🛸 AI Involvement Ranking

RSS

Tracking AI-generated code across open-source repositories · 2026-03-20 · 16 repos

#1

Repository

vinta/awesome-python

AI Commits

77/100

AI PRs

4/100

AI Reviews

2/19

Bot Rate

0.0%

Trend

↑5.5%

AI Score

44.4%

C 77/100

PR 4/100

R 2/19

Bot 0.0%

#2

Repository

Significant-Gravitas/AutoGPT

AI Commits

38/100

AI PRs

1/100

AI Reviews

253/431

Bot Rate

2.0%

Trend

↑1.3%

AI Score

37.4%

C 38/100

PR 1/100

R 253/431

Bot 2.0%

#3

Repository

openclaw/openclaw

AI Commits

3/100

AI PRs

18/100

AI Reviews

418/450

Bot Rate

0.0%

Trend

↑13.1%

AI Score

27.4%

C 3/100

PR 18/100

R 418/450

Bot 0.0%

#4

Repository

open-webui/open-webui

AI Commits

1/100

AI PRs

38/100

AI Reviews

4/25

Bot Rate

2.5%

Trend

↓1.4%

AI Score

16.1%

C 1/100

PR 38/100

R 4/25

Bot 2.5%

#5

Repository

EbookFoundation/free-programming-books

AI Commits

15/100

AI PRs

3/100

AI Reviews

2/11

Bot Rate

4.0%

AI Score

14.7%

C 15/100

PR 3/100

R 2/11

Bot 4.0%

#6

Repository

langchain-ai/deepagents

AI Commits

2/100

AI PRs

2/100

AI Reviews

5/16

Bot Rate

6.0%

Trend

↑12.3%

AI Score

13.5%

C 2/100

PR 2/100

R 5/16

Bot 6.0%

#7

Repository

mem0ai/mem0

AI Commits

16/100

AI PRs

1/100

AI Reviews

1/22

Bot Rate

2.0%

Trend

↑21.0%

AI Score

11.5%

C 16/100

PR 1/100

R 1/22

Bot 2.0%

#8

Repository

HKUDS/nanobot

AI Commits

9/100

AI PRs

5/100

AI Reviews

0/16

Bot Rate

0.0%

Trend

↑11.9%

AI Score

10.1%

C 9/100

PR 5/100

R 0/16

Bot 0.0%

#9

Repository

kamranahmedse/developer-roadmap

AI Commits

0/100

AI PRs

1/100

AI Reviews

3/3

Bot Rate

55.0%

Trend

↑2.0%

AI Score

9.7%

C 0/100

PR 1/100

R 3/3

Bot 55.0%

#10

Repository

facebook/react

AI Commits

0/100

AI PRs

0/100

AI Reviews

4/34

Bot Rate

8.0%

Trend

↓1.3%

AI Score

6.8%

C 0/100

PR 0/100

R 4/34

Bot 8.0%

#11

Repository

ollama/ollama

AI Commits

2/100

AI PRs

4/100

AI Reviews

4/47

Bot Rate

0.0%

Trend

→

AI Score

6.4%

C 2/100

PR 4/100

R 4/47

Bot 0.0%

#12

Repository

huggingface/transformers

AI Commits

3/100

AI PRs

2/100

AI Reviews

5/143

Bot Rate

0.0%

Trend

↑5.2%

AI Score

5.5%

C 3/100

PR 2/100

R 5/143

Bot 0.0%

#13

Repository

freeCodeCamp/freeCodeCamp

AI Commits

3/100

AI PRs

0/100

AI Reviews

9/102

Bot Rate

6.0%

Trend

↓1.3%

AI Score

3.8%

C 3/100

PR 0/100

R 9/102

Bot 6.0%

#14

Repository

donnemartin/system-design-primer

AI Commits

0/100

AI PRs

3/100

AI Reviews

0/27

Bot Rate

0.0%

Trend

→

AI Score

2.3%

C 0/100

PR 3/100

R 0/27

Bot 0.0%

#15

Repository

tensorflow/tensorflow

AI Commits

0/100

AI PRs

5/100

AI Reviews

0/0

Bot Rate

37.5%

Trend

↓0.7%

AI Score

1.4%

C 0/100

PR 5/100

R 0/0

Bot 37.5%

#16

Repository

torvalds/linux

AI Commits

2/100

AI PRs

0/0

AI Reviews

0/0

Bot Rate

0.0%

Trend

→

AI Score

1.0%

C 2/100

PR 0/0

R 0/0

Bot 0.0%

📋 Detail

Repository	AII	Trend	Bot Rate	AI Commits	AI PRs	AI Reviews	Events
vinta/awesome-python	44.4%	↑5.5%	0.0%	77/100	4/100	2/19	200
Significant-Gravitas/AutoGPT	37.4%	↑1.3%	2.0%	38/100	1/100	253/431	200
openclaw/openclaw	27.4%	↑13.1%	0.0%	3/100	18/100	418/450	200
open-webui/open-webui	16.1%	↓1.4%	2.5%	1/100	38/100	4/25	200
EbookFoundation/free-programming-books	14.7%	—	4.0%	15/100	3/100	2/11	200
langchain-ai/deepagents	13.5%	↑12.3%	6.0%	2/100	2/100	5/16	200
mem0ai/mem0	11.5%	↑21.0%	2.0%	16/100	1/100	1/22	200
HKUDS/nanobot	10.1%	↑11.9%	0.0%	9/100	5/100	0/16	200
kamranahmedse/developer-roadmap	9.7%	↑2.0%	55.0%	0/100	1/100	3/3	200
facebook/react	6.8%	↓1.3%	8.0%	0/100	0/100	4/34	200
ollama/ollama	6.4%	→	0.0%	2/100	4/100	4/47	200
huggingface/transformers	5.5%	↑5.2%	0.0%	3/100	2/100	5/143	200
freeCodeCamp/freeCodeCamp	3.8%	↓1.3%	6.0%	3/100	0/100	9/102	200
donnemartin/system-design-primer	2.3%	→	0.0%	0/100	3/100	0/27	200
tensorflow/tensorflow	1.4%	↓0.7%	37.5%	0/100	5/100	0/0	200
torvalds/linux	1.0%	→	0.0%	2/100	0/0	0/0	100

HKUDS/nanobot

Analysis report — 2026-03-20

AII Trend

↑11.9%

10.1%

AI Score

0.0%

Bot Rate

9/100

AI Commits

5/100

AI PRs

0/16

AI Reviews

Commit 9/100

PR 5/100

Review 0/16

Events (200)

Type	AI Score	Description	Actor	Reason	Date
COMMIT	1.00	fix(custom_provider): show raw API error instead of JSONDeco	unknown	Commit message contains explicit AI assi	2026-03-20
COMMIT	1.00	fix(tests): use --no-interactive for non-interactive onboard	chengyongru	Commit message contains explicit AI assi	2026-03-17
COMMIT	1.00	Fix TypeError for MCP tools with nullable JSON Schema params	rreben	Commit message contains explicit AI assi	2026-03-18
COMMIT	1.00	test(cron): add unit tests for _format_timing and _format_st	pjhoberman	Commit message contains explicit AI assi	2026-03-17
COMMIT	1.00	refactor(cron): extract _format_timing and _format_state hel	pjhoberman	Commit message contains explicit AI assi	2026-03-17
COMMIT	1.00	style: apply ruff format to cron tool	pjhoberman	Commit message contains explicit AI assi	2026-03-16
COMMIT	1.00	style(test): fix import sorting and remove unused imports	pjhoberman	Commit message contains explicit AI assi	2026-03-16
COMMIT	1.00	test(cron): add tests for _list_jobs() schedule and state fo	pjhoberman	Commit message contains explicit AI assi	2026-03-16
COMMIT	1.00	fix(cron): show schedule details and run state in _list_jobs	pjhoberman	Commit message contains explicit AI assi	2026-03-16
PR	1.00	feat(feishu): add thread reply support for topic group messa	A11Might	PR body explicitly mentions AI collabora	2026-03-20
PR	1.00	Add configurable allowed paths for workspace-restricted tool	neuwcodebox	PR body explicitly mentions AI collabora	2026-03-14
PR	1.00	fix: add "z-ai/" to Zhipu skip_prefixes to prevent double-pr	pixan-ai	PR body explicitly mentions AI collabora	2026-03-08
PR	0.90	docs: add best-effort OpenAI-compatible endpoint guidance	chris-alexander	Contains GPT attribution; likely AI-assi	2026-02-09
PR	0.90	fix: preserve extraHeaders key casing in config loader	chris-alexander	Has GPT attribution and unnaturally form	2026-02-09
PR	0.40	feat(providers): add user field to ProviderConfig for per-us	Jarxi	Detailed template, but free text uses do	2026-03-20
Show more …

openclaw/openclaw

Analysis report — 2026-03-20

AII Trend

↑13.1%

27.4%

AI Score

0.0%

Bot Rate

3/100

AI Commits

18/100

AI PRs

418/450

AI Reviews

Commit 3/100

PR 18/100

Review 418/450

Events (200)

Type	AI Score	Description	Actor	Reason	Date
COMMIT	1.00	docs(azure): replace ARM template deployment with pure az CL	johnsonshi	Commit message contains explicit AI assi	2026-03-20
COMMIT	1.00	docs: add delegate architecture guide for organizational dep	fabianwilliams	Commit message contains explicit AI assi	2026-03-20
COMMIT	1.00	fix(telegram): warn when setup leaves dmPolicy as pairing wi	ernestodeoliveira	Commit message contains explicit AI assi	2026-03-20
PR	1.00	fix(msteams): deliver all text blocks in multi-block replies	sudie-codes	PR body explicitly mentions AI collabora	2026-03-18
PR	1.00	fix(ui): replace marked.js with markdown-it to fix ReDoS UI	zhangfnf	PR body explicitly mentions AI collabora	2026-03-15
PR	1.00	add additional channels that result of cron jobs will be sen	miniloong	PR body explicitly mentions AI collabora	2026-03-13
PR	1.00	fix(msteams): update FileConsentCard after user accepts uplo	sudie-codes	PR body explicitly mentions AI collabora	2026-03-18
PR	1.00	msteams: fix sender allowlist bypass when route allowlist is	sudie-codes	PR body explicitly mentions AI collabora	2026-03-18
PR	1.00	feat(ios): add Privacy & Access settings for contacts, calen	eulicesl	PR body explicitly mentions AI collabora	2026-03-20
PR	1.00	fix(msteams): resolve Graph API chat ID for DM file uploads	sudie-codes	PR body explicitly mentions AI collabora	2026-03-18
PR	1.00	msteams: extend MSTeamsAdapter and MSTeamsActivityHandler ty	sudie-codes	PR body explicitly mentions AI collabora	2026-03-18
PR	1.00	msteams: add message edit and delete support	sudie-codes	PR body explicitly mentions AI collabora	2026-03-18
PR	1.00	Fix IRC proactive sends: use monitor's persistent client	TioGlo	PR body explicitly mentions AI collabora	2026-03-14
PR	1.00	Add per-binding groupScope for routing group channels to mai	TioGlo	PR body explicitly mentions AI collabora	2026-03-15
PR	1.00	feat(session): add chat-channel session switching with LRU h	gjj2828	PR body explicitly mentions AI collabora	2026-03-18
Show more …

ollama/ollama

Analysis report — 2026-03-20

AII Trend

→ Flat

6.4%

AI Score

0.0%

Bot Rate

2/100

AI Commits

4/100

AI PRs

4/47

AI Reviews

Commit 2/100

PR 4/100

Review 4/47

Events (200)

Type	AI Score	Description	Actor	Reason	Date
COMMIT	1.00	runner: fix swallowed error in allocModel graph reservation	unknown	Commit message contains explicit AI assi	2026-03-14
COMMIT	1.00	update mlx-c bindings to 0.5.0 (#14380)	dhiltgen	Commit message contains explicit AI assi	2026-02-24
PR	1.00	api: check error from json.Unmarshal in checkError	LincolnBurrows2017	Explicitly states AI contribution in the	2026-03-19
PR	1.00	Add Trepan as a new VS Code extension	dsadsadsadsadas	PR body explicitly mentions AI collabora	2026-03-18
PR	1.00	api: allow localhost connections when auth signing fails	BillionClaw	PR explicitly states autonomous AI autho	2026-03-16
PR	1.00	cmd: fix port typo in localhost test	BillionClaw	PR notes AI authorship and includes AI h	2026-03-16
PR	0.30	docs: add Chinese translation (README.zh.md)	JasonYeYuhe	Formal tone in overview, but technical a	2026-03-16
PR	0.21	anthropic: handle thinking disabled case correctly.	lightgao	Structured bug report; domain-specific,	2026-03-10
PR	0.20	docs: add multilingual quick-start README	guicybercode	Slightly polished, but strong domain con	2026-03-18
PR	0.20	mlx: add prequantized tensor packing + changes for qwen35	pdevine	Detailed technical explanation, slight f	2026-03-16
PR	0.20	fix: treat unparseable qwen tool calls as content instead of	aayushbaluni	Structured, slight formal tone, but doma	2026-03-17
PR	0.20	server: thread pre-loaded model through scheduleRunner	TimRots	Technical benchmarking, slight formality	2026-03-17
PR	0.20	manifest: hoist BlobsPath regex to package level	TimRots	Technical, concise, structured, slightly	2026-03-17
PR	0.20	Add reranking support	manx98	Some formality but mostly technical, wit	2026-02-09
PR	0.20	ml: rename SSMScan parameter C to CM to resolve cgo naming c	nodcat	Mostly technical reasoning, some mild fo	2026-03-07
Show more …

langchain-ai/deepagents

Analysis report — 2026-03-20

AII Trend

↑12.3%

13.5%

AI Score

6.0%

Bot Rate

2/100

AI Commits

2/100

AI PRs

5/16

AI Reviews

Commit 2/100

PR 2/100

Review 5/16

Events (200)

Type	AI Score	Description	Actor	Reason	Date
COMMIT	1.00	chore(sdk): merge async subagents and subagents into single	eyurtsev	Commit message contains explicit AI assi	2026-03-19
COMMIT	1.00	fix(cli): prevent premature thinking state with parallel sub	amit221	Explicit AI disclaimer states AI assista	2026-03-18
PR	1.00	feat(cli): siliconflow provider	Chasen-Liao	PR body explicitly mentions AI collabora	2026-03-19
PR	1.00	chore(sdk): merge async subagents and subagents into single	eyurtsev	Explicit Copilot or AI bot reviewer show	2026-03-19
COMMIT	0.40	feat(sdk): add timestamp tracking to `AsyncSubAgentJob` (#20	eyurtsev	Brief mention of Deep Agents CLI, otherw	2026-03-20
COMMIT	0.30	feat(sdk): add tau2 airline eval harness (#1987)	maahir30	Standard PR template, some formal phrase	2026-03-19
COMMIT	0.30	test(sdk): gather `MemoryAgentBench` CI subset (#1993)	maahir30	Template structure, some formality but d	2026-03-18
PR	0.30	feat(sdk): add tau2 airline eval harness	maahir30	Structured summary, but includes domain	2026-03-17
COMMIT	0.20	feat(cli): auto-update lifecycle, `/update` command, install	mdrxy	Technical, changelog-style description,	2026-03-20
COMMIT	0.20	feat(sdk): add system prompt snapshot test with sync and asy	eyurtsev	Detailed technical writeup, minor Deep A	2026-03-19
COMMIT	0.20	refactor(evals): consolidate eval suite into standalone `lib	mdrxy	Technical language with domain details a	2026-03-19
COMMIT	0.20	ci: log evals dispatch inputs to job summary (#2036)	mdrxy	Informal tone with specific technical ex	2026-03-19
COMMIT	0.20	ci: suppress pytest streaming output in CI (#2026)	mdrxy	Technical domain jargon, naturally phras	2026-03-19
COMMIT	0.20	fix(cli): patch model identity in system prompt on `/model`	mdrxy	Technical explanation, fragment at end,	2026-03-19
COMMIT	0.20	perf(cli): defer heavy imports from startup path (#2022)	mdrxy	Detailed technical explanation, human-li	2026-03-18
Show more …

open-webui/open-webui

Analysis report — 2026-03-20

AII Trend

↓1.4%

16.1%

AI Score

2.5%

Bot Rate

1/100

AI Commits

38/100

AI PRs

4/25

AI Reviews

Commit 1/100

PR 38/100

Review 4/25

Events (200)

Type	AI Score	Description	Actor	Reason	Date
COMMIT	1.00	fix: replace bare string raises with proper exception types	alvinttang	Commit message contains explicit AI assi	2026-03-08
PR	1.00	fix: support TEI reranker format in ExternalReranker with au	daudo	PR body explicitly mentions AI collabora	2026-03-20
PR	1.00	fix: refine message data lazy loading to prevent 404s	silentoplayz	PR body explicitly mentions AI collabora	2026-03-20
PR	1.00	fix: use hybrid search and reranking in builtin query_knowle	daudo	PR body explicitly mentions AI collabora	2026-03-20
PR	1.00	fix: skip profile preview and status fetch for channel webho	silentoplayz	PR body explicitly mentions AI collabora	2026-03-20
PR	1.00	fix: close thread sidebar on parent message deletion	silentoplayz	PR body explicitly mentions AI collabora	2026-03-20
PR	1.00	feat: add confirmation dialog for single memory entry deleti	silentoplayz	PR body explicitly mentions AI collabora	2026-03-20
PR	1.00	fix: stop event bubbling on memory deletion	silentoplayz	PR body explicitly mentions AI collabora	2026-03-20
PR	1.00	fix: Prevent task list checkboxes from shrinking	ShirasawaSama	PR body explicitly mentions AI collabora	2026-03-20
PR	1.00	fix: Prevent task list checkboxes from shrinking	ShirasawaSama	PR body explicitly mentions AI collabora	2026-03-20
PR	1.00	fix: close sidebar chat menu after action taken	silentoplayz	PR body explicitly mentions AI collabora	2026-03-20
PR	1.00	fix: prevent loading skeleton for finalized empty assistant	ultramancode	PR body explicitly mentions AI collabora	2026-03-20
PR	1.00	Feat: katex render more equations correctly by splitting del	yangqian	PR body explicitly mentions AI collabora	2026-03-03
PR	1.00	perf: massive 99.982% payload size reduction for functions l	silentoplayz	PR body explicitly mentions AI collabora	2026-03-18
PR	1.00	fix: add missing primary key constraints to legacy Peewee ta	ryan-pip	PR body explicitly mentions AI collabora	2026-03-19
Show more …

huggingface/transformers

Analysis report — 2026-03-20

AII Trend

↑5.2%

5.5%

AI Score

0.0%

Bot Rate

3/100

AI Commits

2/100

AI PRs

5/143

AI Reviews

Commit 3/100

PR 2/100

Review 5/143

Events (200)

Type	AI Score	Description	Actor	Reason	Date
COMMIT	1.00	Update AFMoE architecture to use v5-style MoE impl (#44063)	AutumnAurelium	Commit message contains explicit AI assi	2026-03-19
COMMIT	1.00	Sdpa for owlvit (#42136)	Aravind-11	Commit message contains explicit AI assi	2026-03-17
COMMIT	1.00	:rotating_light: Validate config attributes (#41250)	zucchini-nlp	Commit message contains explicit AI assi	2026-03-16
PR	1.00	Fix #44155: [AudioFlamingo3] Batched inference produces inco	danielalanbates	PR body explicitly mentions AI collabora	2026-02-21
PR	0.60	🚨 Refactor ViT to updated standards	yonigozlan	Contains ChatGPT-like phrasing: 'This PR	2025-10-17
PR	0.50	🚨🚨 Refactor Image Processors to support different backends	yonigozlan	Summary style is structured but not clea	2026-01-27
PR	0.50	Update AFMoE architecture to use v5-style MoE impl	AutumnAurelium	Well-structured but not overly formal; t	2026-02-17
PR	0.40	[CB] Add an option to return logprobs	remi-or	Slightly formal but concise and technica	2026-03-18
PR	0.30	[generate] Never use `cache_position` anymore in generation	Cyrilvallez	Human-like summary, direct and informal	2026-03-18
PR	0.20	Add THD support in ESM	balvisio	Somewhat formal, mostly technical, not A	2026-02-19
PR	0.20	Internalise the NomicBERT model	ed22699	Mainly technical content and references.	2025-12-29
PR	0.20	FSDP2 native support in transformers	3outeille	Technical summary, domain terms, not ove	2026-02-17
PR	0.20	[PoC] HF exporters	IlyasMoutawwakil	Slightly more formal, but has informal a	2025-11-03
PR	0.20	add HyperClovaX Vision	jp1924	Slightly more verbose, but addresses tea	2026-02-27
PR	0.20	fix(testing): Fix Kyutai Speech-To-Text, LLaVA-OneVision, an	harshaljanjani	Uses headings and detailed explanation,	2026-03-14
Show more …

mem0ai/mem0

Analysis report — 2026-03-20

AII Trend

↑21.0%

11.5%

AI Score

2.0%

Bot Rate

16/100

AI Commits

1/100

AI PRs

1/22

AI Reviews

Commit 16/100

PR 1/100

Review 1/22

Events (200)

Type	AI Score	Description	Actor	Reason	Date
COMMIT	1.00	feat: add Apache AGE graph store support (#4448)	utkarsh240799	Commit message contains explicit AI assi	2026-03-20
COMMIT	1.00	fix: add missing _parse_response to AzureOpenAIStructuredLLM	mvanhorn	Commit message contains explicit AI assi	2026-03-20
COMMIT	1.00	feat: add MiniMax LLM provider (#4132) (#4431)	Himanshu-Sangshetti	Commit message contains explicit AI assi	2026-03-20
COMMIT	1.00	feat: add optional API key authentication to REST API server	utkarsh240799	Commit message contains explicit AI assi	2026-03-20
COMMIT	1.00	fix: prevent embedding corruption in Valkey and Redis when v	DhilipBinny	Commit message contains explicit AI assi	2026-03-20
COMMIT	1.00	fix: handle control characters in LLM JSON responses (#4420)	utkarsh240799	Commit message contains explicit AI assi	2026-03-19
COMMIT	1.00	replace hardcoded US/Pacific timezone references with timezo	amahuli03	Commit message contains explicit AI assi	2026-03-19
COMMIT	1.00	fix: preserve http_auth in _safe_deepcopy_config for OpenSea	utkarsh240799	Commit message contains explicit AI assi	2026-03-19
COMMIT	1.00	feat(openclaw): improve extraction quality with noise filter	utkarsh240799	Commit message contains explicit AI assi	2026-03-18
COMMIT	1.00	fix(oss): normalize malformed LLM fact output before embeddi	amahuli03	Commit message contains explicit AI assi	2026-03-18
COMMIT	1.00	fix(ollama): pass tools to client.chat and parse tool_calls	sxu75374	Commit message contains explicit AI assi	2026-03-18
COMMIT	1.00	feat(mem0-ts): add LM Studio embedder and LLM support (#4354	utkarsh240799	Commit message contains explicit AI assi	2026-03-17
COMMIT	1.00	fix: cast vector_distance to float in Redis search (#4377)	utkarsh240799	Commit message contains explicit AI assi	2026-03-17
COMMIT	1.00	fix(openclaw): add SQLite resilience for OSS mode initializa	utkarsh240799	Commit message contains explicit AI assi	2026-03-16
COMMIT	1.00	chore(ts-sdk): bump mem0ai version to 2.4.0 (#4332)	utkarsh240799	Commit message contains explicit AI assi	2026-03-14
Show more …

torvalds/linux

Analysis report — 2026-03-20

AII Trend

→ Flat

1.0%

AI Score

0.0%

Bot Rate

2/100

AI Commits

0/0

AI PRs

0/0

AI Reviews

Commit 2/100

PR 0/0

Review 0/0

Events (100)

Type	AI Score	Description	Actor	Reason	Date
COMMIT	1.00	wifi: wlcore: Return -ENOMEM instead of -EAGAIN if there is	groeck	Commit message contains explicit AI assi	2026-03-18
COMMIT	1.00	crypto: ccp - Fix leaking the same page twice	groeck	Commit message contains explicit AI assi	2026-03-04
COMMIT	0.05	kprobes: avoid crash when rmmod/insmod after ftrace killed	mhiramat	Error logs and technical context, domain	2026-03-13
COMMIT	0.00	MPTCP: fix lock class name family in pm_nl_create_listen_soc	unknown	Commit message uses domain jargon and is	2026-03-19
COMMIT	0.00	icmp: fix NULL pointer dereference in icmp_tag_validation()	winmin	Technical content, includes crash detail	2026-03-18
COMMIT	0.00	net: dsa: bcm_sf2: fix missing clk_disable_unprepare() in er	iqbalcodes6602	Domain-specific and succinct; no AI-styl	2026-03-18
COMMIT	0.00	net: shaper: protect from late creation of hierarchy	kuba-moo	Informal tone, technical content, slight	2026-03-17
COMMIT	0.00	net: shaper: protect late read accesses to the hierarchy	kuba-moo	Technically detailed, informal and uses	2026-03-17
COMMIT	0.00	net: mvpp2: guard flow control update with global_tx_fc in b	unknown	Technical crash log and commit reference	2026-03-16
COMMIT	0.00	nfnetlink_osf: validate individual option lengths in fingerp	winmin	Technical bug explanation, informal tone	2026-03-19
COMMIT	0.00	netfilter: nf_tables: release flowtable after rcu grace peri	ummakynes	Technical writing, includes domain-speci	2026-03-17
COMMIT	0.00	netfilter: bpf: defer hook memory release until rcu readers	unknown	Crash output and technical explanation,	2026-03-17
COMMIT	0.00	net: bonding: fix NULL deref in bond_debug_rlb_hash_show	n132	Crash details, domain expertise and info	2026-03-17
COMMIT	0.00	udp_tunnel: fix NULL deref caused by udp_sock_create6 when C	n132	Domain-specific language and detailed bu	2026-03-17
COMMIT	0.00	net/mlx5e: Fix race condition during IPSec ESN update	unknown	Technical explanation with domain vocabu	2026-03-16
Show more …

freeCodeCamp/freeCodeCamp

Analysis report — 2026-03-20

AII Trend

↓1.3%

3.8%

AI Score

6.0%

Bot Rate

3/100

AI Commits

0/100

AI PRs

9/102

AI Reviews

Commit 3/100

PR 0/100

Review 9/102

Events (200)

Type	AI Score	Description	Actor	Reason	Date
COMMIT	1.00	feat(curriculum): add working with express theory block (#66	majestic-owl448	Commit message contains explicit AI assi	2026-03-19
COMMIT	1.00	feat: add interactive JS courses to catalog (#66406)	jdwilkin4	Commit message contains explicit AI assi	2026-03-17
COMMIT	1.00	feat: add interactive python courses catalog (#66409)	jdwilkin4	Commit message contains explicit AI assi	2026-03-16
PR	0.20	fix: Javascript concepts simplification	nandhakumar1980	Brief, informal, and domain-specific; no	2026-03-18
PR	0.20	fix(curriculum): correct graphs quiz answer	DeoJin	Summary uses informal, technical phrasin	2026-03-17
PR	0.10	fix: fix typo in README: Back-End developer → Back-End Devel	JiwaniZakir	Short, domain-specific fix, no AI signal	2026-03-20
PR	0.10	feat(curriculum): add Describing a Company	RafaelDavisH	Short, domain-specific list; no AI hallm	2026-03-11
PR	0.10	feat: add socrates	ahmaxed	Brief, direct human phrasing with techni	2026-01-22
PR	0.10	feat(Curriculum): add 1 Spanish character and 2 Chinese	nieldakarla	Minimal free-text, terse domain-specific	2026-03-18
PR	0.10	chore: remove prompting course	jdwilkin4	Casual explanation, contains domain cont	2026-03-18
PR	0.10	fix(client, curriculum): prompting course URL names	jdwilkin4	Concise title, direct rationale; lacks A	2026-03-17
PR	0.10	feat: adding transcripts for OOP python course	jdwilkin4	Short title; checklist template dominate	2026-03-17
PR	0.10	feat(curriculum): add Festival Crowd Flow Simulator Workshop	LGH831	Brief domain-specific workshop title, mi	2026-03-18
PR	0.10	feat: create interfaces and types lab	a2937	Title uses technical jargon; checklist t	2025-12-16
PR	0.10	feat(activity-tracking): implement user activity tracking an	fhsinchy	Domain-specific phrasing, clipped commit	2026-03-02
Show more …

EbookFoundation/free-programming-books

Analysis report — 2026-03-20

14.7%

AI Score

4.0%

Bot Rate

15/100

AI Commits

3/100

AI PRs

2/11

AI Reviews

Commit 15/100

PR 3/100

Review 2/11

Events (200)

Type	AI Score	Description	Actor	Reason	Date
COMMIT	1.00	books: add Probabilistic Machine Learning Advanced Topics (#	23f3001101	Commit message contains explicit AI assi	2026-03-20
COMMIT	1.00	Fix broken link for Learn Python With Jupyter (Fixes #13083)	ShilpaG813	Commit message contains explicit AI assi	2026-02-26
COMMIT	1.00	ML courses added in hindi language (#13059)	Ayush41	Commit message contains explicit AI assi	2026-01-05
COMMIT	1.00	Add 3 DSA Books under subjects list (#12962)	colmwoods	Commit message contains explicit AI assi	2025-11-16
COMMIT	1.00	Chore: remove double spaces in Hindi courses file (#12977)	saymanlal	Commit message contains explicit AI assi	2025-11-02
COMMIT	1.00	Add Learn-Cpp.org Interactive Tutorial (#12955)	Muditapandey26	Commit message contains explicit AI assi	2025-11-01
COMMIT	1.00	Add/docker course (#12949)	zakkycrypt01	Commit message contains explicit AI assi	2025-10-31
COMMIT	1.00	Add Perl Programming Tutorial - Edureka (#12934)	Muditapandey26	Commit message contains explicit AI assi	2025-10-31
COMMIT	1.00	Add PySpark Tutorial - Full Course (freeCodeCamp, YouTube) (	Muditapandey26	Commit message contains explicit AI assi	2025-10-30
COMMIT	1.00	Add new resource for Graph Theory course (#12933)	Muditapandey26	Commit message contains explicit AI assi	2025-10-30
COMMIT	1.00	Add FORTRAN Tutorials Series for Beginners (#12935)	Muditapandey26	Commit message contains explicit AI assi	2025-10-30
COMMIT	1.00	Add/golang course (#12939)	zakkycrypt01	Commit message contains explicit AI assi	2025-10-30
COMMIT	1.00	Add: Introdução à programação em Julia (PT-BR) - Abel Soares	Darrkkens	Commit message contains explicit AI assi	2025-10-30
COMMIT	1.00	Add/add generative ai for beginners java (#12861)	bedead	Commit message contains explicit AI assi	2025-10-29
COMMIT	1.00	Fix/w3schools rust (#12881)	zakkycrypt01	Commit message contains explicit AI assi	2025-10-29
Show more …

kamranahmedse/developer-roadmap

Analysis report — 2026-03-20

AII Trend

↑2.0%

9.7%

AI Score

55.0%

Bot Rate

0/100

AI Commits

1/100

AI PRs

3/3

AI Reviews

Commit 0/100

PR 1/100

Review 3/3

Events (200)

Type	AI Score	Description	Actor	Reason	Date
PR	1.00	docs: add spec-driven development video to vibe coding plann	cedricclyburn	PR body explicitly mentions AI collabora	2026-03-03
PR	0.40	Enhance Python roadmap with detailed description	MatheusDSantossi	Somewhat generic phrasing but not defini	2026-03-10
PR	0.30	docs: fix HTML syntax issues in readme.md	HuangZeLinCute	Detailed, well-structured, but some gene	2026-03-10
PR	0.20	Fixed typo in SQL roadmap under DML title	ahmetgr00	Verbose typo description, but visual evi	2026-03-18
PR	0.20	Fix unreachable nodes in Redis roadmap	Sh1nji	Detailed technical changelog; precise, n	2026-03-18
PR	0.20	Add Agno to AI Agents roadmap	hiSandog	Short, factual, with domain terms; not A	2026-03-08
PR	0.20	docs: add skill badge courses to mongodb roadmap content	azri92	Slightly more formal but rich in domain	2026-02-28
PR	0.20	docs: add resources to backend roadmap content nodes (databa	harshag121	Detailed, technical, but fits human-writ	2026-02-27
PR	0.20	docs: add content and resources to backend-beginner roadmap	harshag121	Custom, detailed expansion of resources;	2026-02-27
PR	0.20	docs: add resources to devops-beginner roadmap topic nodes	harshag121	Well-formatted technical summary; no str	2026-02-27
PR	0.20	Expand vibe coding roadmap to include desktop, mobile and ha	ClueFoxx	Minimal, human-style explanation and str	2026-02-25
PR	0.20	Fix(docs): fix typo "wWhat" to "What" in SSR & CSR video lin	rabin-thami	Slightly formal but likely edited for cl	2026-02-21
PR	0.15	fix: add z-index to sticky project stepper to prevent code b	sudabg	Technical description, uses domain langu	2026-03-18
PR	0.15	Add Ingero to MLOps Monitoring & Observability resources	dml37	Domain-specific, detailed, no AI-style p	2026-03-14
PR	0.15	Fix mobile roadmap scaling and navigation with contained pin	ritorhymes	Technical explanation; uses human-style	2026-03-14
Show more …

donnemartin/system-design-primer

Analysis report — 2026-03-20

2.3%

AI Score

0.0%

Bot Rate

0/100

AI Commits

3/100

AI PRs

0/27

AI Reviews

Commit 0/100

PR 3/100

Review 0/27

Events (200)

Type	AI Score	Description	Actor	Reason	Date
PR	1.00	Fix 'Design a key-value store like Redis' link to point to d	danielalanbates	PR body explicitly mentions AI collabora	2026-02-20
PR	0.80	docs: add translations of README	shps951023	Mentions auto AI pro and openai; AI-invo	2025-08-09
PR	0.70	docs: Add comprehensive README documentation with usage guid	girishlade111	Formal phrasing ('comprehensive, profess	2025-10-07
PR	0.30	ka: Add Georgian (ქართული) Translation	llukito	Slightly formal greeting, but overall hu	2026-01-29
PR	0.30	Improve punctuation and formatting in README	shaymolcho	Perfect grammar and formal phrasing, sli	2025-01-23
PR	0.20	ko: Add Korean translation (README-ko.md)	hahmee	Technical and direct; some minor formali	2026-03-05
PR	0.20	added a requirements.txt file	niraj-mx07	Minimal content, consistent with human s	2026-02-08
PR	0.20	docs(tr): add Turkish README translation (README-tr.md)	alialtunoglu	Somewhat formal, but mainly technical an	2025-12-29
PR	0.20	Add Arabic Translation	MohamedMetwalli5	Native speaker statement, informal; no A	2025-02-26
PR	0.20	added 2 video lecture resource	divyanshusharma3031	Informal tone, technical references, lac	2025-07-15
PR	0.20	Fix the link to palantir with a web.archive.org copy	irandom	Slightly more detail, but direct and dom	2025-05-24
PR	0.15	no significant changes to the code, I was just experimenting	VirdVissy	Casual experiment note, slight verbosity	2025-06-14
PR	0.10	Revise scalability lecture link and enhance topics list	Lk-ux	Brief changelog and minimal, human struc	2026-03-15
PR	0.10	Add initial C++ examples for Issue #1075	AHVSSATHVIK	Slightly formal but specific to issue, h	2025-11-20
PR	0.10	Feat: Add SKILL.md for Interview Solution Navigator	ashefedin-art	Title and intro are brief, but not overt	2025-11-08
Show more …

vinta/awesome-python

Analysis report — 2026-03-20

44.4%

AI Score

0.0%

Bot Rate

77/100

AI Commits

4/100

AI PRs

2/19

AI Reviews

Commit 77/100

PR 4/100

Review 2/19

Events (200)

Type	AI Score	Description	Actor	Reason	Date
COMMIT	1.00	docs: fix stale cross-reference link in Web Frameworks secti	vinta	Commit message contains explicit AI assi	2026-03-20
COMMIT	1.00	refactor: reorganize thematic groups and reorder sections wi	vinta	Commit message contains explicit AI assi	2026-03-20
COMMIT	1.00	refactor: parse thematic groups from README bold markers ins	vinta	Commit message contains explicit AI assi	2026-03-20
COMMIT	1.00	docs: reorganize ToC into thematic groups and update contrib	vinta	Commit message contains explicit AI assi	2026-03-20
COMMIT	1.00	docs: reorganize AI, Data Visualization, GUI, and Scientific	vinta	Commit message contains explicit AI assi	2026-03-20
COMMIT	1.00	refactor: flatten subcategories and rename sections for clar	vinta	Commit message contains explicit AI assi	2026-03-20
COMMIT	1.00	refactor: move entries to more accurate categories	vinta	Commit message contains explicit AI assi	2026-03-20
COMMIT	1.00	refactor: consolidate and reorganize categories for clarity	vinta	Commit message contains explicit AI assi	2026-03-20
COMMIT	1.00	docs: add new entries and reorganize existing ones across mu	vinta	Commit message contains explicit AI assi	2026-03-20
COMMIT	1.00	feat: merge duplicate entries across multiple categories	vinta	Commit message contains explicit AI assi	2026-03-20
COMMIT	1.00	docs: update Environment and Package Management entries	vinta	Commit message contains explicit AI assi	2026-03-20
COMMIT	1.00	fix: improve CSS polish with active states, font smoothing,	vinta	Commit message contains explicit AI assi	2026-03-18
COMMIT	1.00	fix: move group tag into category cell and hide on mobile	vinta	Commit message contains explicit AI assi	2026-03-18
COMMIT	1.00	docs: clarify VS Code Python extension entry name	vinta	Commit message contains explicit AI assi	2026-03-18
COMMIT	1.00	fix: improve mobile table layout with auto sizing and tighte	vinta	Commit message contains explicit AI assi	2026-03-18
Show more …

facebook/react

Analysis report — 2026-03-20

6.8%

AI Score

8.0%

Bot Rate

0/100

AI Commits

0/100

AI PRs

4/34

AI Reviews

Commit 0/100

PR 0/100

Review 4/34

Events (200)

Type	AI Score	Description	Actor	Reason	Date
COMMIT	0.20	Enables Basic View Transition support for React Native Fabri	zeyap	Domain jargon and structured changelog;	2026-03-19
COMMIT	0.20	[enableInfiniteRenderLoopDetection] Warn about potential inf	hoxyq	Technical detail and informal errors; hu	2026-03-18
COMMIT	0.20	Fix focus set for delegated and already focused elements (#3	jackpope	Bug explanation and fix rationale; infor	2026-03-12
COMMIT	0.20	[Flight] Clear chunk reason after successful module initiali	unstubbable	Detailed technical error description; hu	2026-03-12
COMMIT	0.20	[compiler] Add fault tolerance plan document (#35872)	josephsavona	Slightly formal but concise; detailed te	2026-02-23
COMMIT	0.20	[eslint-plugin-react-hooks] Add ESLint v10 support (#35720)	azat-io	Some formal explanation, but technical a	2026-02-13
PR	0.20	[RFC] useStore/createStore APIs	captbaritone	Proof-of-concept tone; clear domain lang	2026-01-05
PR	0.20	fix: prevent false positive static flag error for conditiona	dev-priyanshu15	Direct fix explanation, some domain lang	2025-08-08
PR	0.20	Enables Basic View Transition support for React Native Fabri	zeyap	Technical summary and implementation; do	2026-02-11
PR	0.20	Add enableViewTransitionForPersistenceMode dynamic feature f	zeyap	Technical summary; flag details and conc	2026-03-11
COMMIT	0.18	[DevTools] Enable support for the React DevTools Client to c	fullstackhacker	Clear technical description, user testin	2026-02-24
PR	0.18	Fix: Prevent false positives in rules-of-hooks for regular c	hukshh	Specific issue reference; technical desc	2025-12-01
PR	0.17	Fix: handle Firefox event loop bug causing 'Should not alrea	MorikawaSouma	Bug context, concise summary, domain jar	2026-03-12
COMMIT	0.15	[flags] land `enableTrustedTypesIntegration` (#35816)	rickhanlonii	Technical explanation with domain jargon	2026-02-25
COMMIT	0.15	[fiber] bugfix - don't show in error message. (#	rickhanlonii	Clear technical explanation, slight form	2026-02-11
Show more …

tensorflow/tensorflow

Analysis report — 2026-03-20

AII Trend

↓0.7%

1.4%

AI Score

37.5%

Bot Rate

0/100

AI Commits

5/100

AI PRs

0/0

AI Reviews

Commit 0/100

PR 5/100

Review 0/0

Events (200)

Type	AI Score	Description	Actor	Reason	Date
PR	1.00	Fix kaiser_window for negative beta values	ayushozha	Signature states 'Generated with Claude	2026-03-18
PR	1.00	Fix tf.unravel_index to reject negative indices	ayushozha	Explicitly states 'Generated with Claude	2026-03-18
PR	1.00	Fix crash on negative ConfigProto thread counts	ayushozha	Explicit AI signature: 'Generated with C	2026-03-18
PR	1.00	Fix tf.io.encode_png crash on zero-dimension tensors	ayushozha	Explicit AI signature: 'Generated with C	2026-03-18
PR	1.00	Validate grad tensor rank in AvgPool3DGrad shape function	ayushozha	Explicit AI attribution: 'Generated with	2026-03-18
PR	0.25	docs: Fix FFT raw ops padding documentation	anmolxlight	Verbose but technical; some mild over-ex	2026-03-19
COMMIT	0.20	Automated Code Change	tensorflower-gardener	Generic phrase 'Automated Code Change',	2026-03-20
COMMIT	0.20	Automated Code Change	tensorflower-gardener	Generic phrase 'Automated Code Change',	2026-03-20
COMMIT	0.20	Automated Code Change	tensorflower-gardener	Generic phrase 'Automated Code Change',	2026-03-20
PR	0.15	Fix IRFFT crash on single-element complex input	ayushozha	Mostly technical with minor verbosity, l	2026-03-18
PR	0.15	Fix SIGSEGV from integer overflow in TFLite tensor dimension	ayushozha	Technical changelog, domain-specific, no	2026-03-18
PR	0.12	Fix model.fit() crash with unknown TensorShape from tf.numpy	ayushozha	Uses GitHub issue, domain jargon, concis	2026-03-18
PR	0.10	Fix numerical instability in tf.norm and EuclideanNorm gradi	ayushozha	Technical, detailed; domain-aligned styl	2026-03-18
PR	0.10	Fix conv1d eager/graph mode inconsistency for zero-sized out	ayushozha	Technical, practical, minor truncation s	2026-03-18
PR	0.10	Fix GPU MatrixSolve singular matrix detection for all shapes	ayushozha	Detailed technical explanation, human to	2026-03-18
Show more …

Significant-Gravitas/AutoGPT

Analysis report — 2026-03-20

AII Trend

↑1.3%

37.4%

AI Score

2.0%

Bot Rate

38/100

AI Commits

1/100

AI PRs

253/431

AI Reviews

Commit 38/100

PR 1/100

Review 253/431

Events (200)

Type	AI Score	Description	Actor	Reason	Date
COMMIT	1.00	hotfix(marketplace): adjust card height overflow (#12497)	0ubbe	Commit message contains explicit AI assi	2026-03-20
COMMIT	1.00	fix(backend): support Responses API in SmartDecisionMakerBlo	ntindle	Commit message contains explicit AI assi	2026-03-20
COMMIT	1.00	docs(platform): add TDD guidance to CLAUDE.md files (#12491)	Otto-AGPT	Commit message contains explicit AI assi	2026-03-20
COMMIT	1.00	revert(platform): Revert invite system (#12485)	Pwuts	Commit message contains explicit AI assi	2026-03-19
COMMIT	1.00	fix(frontend): rename "CoPilot" to "AutoPilot" on credits pa	Otto-AGPT	Commit message contains explicit AI assi	2026-03-19
COMMIT	1.00	fix(frontend): collapse navbar text to icons below 1280px (#	0ubbe	Commit message contains explicit AI assi	2026-03-19
COMMIT	1.00	fix(frontend/marketplace): comprehensive marketplace UI rede	0ubbe	Commit message contains explicit AI assi	2026-03-19
COMMIT	1.00	feat(platform): replace suggestion pills with themed prompt	0ubbe	Commit message contains explicit AI assi	2026-03-19
COMMIT	1.00	feat(backend): migrate OpenAI provider to Responses API (#12	Otto-AGPT	Commit message contains explicit AI assi	2026-03-19
COMMIT	1.00	dx(backend): Make Builder and Marketplace search work withou	Otto-AGPT	Commit message contains explicit AI assi	2026-03-19
COMMIT	1.00	fix(frontend): Remove dead Tutorial button from TallyPopup (	Otto-AGPT	Commit message contains explicit AI assi	2026-03-19
COMMIT	1.00	fix(frontend/copilot): constrain markdown heading sizes in u	0ubbe	Commit message contains explicit AI assi	2026-03-18
COMMIT	1.00	fix(backend): arch-conditional chromium in Docker for ARM64	0ubbe	Commit message contains explicit AI assi	2026-03-18
COMMIT	1.00	fix(platform): pre-check invite eligibility before Supabase	Otto-AGPT	Commit message contains explicit AI assi	2026-03-18
COMMIT	1.00	fix(blocks): allow falsy entries in AddToListBlock (#12028)	Deeven-Seru	Commit message contains explicit AI assi	2026-03-18
Show more …