/Interfaces/I2PInterface.py	65	CODE
LOW	RNS/Interfaces/AX25KISSInterface.py	58	CODE
LOW	RNS/Interfaces/TCPInterface.py	53	CODE
LOW	RNS/Interfaces/TCPInterface.py	67	CODE
LOW	RNS/Interfaces/BackboneInterface.py	49	CODE
LOW	RNS/Interfaces/SerialInterface.py	49	CODE
LOW	RNS/Interfaces/RNodeInterface.py	105	CODE
LOW	RNS/Interfaces/KISSInterface.py	58	CODE
LOW	RNS/Interfaces/PipeInterface.py	52	CODE
LOW	RNS/Interfaces/Android/SerialInterface.py	49	CODE
LOW	RNS/Interfaces/Android/RNodeInterface.py	117	CODE
LOW	RNS/Interfaces/Android/KISSInterface.py	58	CODE

Cross-Language Confusion1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	RNS/Interfaces/WeaveInterface.py	1027	if not self._online or not self.owner: return false	CODE

Verbosity Indicators3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	RNS/Utilities/rngit/server.py	1088	# Step 1: Initialize release	COMMENT
LOW	RNS/Utilities/rngit/server.py	1105	# Step 2: Upload artifacts	COMMENT
LOW	RNS/Utilities/rngit/server.py	1129	# Step 3: Finalize release	COMMENT

Structural Annotation Overuse3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	RNS/Utilities/rngit/server.py	1088	# Step 1: Initialize release	COMMENT
LOW	RNS/Utilities/rngit/server.py	1105	# Step 2: Upload artifacts	COMMENT
LOW	RNS/Utilities/rngit/server.py	1129	# Step 3: Finalize release	COMMENT

Modern Structural Boilerplate3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	RNS/Cryptography/Token.py	88	if not isinstance(data, bytes): raise TypeError("Token plaintext input must be bytes")	CODE
LOW	RNS/Cryptography/Token.py	101	if not isinstance(token, bytes): raise TypeError("Token must be bytes")	CODE
LOW	RNS/Cryptography/aes/aes256.py	236	__all__ = ["AES256"]	CODE

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	RNS/Utilities/rngit/server.py	4963	# Instead of IDENTITY_HASH, you can also use "all" or "none".	COMMENT

AI Slop Vocabulary3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	docs/manual/examples.html	2948	<span class="c1"># We just create a packet containing the</span>	CODE
LOW	Examples/Filetransfer.py	288	# We just create a packet containing the	COMMENT
LOW	RNS/Utilities/rngit/server.py	2155	# idea here. Seems best to just set it initially on clone, and then	COMMENT

Overly Generic Function Names1 hit · 0 pts

Severity	File	Line	Snippet	Context
LOW	RNS/Link.py	804	def handle_request(self, request_id, unpacked_request):	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings