{"id":"https://openalex.org/W7203501035","doi":"https://doi.org/10.70917/ijcisim-2026-4666","title":"AgentCodeReview: Implementation and Comprehensive Benchmark Evaluation of a Multi-Agent Framework for Explainable Code Review and Automated Bug Repair","display_name":"AgentCodeReview: Implementation and Comprehensive Benchmark Evaluation of a Multi-Agent Framework for Explainable Code Review and Automated Bug Repair","publication_year":2026,"publication_date":"2026-08-12","ids":{"openalex":"https://openalex.org/W7203501035","doi":"https://doi.org/10.70917/ijcisim-2026-4666"},"language":"en","primary_location":{"id":"doi:10.70917/ijcisim-2026-4666","doi":"https://doi.org/10.70917/ijcisim-2026-4666","is_oa":true,"landing_page_url":"https://doi.org/10.70917/ijcisim-2026-4666","pdf_url":"https://cspub-ijcisim.org/index.php/ijcisim/article/download/4666/3788","source":{"id":"https://openalex.org/S5406979607","display_name":"International Journal of Computer Information Systems and Industrial Management Applications","issn_l":"2150-7988","issn":["2150-7988"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["jufo-1","poland-40","russia-white-list-2"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computer Information Systems and Industrial Management Applications","raw_type":"journal-article"},"parent_works":[],"lineage":["https://openalex.org/W7203501035"],"child_works_count":0,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://cspub-ijcisim.org/index.php/ijcisim/article/download/4666/3788","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5144258497","display_name":"Bharath Kumar N","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bharath Kumar N","raw_affiliation_strings":["IBM"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IBM","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5147223114","display_name":"T L Manasa","orcid":"https://orcid.org/0009-0005-0414-7119","observed_orcids":["https://orcid.org/0009-0005-0414-7119"]},"institutions":[{"id":"https://openalex.org/I244923355","display_name":"Mangalayatan University","ror":"https://ror.org/0563h0629","country_code":"IN","type":"education","lineage":["https://openalex.org/I244923355"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"T L Manasa","raw_affiliation_strings":["Faculty of Engineering & Technology, Department of Electrical & Electronics Engineering, Mangalayatan University, Beswan, Aligarh, UP, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Engineering & Technology, Department of Electrical & Electronics Engineering, Mangalayatan University, Beswan, Aligarh, UP, India","institution_ids":["https://openalex.org/I244923355"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"18","issue":"16s","first_page":"1320","last_page":"1343"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10743","display_name":"Software Testing and Debugging Techniques","score":0.0007999999797903001,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10430","display_name":"Software Engineering Techniques and Practices","score":0.0006000000284984708,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/multi-agent-systems","display_name":"multi-agent systems","score":0.7879999876022339},{"id":"https://openalex.org/keywords/code-review","display_name":"code review","score":0.7049999833106995},{"id":"https://openalex.org/keywords/explainable-ai","display_name":"explainable AI","score":0.9380000233650208},{"id":"https://openalex.org/keywords/software-quality-assurance","display_name":"software quality assurance","score":0.7910000085830688},{"id":"https://openalex.org/keywords/large-language-models","display_name":"large language models","score":0.8550000190734863},{"id":"https://openalex.org/keywords/software-security-analysis","display_name":"software security analysis","score":0.6449999809265137},{"id":"https://openalex.org/keywords/performance-evaluation","display_name":"performance evaluation","score":0.7160000205039978},{"id":"https://openalex.org/keywords/code-documentation","display_name":"code documentation","score":0.6840000152587891},{"id":"https://openalex.org/keywords/streamlit-interface","display_name":"Streamlit web interface","score":0.6660000085830688},{"id":"https://openalex.org/keywords/benchmark-evaluation","display_name":"benchmark evaluation","score":0.6790000200271606}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8327999711036682},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.6284000277519226},{"id":"https://openalex.org/C121957198","wikidata":"https://www.wikidata.org/wiki/Q14365593","display_name":"KPI-driven code analysis","level":5,"score":0.5403000116348267},{"id":"https://openalex.org/C519991488","wikidata":"https://www.wikidata.org/wiki/Q28865","display_name":"Python (programming language)","level":2,"score":0.5228999853134155},{"id":"https://openalex.org/C56666940","wikidata":"https://www.wikidata.org/wiki/Q788790","display_name":"Documentation","level":2,"score":0.521399974822998},{"id":"https://openalex.org/C168065819","wikidata":"https://www.wikidata.org/wiki/Q845566","display_name":"Debugging","level":2,"score":0.48649999499320984},{"id":"https://openalex.org/C101468663","wikidata":"https://www.wikidata.org/wiki/Q1620158","display_name":"Modular design","level":2,"score":0.4697999954223633},{"id":"https://openalex.org/C117447612","wikidata":"https://www.wikidata.org/wiki/Q1412670","display_name":"Software quality","level":4,"score":0.46549999713897705},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.45829999446868896},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.4505000114440918},{"id":"https://openalex.org/C2777561058","wikidata":"https://www.wikidata.org/wiki/Q2652119","display_name":"Program comprehension","level":4,"score":0.4474000036716461},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.42559999227523804},{"id":"https://openalex.org/C53942775","wikidata":"https://www.wikidata.org/wiki/Q1211721","display_name":"Code coverage","level":3,"score":0.4212999939918518},{"id":"https://openalex.org/C137287247","wikidata":"https://www.wikidata.org/wiki/Q1329550","display_name":"Static program analysis","level":4,"score":0.4108000099658966},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.40639999508857727},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4004000127315521},{"id":"https://openalex.org/C51929080","wikidata":"https://www.wikidata.org/wiki/Q2425187","display_name":"Codebase","level":3,"score":0.3894999921321869},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.3856000006198883},{"id":"https://openalex.org/C128942645","wikidata":"https://www.wikidata.org/wiki/Q1568346","display_name":"Test case","level":3,"score":0.38040000200271606},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.36660000681877136},{"id":"https://openalex.org/C4379982","wikidata":"https://www.wikidata.org/wiki/Q1273511","display_name":"Software visualization","level":5,"score":0.35760000348091125},{"id":"https://openalex.org/C10272871","wikidata":"https://www.wikidata.org/wiki/Q929972","display_name":"Software inspection","level":5,"score":0.33959999680519104},{"id":"https://openalex.org/C149091818","wikidata":"https://www.wikidata.org/wiki/Q2429814","display_name":"Software system","level":3,"score":0.3334999978542328},{"id":"https://openalex.org/C32833848","wikidata":"https://www.wikidata.org/wiki/Q4115054","display_name":"Extensibility","level":2,"score":0.3231000006198883},{"id":"https://openalex.org/C1009929","wikidata":"https://www.wikidata.org/wiki/Q179550","display_name":"Software bug","level":3,"score":0.3188000023365021},{"id":"https://openalex.org/C118643609","wikidata":"https://www.wikidata.org/wiki/Q189210","display_name":"Web application","level":2,"score":0.31679999828338623},{"id":"https://openalex.org/C150292731","wikidata":"https://www.wikidata.org/wiki/Q1342704","display_name":"Code review","level":5,"score":0.30979999899864197},{"id":"https://openalex.org/C152752567","wikidata":"https://www.wikidata.org/wiki/Q116877","display_name":"Code refactoring","level":3,"score":0.3091000020503998},{"id":"https://openalex.org/C2778583558","wikidata":"https://www.wikidata.org/wiki/Q771245","display_name":"Code reuse","level":3,"score":0.3084999918937683},{"id":"https://openalex.org/C113843644","wikidata":"https://www.wikidata.org/wiki/Q901882","display_name":"Interface (matter)","level":4,"score":0.3050000071525574},{"id":"https://openalex.org/C133237599","wikidata":"https://www.wikidata.org/wiki/Q2295111","display_name":"Code smell","level":5,"score":0.3018999993801117},{"id":"https://openalex.org/C26713055","wikidata":"https://www.wikidata.org/wiki/Q245962","display_name":"Implementation","level":2,"score":0.29739999771118164},{"id":"https://openalex.org/C76518257","wikidata":"https://www.wikidata.org/wiki/Q271680","display_name":"Software framework","level":5,"score":0.29409998655319214},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2935999929904938},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.29100000858306885},{"id":"https://openalex.org/C544833334","wikidata":"https://www.wikidata.org/wiki/Q2005","display_name":"JavaScript","level":2,"score":0.2906000018119812},{"id":"https://openalex.org/C35869016","wikidata":"https://www.wikidata.org/wiki/Q846636","display_name":"Software architecture","level":3,"score":0.2831999957561493},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.28029999136924744},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.2694999873638153},{"id":"https://openalex.org/C86251818","wikidata":"https://www.wikidata.org/wiki/Q816754","display_name":"Benchmarking","level":2,"score":0.2694000005722046}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.70917/ijcisim-2026-4666","doi":"https://doi.org/10.70917/ijcisim-2026-4666","is_oa":true,"landing_page_url":"https://doi.org/10.70917/ijcisim-2026-4666","pdf_url":"https://cspub-ijcisim.org/index.php/ijcisim/article/download/4666/3788","source":{"id":"https://openalex.org/S5406979607","display_name":"International Journal of Computer Information Systems and Industrial Management Applications","issn_l":"2150-7988","issn":["2150-7988"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["jufo-1","poland-40","russia-white-list-2"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computer Information Systems and Industrial Management Applications","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.70917/ijcisim-2026-4666","doi":"https://doi.org/10.70917/ijcisim-2026-4666","is_oa":true,"landing_page_url":"https://doi.org/10.70917/ijcisim-2026-4666","pdf_url":"https://cspub-ijcisim.org/index.php/ijcisim/article/download/4666/3788","source":{"id":"https://openalex.org/S5406979607","display_name":"International Journal of Computer Information Systems and Industrial Management Applications","issn_l":"2150-7988","issn":["2150-7988"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["jufo-1","poland-40","russia-white-list-2"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computer Information Systems and Industrial Management Applications","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7203501035.pdf","grobid_xml":"https://content.openalex.org/works/W7203501035.grobid-xml"},"referenced_works_count":21,"referenced_works":["https://openalex.org/W2108769867","https://openalex.org/W2282821441","https://openalex.org/W2891503716","https://openalex.org/W2981731882","https://openalex.org/W4327810158","https://openalex.org/W4376167329","https://openalex.org/W4386185625","https://openalex.org/W4391272793","https://openalex.org/W4400104375","https://openalex.org/W4402533615","https://openalex.org/W4402665833","https://openalex.org/W4403796339","https://openalex.org/W4405646968","https://openalex.org/W4411915058","https://openalex.org/W4413105341","https://openalex.org/W4415103070","https://openalex.org/W7131316752","https://openalex.org/W7133184417","https://openalex.org/W7172263052","https://openalex.org/W7202182029","https://openalex.org/W7202209540"],"related_works":["https://openalex.org/W7202209540","https://openalex.org/W7204438595","https://openalex.org/W7153473541","https://openalex.org/W4404782782","https://openalex.org/W7008713878","https://openalex.org/W7163649391","https://openalex.org/W7132946893","https://openalex.org/W7089307272","https://openalex.org/W7162354219","https://openalex.org/W7160716693"],"abstract_inverted_index":{"Large":[0],"Language":[1],"Models":[2],"(LLMs)":[3],"have":[4],"revolutionized":[5],"software":[6,90,145,274,303],"development,":[7],"from":[8,140],"analyzing":[9],"code":[10,29,38,64,82,95,331],"and":[11,17,19,43,62,84,118,148,152,173,207,220,255,283,287,294,322],"generating":[12],"suggestions":[13],"to":[14,37,59,79,106,109,121,188,225,296,312],"detecting":[15],"bugs":[16],"errors,":[18,200],"even":[20],"creating":[21],"entire":[22],"programs.":[23],"Despite":[24],"these":[25,211],"advances,":[26],"existing":[27],"AI-driven":[28],"review":[30,39,83,96,110],"solutions":[31],"still":[32],"provide":[33,60],"a":[34,47,73,132,156,196,208,232],"one-size-fits-all":[35],"approach":[36],"with":[40,93,231,324],"overall":[41],"feedback":[42,258],"suggestions,":[44],"often":[45],"of":[46,131,167,170,176,182,195,198,210,213,267,279,299],"non-specific":[48],"nature.":[49],"This":[50,67],"restriction":[51],"promotes":[52],"modular":[53],"architectures":[54],"which":[55],"would":[56,99],"be":[57,100,107,119,310],"able":[58,78,108,120],"specific":[61,257],"direct":[63],"quality":[65,146,275,304],"reports.":[66,154],"paper":[68],"presents":[69],"the":[70,129,138,141,164,168,171,177,190,227,240,248,260,268,280,289,297,318,325],"AgentCodeReview":[71],"system,":[72],"multi-agent":[74,229,249],"system":[75],"that":[76,136,162],"is":[77],"conduct":[80],"explainable":[81,254,300],"automated":[85],"bug":[86],"repair":[87],"by":[88],"leveraging":[89],"engineering":[91],"agents":[92],"different":[94],"tasks.":[97],"There":[98],"five":[101],"independent":[102],"entities,":[103],"each":[104],"one":[105],"code,":[111],"analyze":[112],"security,":[113],"evaluate":[114],"performance,":[115],"document":[116],"it":[117],"automatically":[122],"fix":[123],"bugs.":[124],"They":[125],"run":[126],"parallelly":[127],"under":[128],"guidance":[130],"centralized":[133],"orchestration":[134],"layer":[135],"collects":[137],"results":[139,169,238,290],"analytical":[142],"agents,":[143],"calculates":[144],"scores":[147],"creates":[149],"comprehensive":[150],"HTML":[151],"PDF":[153],"Moreover,":[155],"Streamlit-based":[157],"web":[158],"interface":[159],"was":[160,186,245,271],"created":[161,187],"allows":[163],"interactive":[165,174],"visualization":[166],"analysis":[172],"entry":[175],"input":[178],"values.":[179],"A":[180],"set":[181],"twenty":[183],"python":[184],"programs":[185],"test":[189],"framework":[191,230,234],"for":[192,273,328],"effectiveness,":[193],"consisting":[194],"variety":[197],"runtime":[199],"security":[201],"flaws,":[202],"performance":[203],"issues,":[204],"documentation":[205],"issues":[206],"mixture":[209],"types":[212],"errors.":[214],"Two":[215],"metrics,":[216],"namely":[217],"execution":[218,242],"time":[219],"qualitative":[221],"assessment":[222,276],"were":[223],"used":[224],"compare":[226],"proposed":[228,307],"single-agent":[233],"as":[235],"baseline.":[236],"Experimental":[237],"demonstrated":[239],"benchmark":[241],"success":[243],"rate":[244],"95%,":[246],"while":[247],"architecture":[250,308],"provided":[251],"more":[252],"structured,":[253],"domain":[256],"than":[259],"single":[261],"agent.":[262],"The":[263,306],"extra":[264],"computational":[265],"cost":[266],"coordinated":[269],"analyses":[270],"acceptable":[272],"tasks":[277],"because":[278],"resulting":[281],"interpretability":[282],"modularity.":[284],"Through":[285],"implementation":[286],"experiments,":[288],"demonstrate":[291],"AgentCodeReview's":[292],"utility":[293],"extensibility":[295],"field":[298],"AI":[301],"in":[302],"assurance.":[305],"can":[309],"expanded":[311],"other":[313],"programming":[314],"languages,":[315],"integrated":[316],"into":[317],"industrial":[319],"development":[320],"flow,":[321],"enhanced":[323],"advanced":[326],"LLMs":[327],"scalable":[329],"intelligent":[330],"review.":[332]},"counts_by_year":[],"updated_date":"2026-11-14T11:04:58.165337","created_date":"2026-08-15T00:00:00"}
