Code review

Results are only compared within a matching group, so a model tested one way is never ranked against a model tested another way.

Review a code change and catch the real bugs it introduces without burying them in invalid or low-value comments

Ranking groups use separate scales. Compare configurations only inside the same group; EvalRank never flattens unlike systems into one leaderboard.

Cross-benchmark consensus

One ranking of models across this topic's admitted benchmarks, weighted the same way decisions are. Each score is the model's share of the best result.

Rank	Model	Share of best	Benchmarks
1	GPT-6.1 Terra	100.0%	1
2	GPT-6.1 Sol	90.5%	1
3	Grok 4.6	89.7%	1
4	Gemini 3.8 Flash	87.1%	1
5	Gemini 4 Argon	86.6%	1
6	Claude Opus 5.5	86.3%	1
7	GPT-6 Sol	85.2%	1
8	Claude Opus 5	80.7%	1
9	GPT-6 Luna	76.8%	1

Agent system · Agentic

Exploratory - not a ranked winner yet

rg-code-review-agent-system-agentic-agent-system-v1

Explorer evidence

MacroscopeBench, every reasoning effort (Macroscope)

Parsed לפני 14 דקות

Sources differ; shown separately, never averaged. Observed 2026-11-04T00:03:15Z; fresh until 2027-02-02T00:03:15Z.

Rank	Configuration	Capability	Uncertainty	Families
1	Claude Opus 5.5 macroscopebench:max-effort`config_e6d73883b79a458bb42954a12f9a4bd2f61b19d1a69dbedddcee57a7ccfc3a20`	100%	Unknown	1
2	GPT-6.1 Terra macroscopebench:high-effort`config_0fca9081059f9ea84ea730e704c71ba4a674756223e8349e7fb8c727c9279e18`	96%	Unknown	1
3	GPT-6.1 Terra macroscopebench:medium-effort`config_c3d1dc0e44423d43a98bc671e568d383d8cef0d30029eb2e6b34adb2bb3ffb5e`	93%	Unknown	1
4	GPT-6 Sol macroscopebench:max-effort`config_8355540786508f62b7649c7e41ab7c7c3840eb783dc6fa18f30fa4ebf7f69482`	91%	Unknown	1
5	Claude Opus 5.5 macroscopebench:xhigh-effort`config_8b30978b3842998bf9bbb38614b78c91c8e326d7807192a9af2c2988cda4e00f`	87%	Unknown	1
6	GPT-6.1 Sol macroscopebench:max-effort`config_78df30b801e7eb04d6ef351803a5b54130f7c6a7b4d5ff9aa9756422418d076d`	86%	Unknown	1
7	GPT-6 Astra macroscopebench:max-effort`config_a75d727f10d4a0eac19d6e01bf487c6184e8a510672183ea02a01a5fc23f3c8f`	85%	Unknown	1
8	GPT-5.6 Sol macroscopebench:high-effort`config_99f8f7f0f456b8c6d1df1fa7043c58df55379cef41fa8a486e932ad43c3dfaca`	84%	Unknown	1
9	GLM 5.3 macroscopebench:max-effort`config_483032ccc1d3f89ac4535ef6e623763c1cf3e47b0f87f7636ef89ca557e32604`	83%	Unknown	1
10	GPT-6.1 Sol macroscopebench:xhigh-effort`config_82926d8185ff4aefa885e0248125762b7364ee16ea39e3de6323d76c6420dbfb`	83%	Unknown	1
11	GPT-6 Sol macroscopebench:xhigh-effort`config_b5112dbc3d69b149f10e0a3d43ec90644a4a03cb6431d7441b6cd137f4d727e3`	83%	Unknown	1
12	GPT-6.1 Sol macroscopebench:high-effort`config_5a24f76c989220b98e8d8a772ebe10c60ec362db74a637fec8cbe6db7ddc6300`	82%	Unknown	1
13	GPT-6.1 Terra macroscopebench:low-effort`config_91304552afd01f5c37cfc14bc2b27d07892f9db62ffe0fbff8d4206288f68ae8`	80%	Unknown	1
14	Grok 4.6 macroscopebench:xhigh-effort`config_40f36156eaa01fa3d0fa03fe65b5d085cd5e91e64eeff83efcb02980d3ba0628`	80%	Unknown	1
15	Grok 4.6 macroscopebench:high-effort`config_9c445642dfb058b00be7b564987b4f27af2bff78275a8d43bda504fd245abf43`	78%	Unknown	1
16	GPT-6 Sol macroscopebench:high-effort`config_e25f44e408a733401428874642e5edfe2bf935f05a41052f7ab74ee0fbb99318`	76%	Unknown	1
17	GPT-6.1 Sol macroscopebench:medium-effort`config_9dafacf26cdd886ba1c1f49d87065b7d3f5cd54feb06f8ad8d6638188d37d663`	73%	Unknown	1
18	Claude Opus 5.5 macroscopebench:high-effort`config_733dd5cc9437841e5449fa06b422c17e83334f55168c2f5d5b9325a535289ffc`	72%	Unknown	1
19	Kimi K3 macroscopebench:max-effort`config_fc2b52a594c8a99a3b7c2b59e1391c3c83620d834ea81943588d979eda112be6`	72%	Unknown	1
20	Grok 4.6 macroscopebench:medium-effort`config_10f0ba0fa4acbaba4d1227648e8a00f2cb7bc77f44f64a7b4ccf1880e161daf2`	72%	Unknown	1
21	Gemini 4 Argon macroscopebench:high-effort`config_530c748fedff86cf7de491f4118d6c8a2c4dd2493b47a2cced04258747e2abf5`	72%	Unknown	1
22	GPT-6 Luna macroscopebench:max-effort`config_3c0dd5fe33609fcaddb22f06a3e078e4f268b2003568cc116ae7eb7384151607`	71%	Unknown	1
23	DeepSeek V4.1 Flash macroscopebench:max-effort`config_1b29e838bc883e7f200532f0c15b9414fcb38a2e33e878b81ffa9203b1f651e2`	70%	Unknown	1
24	Gemini 3.8 Flash macroscopebench:medium-effort`config_9da81bf684efbe1ad1948d51b5b78cb6cd93e9dad9c50d8fc7887883e3a32b50`	66%	Unknown	1
25	DeepSeek V4.1 Flash macroscopebench:low-effort`config_ce17896acd252f51af585df90ee2ec0e3d45888ceb07c6a1dd33a711252d6ed4`	66%	Unknown	1
26	GPT-6.1 Sol macroscopebench:low-effort`config_7c8deb8f693e6c268a2313d787bf120b0ea2e5f62cd4f1417060353ee57317f8`	66%	Unknown	1
27	DeepSeek V4.1 Flash macroscopebench:high-effort`config_2b2e93dfccd56f89985469205995a700afa68ca234cb33876dd8bebc4d1b4b49`	66%	Unknown	1
28	Gemini 4 Argon macroscopebench:medium-effort`config_d54438a864b253c5bd74a5728f3089cefd93808fcbd5b5037bffb483fbb03af1`	65%	Unknown	1
29	Claude Opus 5.5 macroscopebench:medium-effort`config_81b476353cd67c47751bf44dac77ad0f9eee84f3498f3c8b89f694420f430ff3`	65%	Unknown	1
30	Claude Opus 5 macroscopebench:high-effort`config_88f804bb21b203128d39a5f2c65aac58f46eaf269947654a8c16b50f2d1a8219`	64%	Unknown	1
31	GLM 5.3 macroscopebench:high-effort`config_f8c73c8a27ed8ec1ddba264606a44cea6f03daac9b87b51d8be381f565cbeb04`	63%	Unknown	1
32	GPT-6 Sol macroscopebench:medium-effort`config_60c27177bb62cbb0bc1a1315c3195c7739acd13b0107510df793d173238ae34f`	63%	Unknown	1
33	Kimi K3 macroscopebench:high-effort`config_9197026ae1add69be5447726f323c3b6df043eaf50ff17785efd62297e0def15`	61%	Unknown	1
34	GPT-6 Luna macroscopebench:xhigh-effort`config_88e3c4fc4945be6778e224c4012ab03451b10e72c22e0ee09ea2182d94eb2703`	60%	Unknown	1
35	GPT-5.6 Sol macroscopebench:low-effort`config_accd884ef51fabc161a52d15d9b4db38cca243783d42ed7108a2f8b5d73a3402`	55%	Unknown	1
36	GPT-6 Luna macroscopebench:high-effort`config_82058abb9bbc34aa1c34ae904cca0e264290b8f3b3f4e00bd6a94f4416e17652`	53%	Unknown	1
37	Claude Opus 5 macroscopebench:medium-effort`config_88aafab5a5dd6c8836dce41a23b99df08d5a0740972946670a44b907435db23b`	53%	Unknown	1
38	Muse Wonder macroscopebench:low-effort`config_56cc703ca619ffb3e91db893245ecd9cbcce726abcaf09352122dfdf63726f56`	50%	Unknown	1
39	GPT-6 Luna macroscopebench:medium-effort`config_29792f84f3e1cb2bc35c50d8e07675f7a7d08a8e1772251c5544842835e305ba`	45%	Unknown	1
40	GPT-6 Sol macroscopebench:low-effort`config_ef2e7cca45952dfa1c5f5bb88e5a50eb9988bf57d5be8e41595685154337e61f`	44%	Unknown	1
41	Claude Opus 5.5 macroscopebench:low-effort`config_0c2ade372c70318cb921a18ade2cfc1572dc5691bf9b7db84d5b9bb1f4c19160`	43%	Unknown	1
42	Gemini 4 Argon macroscopebench:low-effort`config_9f37b46f7c7caa07013c896b1c888f7c6cc019824df18eb87c248740acd08540`	42%	Unknown	1
43	Claude Opus 5 macroscopebench:low-effort`config_db91574819230d1677188be05a134058093d98912c162f534aff9147cb2b76e9`	38%	Unknown	1
44	Grok 4.6 macroscopebench:low-effort`config_3368cc140fbfd7ce4dadd75a37bb9e79ffa5019153bd0554318a22c185f860cb`	32%	Unknown	1
45	GLM 5.3 macroscopebench:low-effort`config_888ee1fd139c4c552ceab0300b8ab5cd4d374e6a23f8b8f36006393e328f593b`	25%	Unknown	1
46	Kimi K3 macroscopebench:low-effort`config_7aab349be7a0f827ef808b8c22a1e74af5ea0f2d625d7b523b9fb39ed3d32db7`	22%	Unknown	1
47	Gemini 3.8 Flash macroscopebench:low-effort`config_02e963f4bb6cd6a43724fd3a7e10a67dc2f157f877b244978c1d858c2e24d18d`	17%	Unknown	1
48	GPT-6 Luna macroscopebench:low-effort`config_246e3f618910cca9f31cb112d2ec39ccdad228a931a1c22d0b5fd7430147faaf`	0%	Unknown	1

Compare configurations in this group

macroscopebench benchmark evidence

Source: Macroscope

Explorer evidence

MacroscopeBench, medium effort (Macroscope)

Parsed לפני 14 דקות

Sources differ; shown separately, never averaged. Observed 2026-11-04T00:03:19Z; fresh until 2027-02-02T00:03:19Z.

Rank	Configuration	Capability	Uncertainty	Families
1	GPT-6.1 Terra macroscopebench:medium-effort`config_c3d1dc0e44423d43a98bc671e568d383d8cef0d30029eb2e6b34adb2bb3ffb5e`	100%	Unknown	1
2	GPT-6.1 Sol macroscopebench:medium-effort`config_9dafacf26cdd886ba1c1f49d87065b7d3f5cd54feb06f8ad8d6638188d37d663`	59%	Unknown	1
3	Grok 4.6 macroscopebench:medium-effort`config_10f0ba0fa4acbaba4d1227648e8a00f2cb7bc77f44f64a7b4ccf1880e161daf2`	55%	Unknown	1
4	Gemini 3.8 Flash macroscopebench:medium-effort`config_9da81bf684efbe1ad1948d51b5b78cb6cd93e9dad9c50d8fc7887883e3a32b50`	44%	Unknown	1
5	Gemini 4 Argon macroscopebench:medium-effort`config_d54438a864b253c5bd74a5728f3089cefd93808fcbd5b5037bffb483fbb03af1`	42%	Unknown	1
6	Claude Opus 5.5 macroscopebench:medium-effort`config_81b476353cd67c47751bf44dac77ad0f9eee84f3498f3c8b89f694420f430ff3`	41%	Unknown	1
7	GPT-6 Sol macroscopebench:medium-effort`config_60c27177bb62cbb0bc1a1315c3195c7739acd13b0107510df793d173238ae34f`	36%	Unknown	1
8	Claude Opus 5 macroscopebench:medium-effort`config_88aafab5a5dd6c8836dce41a23b99df08d5a0740972946670a44b907435db23b`	16%	Unknown	1
9	GPT-6 Luna macroscopebench:medium-effort`config_29792f84f3e1cb2bc35c50d8e07675f7a7d08a8e1772251c5544842835e305ba`	0%	Unknown	1

Compare configurations in this group

macroscopebench-medium benchmark evidence

Source: Macroscope

Not enough independent evidence for a top set

Calibration has not been validated
Independent benchmark-family coverage is below the required threshold

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