Loading company intelligence…
Loading the latest published snapshot and its supporting evidence.
Loading the latest published snapshot and its supporting evidence.
https://manus.im/blog/best-ai-tools-for-code-review as a canonical citation page in Rank.ai's public AI answer benchmark.
A current roll-up of published ranks, normalized facts, primary evidence, and entity relationships. No missing value is inferred.
| Metric | Value |
|---|---|
| public_prompt_pagesBest citation position | 5 positionmeasured |
| public_prompt_pagesCited answers | 1 answersmeasured |
| public_prompt_pagesCited-answer coverage | 2.78 percentderived |
| public_prompt_pagesEngine breadth | 1 enginesmeasured |
| public_prompt_pagesMean citation position | 5 positionderived |
| public_prompt_pagesMedian citation position | 5 positionderived |
| public_prompt_pagesPrompt breadth | 1 promptsmeasured |
Every currently published position, as of Aug 8, 2026 · 100% confidence · methodology v1-parent-993085b528082880.
| Rank | Leaderboard | Score | Explain |
|---|---|---|---|
| #97 | Most-cited pages in AI Developer Tools answers | 2.78 | Explain Most-cited pages in AI Developer Tools answers rank → |
Ranks privacy-safe canonical citation pages in the complete public prompt benchmark without additional provider calls.
Some explanation inputs are unavailable Missing: publicFrozenEvidence, comparablePriorRanking.
100% confidence · 41% component coverage · as of Aug 8, 2026, 12:00 AM UTC
| Component | Value | Weight | Contribution | Evidence | Status |
|---|---|---|---|---|---|
| aggregateArtifactHash | f0dbf1a2361ce78abf3f41fabbe16245288142b126deeecfff750bb6f40ece49 | Unavailable | — | 0 | unavailableno_public_frozen_evidence |
| answerDenominator | 36 | Unavailable | 36 | 0 | unavailableno_public_frozen_evidence |
| canonicalHostname | manus.im | Unavailable | — | 0 | unavailable |
7 published observations for manus.im/blog/best-ai-tools-for-code-review, all at 100% confidence, as of Aug 8, 2026. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | Evidence |
|---|---|---|---|
| Mean citation positionpublic-prompt-page-mean-position | 5position | derived | View source
|
| canonicalPageUrl | https://manus.im/blog/best-ai-tools-for-code-review | Unavailable | — | 0 | unavailableno_public_frozen_evidence |
|---|
| engineDenominator | 3 | Unavailable | 3 | 0 | unavailableno_public_frozen_evidence |
|---|
| positionDenominator | 1 | Unavailable | 1 | 0 | unavailableno_public_frozen_evidence |
|---|
| positionNumerator | 5 | Unavailable | 5 | 0 | unavailableno_public_frozen_evidence |
|---|
| promptDenominator | 12 | Unavailable | 12 | 0 | unavailableno_public_frozen_evidence |
|---|
| public prompt page answer coverage | 2.777778 | 100% | 2.778 | 1 | available |
|---|
| public prompt page best position | 5 | 0% | 0 | 1 | available |
|---|
| public prompt page cited answer count | 1 | 0% | 0 | 1 | available |
|---|
| public prompt page engine breadth | 1 | 0% | 0 | 1 | available |
|---|
| public prompt page mean position | 5 | 0% | 0 | 1 | available |
|---|
| public prompt page median position | 5 | 0% | 0 | 1 | available |
|---|
| public prompt page prompt breadth | 1 | 0% | 0 | 1 | available |
|---|
| queryStringsPublished | 0 | Unavailable | — | 0 | unavailableno_public_frozen_evidence |
|---|
| sourceVisibilityOnly | 1 | Unavailable | — | 0 | unavailableno_public_frozen_evidence |
|---|
no_prior_published_snapshot
No component moved since the prior snapshot.
{"corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["0a4173bb-fc82-498b-bf6e-86caa37d3458","35d3d862-0e69-4324-b4db-5f5e8fa394f8","085c6ae8-768e-40aa-9532-b21711e8f450","579a0152-af27-465f-b084-771379642c23","3fda0e8f-a589-4299-a531-1d5b4d679214","95857113-82c5-4a45-8ce5-56b34ab49780","1b7894fa-fc0d-477b-9392-a81b0e9ba8d0","8a5f8995-d05d-49cc-b46c-2c7a421cc12a","591ce4ce-903b-4026-b6b8-67ce3258e9f5","9bcab6a5-dc4b-49a8-b69e-6c0b99712433","5373df8a-18a4-42a0-8a0d-6a058ffe4ca1","2415c23d-30dc-4d85-a74d-016e493de9a2","cdcd157b-4b07-4493-ad48-ed8ad2cbc107","06f25847-ab59-4f37-bbbc-aba04d2d46c6","1fbb437a-3c82-4730-a7f9-2f3bc440da98","8203b2b0-3c72-4bde-9194-359437cf5492","e066c9a6-b1b4-4c9a-b08a-886279808e94","2dbba012-814f-45e6-b9d2-90ee7e0093a9","f75ed735-6b55-498d-b1cd-7bd6484da106","0e2797a0-b3b1-4390-87d0-f02a6d277f53","212f5c47-ed6b-43cc-80ae-f5e63b637534","3e1bae9e-ffa2-49b9-a750-7a552233169e","1ed4e212-d55c-4af4-a935-e71a8ba6828a","b17d3a85-aa13-4479-9eb5-c950da8ca0c3","b1e9c872-e95b-498a-b603-264298e249c2","90be9a68-c5a5-4596-a530-281bcd3c4301","afa6e3aa-f4e0-4c03-b756-c79b482865f1","38f11bb6-c7cc-4b5e-b5fd-1d398c5c260b","2d765df8-f60e-4eef-9bda-5bb45626a867","36b7fce2-6500-43fc-9ae2-784769863357","39a3977f-f592-45f8-a4c5-a53de45bb6c4","e1256fe2-e368-4be9-937c-a41e55727102","1ba5f75a-5cbc-4825-ab24-d31f457e04ef","d7a02af4-c32f-4eaa-a76d-b5cb49906856","3959403b-213e-4db6-a62a-11dcfb07de09","0cc0ac02-d2fc-4f96-a25f-49533d2fea1b"],"benchmarkVersion":"4-ai-developer-tools-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}{"corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["0a4173bb-fc82-498b-bf6e-86caa37d3458","35d3d862-0e69-4324-b4db-5f5e8fa394f8","085c6ae8-768e-40aa-9532-b21711e8f450","579a0152-af27-465f-b084-771379642c23","3fda0e8f-a589-4299-a531-1d5b4d679214","95857113-82c5-4a45-8ce5-56b34ab49780","1b7894fa-fc0d-477b-9392-a81b0e9ba8d0","8a5f8995-d05d-49cc-b46c-2c7a421cc12a","591ce4ce-903b-4026-b6b8-67ce3258e9f5","9bcab6a5-dc4b-49a8-b69e-6c0b99712433","5373df8a-18a4-42a0-8a0d-6a058ffe4ca1","2415c23d-30dc-4d85-a74d-016e493de9a2","cdcd157b-4b07-4493-ad48-ed8ad2cbc107","06f25847-ab59-4f37-bbbc-aba04d2d46c6","1fbb437a-3c82-4730-a7f9-2f3bc440da98","8203b2b0-3c72-4bde-9194-359437cf5492","e066c9a6-b1b4-4c9a-b08a-886279808e94","2dbba012-814f-45e6-b9d2-90ee7e0093a9","f75ed735-6b55-498d-b1cd-7bd6484da106","0e2797a0-b3b1-4390-87d0-f02a6d277f53","212f5c47-ed6b-43cc-80ae-f5e63b637534","3e1bae9e-ffa2-49b9-a750-7a552233169e","1ed4e212-d55c-4af4-a935-e71a8ba6828a","b17d3a85-aa13-4479-9eb5-c950da8ca0c3","b1e9c872-e95b-498a-b603-264298e249c2","90be9a68-c5a5-4596-a530-281bcd3c4301","afa6e3aa-f4e0-4c03-b756-c79b482865f1","38f11bb6-c7cc-4b5e-b5fd-1d398c5c260b","2d765df8-f60e-4eef-9bda-5bb45626a867","36b7fce2-6500-43fc-9ae2-784769863357","39a3977f-f592-45f8-a4c5-a53de45bb6c4","e1256fe2-e368-4be9-937c-a41e55727102","1ba5f75a-5cbc-4825-ab24-d31f457e04ef","d7a02af4-c32f-4eaa-a76d-b5cb49906856","3959403b-213e-4db6-a62a-11dcfb07de09","0cc0ac02-d2fc-4f96-a25f-49533d2fea1b"],"benchmarkVersion":"4-ai-developer-tools-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}{"corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["0a4173bb-fc82-498b-bf6e-86caa37d3458","35d3d862-0e69-4324-b4db-5f5e8fa394f8","085c6ae8-768e-40aa-9532-b21711e8f450","579a0152-af27-465f-b084-771379642c23","3fda0e8f-a589-4299-a531-1d5b4d679214","95857113-82c5-4a45-8ce5-56b34ab49780","1b7894fa-fc0d-477b-9392-a81b0e9ba8d0","8a5f8995-d05d-49cc-b46c-2c7a421cc12a","591ce4ce-903b-4026-b6b8-67ce3258e9f5","9bcab6a5-dc4b-49a8-b69e-6c0b99712433","5373df8a-18a4-42a0-8a0d-6a058ffe4ca1","2415c23d-30dc-4d85-a74d-016e493de9a2","cdcd157b-4b07-4493-ad48-ed8ad2cbc107","06f25847-ab59-4f37-bbbc-aba04d2d46c6","1fbb437a-3c82-4730-a7f9-2f3bc440da98","8203b2b0-3c72-4bde-9194-359437cf5492","e066c9a6-b1b4-4c9a-b08a-886279808e94","2dbba012-814f-45e6-b9d2-90ee7e0093a9","f75ed735-6b55-498d-b1cd-7bd6484da106","0e2797a0-b3b1-4390-87d0-f02a6d277f53","212f5c47-ed6b-43cc-80ae-f5e63b637534","3e1bae9e-ffa2-49b9-a750-7a552233169e","1ed4e212-d55c-4af4-a935-e71a8ba6828a","b17d3a85-aa13-4479-9eb5-c950da8ca0c3","b1e9c872-e95b-498a-b603-264298e249c2","90be9a68-c5a5-4596-a530-281bcd3c4301","afa6e3aa-f4e0-4c03-b756-c79b482865f1","38f11bb6-c7cc-4b5e-b5fd-1d398c5c260b","2d765df8-f60e-4eef-9bda-5bb45626a867","36b7fce2-6500-43fc-9ae2-784769863357","39a3977f-f592-45f8-a4c5-a53de45bb6c4","e1256fe2-e368-4be9-937c-a41e55727102","1ba5f75a-5cbc-4825-ab24-d31f457e04ef","d7a02af4-c32f-4eaa-a76d-b5cb49906856","3959403b-213e-4db6-a62a-11dcfb07de09","0cc0ac02-d2fc-4f96-a25f-49533d2fea1b"],"benchmarkVersion":"4-ai-developer-tools-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}{"corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["0a4173bb-fc82-498b-bf6e-86caa37d3458","35d3d862-0e69-4324-b4db-5f5e8fa394f8","085c6ae8-768e-40aa-9532-b21711e8f450","579a0152-af27-465f-b084-771379642c23","3fda0e8f-a589-4299-a531-1d5b4d679214","95857113-82c5-4a45-8ce5-56b34ab49780","1b7894fa-fc0d-477b-9392-a81b0e9ba8d0","8a5f8995-d05d-49cc-b46c-2c7a421cc12a","591ce4ce-903b-4026-b6b8-67ce3258e9f5","9bcab6a5-dc4b-49a8-b69e-6c0b99712433","5373df8a-18a4-42a0-8a0d-6a058ffe4ca1","2415c23d-30dc-4d85-a74d-016e493de9a2","cdcd157b-4b07-4493-ad48-ed8ad2cbc107","06f25847-ab59-4f37-bbbc-aba04d2d46c6","1fbb437a-3c82-4730-a7f9-2f3bc440da98","8203b2b0-3c72-4bde-9194-359437cf5492","e066c9a6-b1b4-4c9a-b08a-886279808e94","2dbba012-814f-45e6-b9d2-90ee7e0093a9","f75ed735-6b55-498d-b1cd-7bd6484da106","0e2797a0-b3b1-4390-87d0-f02a6d277f53","212f5c47-ed6b-43cc-80ae-f5e63b637534","3e1bae9e-ffa2-49b9-a750-7a552233169e","1ed4e212-d55c-4af4-a935-e71a8ba6828a","b17d3a85-aa13-4479-9eb5-c950da8ca0c3","b1e9c872-e95b-498a-b603-264298e249c2","90be9a68-c5a5-4596-a530-281bcd3c4301","afa6e3aa-f4e0-4c03-b756-c79b482865f1","38f11bb6-c7cc-4b5e-b5fd-1d398c5c260b","2d765df8-f60e-4eef-9bda-5bb45626a867","36b7fce2-6500-43fc-9ae2-784769863357","39a3977f-f592-45f8-a4c5-a53de45bb6c4","e1256fe2-e368-4be9-937c-a41e55727102","1ba5f75a-5cbc-4825-ab24-d31f457e04ef","d7a02af4-c32f-4eaa-a76d-b5cb49906856","3959403b-213e-4db6-a62a-11dcfb07de09","0cc0ac02-d2fc-4f96-a25f-49533d2fea1b"],"benchmarkVersion":"4-ai-developer-tools-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}{"corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["0a4173bb-fc82-498b-bf6e-86caa37d3458","35d3d862-0e69-4324-b4db-5f5e8fa394f8","085c6ae8-768e-40aa-9532-b21711e8f450","579a0152-af27-465f-b084-771379642c23","3fda0e8f-a589-4299-a531-1d5b4d679214","95857113-82c5-4a45-8ce5-56b34ab49780","1b7894fa-fc0d-477b-9392-a81b0e9ba8d0","8a5f8995-d05d-49cc-b46c-2c7a421cc12a","591ce4ce-903b-4026-b6b8-67ce3258e9f5","9bcab6a5-dc4b-49a8-b69e-6c0b99712433","5373df8a-18a4-42a0-8a0d-6a058ffe4ca1","2415c23d-30dc-4d85-a74d-016e493de9a2","cdcd157b-4b07-4493-ad48-ed8ad2cbc107","06f25847-ab59-4f37-bbbc-aba04d2d46c6","1fbb437a-3c82-4730-a7f9-2f3bc440da98","8203b2b0-3c72-4bde-9194-359437cf5492","e066c9a6-b1b4-4c9a-b08a-886279808e94","2dbba012-814f-45e6-b9d2-90ee7e0093a9","f75ed735-6b55-498d-b1cd-7bd6484da106","0e2797a0-b3b1-4390-87d0-f02a6d277f53","212f5c47-ed6b-43cc-80ae-f5e63b637534","3e1bae9e-ffa2-49b9-a750-7a552233169e","1ed4e212-d55c-4af4-a935-e71a8ba6828a","b17d3a85-aa13-4479-9eb5-c950da8ca0c3","b1e9c872-e95b-498a-b603-264298e249c2","90be9a68-c5a5-4596-a530-281bcd3c4301","afa6e3aa-f4e0-4c03-b756-c79b482865f1","38f11bb6-c7cc-4b5e-b5fd-1d398c5c260b","2d765df8-f60e-4eef-9bda-5bb45626a867","36b7fce2-6500-43fc-9ae2-784769863357","39a3977f-f592-45f8-a4c5-a53de45bb6c4","e1256fe2-e368-4be9-937c-a41e55727102","1ba5f75a-5cbc-4825-ab24-d31f457e04ef","d7a02af4-c32f-4eaa-a76d-b5cb49906856","3959403b-213e-4db6-a62a-11dcfb07de09","0cc0ac02-d2fc-4f96-a25f-49533d2fea1b"],"benchmarkVersion":"4-ai-developer-tools-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}{"corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["0a4173bb-fc82-498b-bf6e-86caa37d3458","35d3d862-0e69-4324-b4db-5f5e8fa394f8","085c6ae8-768e-40aa-9532-b21711e8f450","579a0152-af27-465f-b084-771379642c23","3fda0e8f-a589-4299-a531-1d5b4d679214","95857113-82c5-4a45-8ce5-56b34ab49780","1b7894fa-fc0d-477b-9392-a81b0e9ba8d0","8a5f8995-d05d-49cc-b46c-2c7a421cc12a","591ce4ce-903b-4026-b6b8-67ce3258e9f5","9bcab6a5-dc4b-49a8-b69e-6c0b99712433","5373df8a-18a4-42a0-8a0d-6a058ffe4ca1","2415c23d-30dc-4d85-a74d-016e493de9a2","cdcd157b-4b07-4493-ad48-ed8ad2cbc107","06f25847-ab59-4f37-bbbc-aba04d2d46c6","1fbb437a-3c82-4730-a7f9-2f3bc440da98","8203b2b0-3c72-4bde-9194-359437cf5492","e066c9a6-b1b4-4c9a-b08a-886279808e94","2dbba012-814f-45e6-b9d2-90ee7e0093a9","f75ed735-6b55-498d-b1cd-7bd6484da106","0e2797a0-b3b1-4390-87d0-f02a6d277f53","212f5c47-ed6b-43cc-80ae-f5e63b637534","3e1bae9e-ffa2-49b9-a750-7a552233169e","1ed4e212-d55c-4af4-a935-e71a8ba6828a","b17d3a85-aa13-4479-9eb5-c950da8ca0c3","b1e9c872-e95b-498a-b603-264298e249c2","90be9a68-c5a5-4596-a530-281bcd3c4301","afa6e3aa-f4e0-4c03-b756-c79b482865f1","38f11bb6-c7cc-4b5e-b5fd-1d398c5c260b","2d765df8-f60e-4eef-9bda-5bb45626a867","36b7fce2-6500-43fc-9ae2-784769863357","39a3977f-f592-45f8-a4c5-a53de45bb6c4","e1256fe2-e368-4be9-937c-a41e55727102","1ba5f75a-5cbc-4825-ab24-d31f457e04ef","d7a02af4-c32f-4eaa-a76d-b5cb49906856","3959403b-213e-4db6-a62a-11dcfb07de09","0cc0ac02-d2fc-4f96-a25f-49533d2fea1b"],"benchmarkVersion":"4-ai-developer-tools-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}{"corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["0a4173bb-fc82-498b-bf6e-86caa37d3458","35d3d862-0e69-4324-b4db-5f5e8fa394f8","085c6ae8-768e-40aa-9532-b21711e8f450","579a0152-af27-465f-b084-771379642c23","3fda0e8f-a589-4299-a531-1d5b4d679214","95857113-82c5-4a45-8ce5-56b34ab49780","1b7894fa-fc0d-477b-9392-a81b0e9ba8d0","8a5f8995-d05d-49cc-b46c-2c7a421cc12a","591ce4ce-903b-4026-b6b8-67ce3258e9f5","9bcab6a5-dc4b-49a8-b69e-6c0b99712433","5373df8a-18a4-42a0-8a0d-6a058ffe4ca1","2415c23d-30dc-4d85-a74d-016e493de9a2","cdcd157b-4b07-4493-ad48-ed8ad2cbc107","06f25847-ab59-4f37-bbbc-aba04d2d46c6","1fbb437a-3c82-4730-a7f9-2f3bc440da98","8203b2b0-3c72-4bde-9194-359437cf5492","e066c9a6-b1b4-4c9a-b08a-886279808e94","2dbba012-814f-45e6-b9d2-90ee7e0093a9","f75ed735-6b55-498d-b1cd-7bd6484da106","0e2797a0-b3b1-4390-87d0-f02a6d277f53","212f5c47-ed6b-43cc-80ae-f5e63b637534","3e1bae9e-ffa2-49b9-a750-7a552233169e","1ed4e212-d55c-4af4-a935-e71a8ba6828a","b17d3a85-aa13-4479-9eb5-c950da8ca0c3","b1e9c872-e95b-498a-b603-264298e249c2","90be9a68-c5a5-4596-a530-281bcd3c4301","afa6e3aa-f4e0-4c03-b756-c79b482865f1","38f11bb6-c7cc-4b5e-b5fd-1d398c5c260b","2d765df8-f60e-4eef-9bda-5bb45626a867","36b7fce2-6500-43fc-9ae2-784769863357","39a3977f-f592-45f8-a4c5-a53de45bb6c4","e1256fe2-e368-4be9-937c-a41e55727102","1ba5f75a-5cbc-4825-ab24-d31f457e04ef","d7a02af4-c32f-4eaa-a76d-b5cb49906856","3959403b-213e-4db6-a62a-11dcfb07de09","0cc0ac02-d2fc-4f96-a25f-49533d2fea1b"],"benchmarkVersion":"4-ai-developer-tools-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}| Cited-answer coveragepublic-prompt-page-answer-coverage | 2.7778percent | derived | View source
|
|---|
| Prompt breadthpublic-prompt-page-prompt-breadth | 1prompts | measured | View source
|
|---|
| Cited answerspublic-prompt-page-cited-answer-count | 1answers | measured | View source
|
|---|
| Engine breadthpublic-prompt-page-engine-breadth | 1engines | measured | View source
|
|---|
| Median citation positionpublic-prompt-page-median-position | 5position | derived | View source
|
|---|
| Best citation positionpublic-prompt-page-best-position | 5position | measured | View source
|
|---|