[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-8b3711b7f346cf50-secure-code-with-gemini-cli-extension-in-local-and-summary":3,"summaries-facets-categories":81,"summary-related-8b3711b7f346cf50-secure-code-with-gemini-cli-extension-in-local-and-summary":3650},{"id":4,"title":5,"ai":6,"body":13,"categories":55,"created_at":57,"date_modified":57,"description":58,"extension":59,"faq":57,"featured":60,"kicker_label":57,"meta":61,"navigation":62,"path":63,"published_at":64,"question":57,"scraped_at":65,"seo":66,"sitemap":67,"source_id":68,"source_name":69,"source_type":70,"source_url":71,"stem":72,"tags":73,"thumbnail_url":57,"tldr":78,"tweet":57,"unknown_tags":79,"__hash__":80},"summaries\u002Fsummaries\u002F8b3711b7f346cf50-secure-code-with-gemini-cli-extension-in-local-and-summary.md","Secure Code with Gemini CLI Extension in Local and CI\u002FCD",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",3804,1140,10961,0.00130815,{"type":14,"value":15,"toc":48},"minimark",[16,21,25,29,37,41],[17,18,20],"h2",{"id":19},"core-scanning-capabilities-and-real-world-detections","Core Scanning Capabilities and Real-World Detections",[22,23,24],"p",{},"Gemini CLI's security extension performs vulnerability scans covering secrets management, insecure data handling, injection vulnerabilities, authentication issues, LLM safety, and dependency checks via Google's OSV database. It identifies specific flaws like arbitrary file reads (in Gemini CLI repo), environment reduction bypasses (Gemini CLI), path traversals (Project Chip), and using timestamps as hash codes (Flutter). These detections shift security left, allowing immediate fixes during development rather than post-deployment, with an extensible architecture for future advanced techniques.",[17,26,28],{"id":27},"local-analysis-workflow-for-individual-contributors","Local Analysis Workflow for Individual Contributors",[22,30,31,32,36],{},"Install the extension, then in a project, invoke ",[33,34,35],"code",{},"\u002Fsecurity"," to access custom commands. Customize scans via natural language prompts, e.g., 'Scan all my HTML files.' Enable Yolo mode (Ctrl+Y) for read-only execution. The tool generates a to-do list defining audit scope, analyzes files sequentially (checking off tasks), and outputs a findings summary. Run this pre-commit to catch issues privately, ensuring code quality before public pushes—ideal for solo developers avoiding team disruptions.",[17,38,40],{"id":39},"github-pr-automation-for-team-repos","GitHub PR Automation for Team Repos",[22,42,43,44,47],{},"For repositories with multiple contributors, integrate via GitHub Actions: copy the example workflow from the security extension repo, then configure authentication using workload identity federation (via a setup shell script for GitHub-to-Google Cloud access). New PRs auto-trigger scans; for existing ones, comment ",[33,45,46],{},"@GeminiCLI\u002Freview",". This enforces uniform security standards across all contributions, even if individuals skip local runs, embedding analysis in CI\u002FCD without manual oversight.",{"title":49,"searchDepth":50,"depth":50,"links":51},"",2,[52,53,54],{"id":19,"depth":50,"text":20},{"id":27,"depth":50,"text":28},{"id":39,"depth":50,"text":40},[56],"DevOps & Cloud",null,"Codelab → https:\u002F\u002Fgoo.gle\u002F4rJxXoh\n\nWhether you are working on a solo project or as part of a team, doing regular security checks is a good security practice. The Gemini CLI Security Extension team has built out tools that scan your code for a variety of security risks. In this video, we will see how to use it in your day to day.\n\n🔔 Subscribe to Google Cloud Tech → https:\u002F\u002Fgoo.gle\u002FGoogleCloudTech\n\n#Gemini #GoogleCloud\n\nSpeakers: Tianzi Cai\nProducts Mentioned: Gemini CLI Security Extension","md",false,{},true,"\u002Fsummaries\u002F8b3711b7f346cf50-secure-code-with-gemini-cli-extension-in-local-and-summary","2026-04-03 15:54:45","2026-04-03 21:23:25",{"title":5,"description":58},{"loc":63},"8b3711b7f346cf50","Google Cloud Tech","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=kDtJXgllXko","summaries\u002F8b3711b7f346cf50-secure-code-with-gemini-cli-extension-in-local-and-summary",[74,75,76,77],"ai-tools","devops","open-source","automation","Gemini CLI's open-source security extension scans for secrets, injections, auth flaws, LLM safety, and OSV dependencies—run locally before commits or automate GitHub PR reviews to enforce consistent 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Use commands like \"Gitar please fix\" for manual application or \"gitar auto-apply:on\" to automatically commit changes, keeping PRs clean without local context switches. This turns red builds green by addressing root causes directly, unlike generic bot feedback.",[17,3727,3729],{"id":3728},"intelligent-ci-analysis-and-agent-workflows","Intelligent CI Analysis and Agent Workflows",[22,3731,3732],{},"For CI failures, Gitar deduplicates logs, detects flaky tests for retries, separates code changes from infra noise, and applies remediations like build, lint, or test fixes. Define workflows in plain English—e.g., enforce policies, add checklists, create lint rules, or link external context—running as agents inside CI environments (Jenkins, CircleCI, BuildKite) with secure access to code and logs. Bring your own LLM via API keys or proxy, or connect via Model Context Protocol (MCP) for custom systems, accelerating AI-generated code to production.",[17,3734,3736],{"id":3735},"proven-impact-from-real-teams","Proven Impact from Real Teams",[22,3738,3739],{},"Engineering leads report shorter merge times (SoFi mobile CI), zero invalid PR comments (Sphinx), caught bugs\u002Fsecurity vulns in AI code (OpenMetadata), and reduced bikeshedding across repos (XFactor) with low-noise, up-to-date reviews that link issues\u002Ftickets. Cadence (ex-Uber) uses it for custom rules replacing GitHub Actions, like auto-assigning reviewers. Teams prefer it over CodeRabbit\u002FCopilot for depth, speed, and workflow fit, with enterprise features like SOC2, ISO 27001, GDPR compliance scaling to multiple teams\u002Frepos.",{"title":49,"searchDepth":50,"depth":50,"links":3741},[3742,3743,3744],{"id":3721,"depth":50,"text":3722},{"id":3728,"depth":50,"text":3729},{"id":3735,"depth":50,"text":3736},[84],{"content_references":3747,"triage":3754},[3748,3752],{"type":3749,"title":3750,"context":3751},"tool","CodeRabbit","mentioned",{"type":3749,"title":3753,"context":3751},"Copilot reviews",{"relevance":3691,"novelty":3693,"quality":3693,"actionability":3691,"composite":3755,"reasoning":3756},4.55,"Category: AI Automation. The article provides a detailed overview of Gitar, an AI tool that automates code fixes and CI analysis, addressing specific pain points for developers and teams looking to streamline their workflows. It includes actionable commands and real-world impact examples, making it highly relevant and practical for the target audience.","\u002Fsummaries\u002F1fa64a8a326e315d-gitar-ai-fixes-code-issues-and-ci-failures-automat-summary","2026-04-16 03:14:29",{"title":3711,"description":49},{"loc":3757},"1fa64a8a326e315d","https:\u002F\u002Fgitar.ai\u002F","summaries\u002F1fa64a8a326e315d-gitar-ai-fixes-code-issues-and-ci-failures-automat-summary",[74,75,77],"Gitar detects bugs, formatting, and quality issues in PRs, applies fixes on command like 'gitar auto-apply:on', analyzes CI failures by deduplicating and flagging flakiness, and builds natural language workflows—trusted by SoFi, Uber alums, and OpenMetadata to cut review toil.",[],"LLBXguvXVvMgd32OnQwZ3Zw2JLPaLtUZcMt_8Ktylzk",{"id":3769,"title":3770,"ai":3771,"body":3776,"categories":4399,"created_at":57,"date_modified":57,"description":49,"extension":59,"faq":57,"featured":60,"kicker_label":57,"meta":4400,"navigation":62,"path":4430,"published_at":57,"question":57,"scraped_at":4431,"seo":4432,"sitemap":4433,"source_id":4434,"source_name":3701,"source_type":3702,"source_url":4435,"stem":4436,"tags":4437,"thumbnail_url":57,"tldr":4438,"tweet":57,"unknown_tags":4439,"__hash__":4440},"summaries\u002Fsummaries\u002F992a0953f62632dc-arazzo-defining-executable-api-workflows-summary.md","Arazzo: Defining Executable API Workflows",{"provider":7,"model":8,"input_tokens":3772,"output_tokens":3773,"processing_time_ms":3774,"cost_usd":3775},8965,3186,21155,0.00309485,{"type":14,"value":3777,"toc":4392},[3778,3782,3785,3804,3810,3830,3834,3842,3891,3896,4012,4059,4064,4067,4071,4091,4096,4205,4229,4242,4247,4261,4265,4288,4310,4313,4316,4320,4388],[17,3779,3781],{"id":3780},"purpose-machine-readable-api-sequences-beyond-static-specs","Purpose: Machine-Readable API Sequences Beyond Static Specs",[22,3783,3784],{},"Arazzo fills a gap in API descriptions like OpenAPI by defining workflows—specific sequences of calls with dependencies to achieve outcomes. It enables human- and machine-readable articulation of how APIs work together, improving developer experience through executable documentation. Unlike static OpenAPI paths, Arazzo weaves calls into stories: search, select, purchase a pet via sequenced endpoints.",[22,3786,3787,3788,3791,3792,3795,3796,3799,3800,3803],{},"Key insight: Workflows reference external API specs (e.g., OpenAPI YAML) via ",[33,3789,3790],{},"sourceDescriptions",", avoiding duplication. Root document (",[33,3793,3794],{},"arazzo.json"," or ",[33,3797,3798],{},".yaml",") uses JSON Schema types, supports YAML 1.2 for round-tripping, and follows ",[33,3801,3802],{},"major.minor.patch"," versioning where patches clarify without feature changes.",[3805,3806,3807],"blockquote",{},[22,3808,3809],{},"\"The aim of the Arazzo Specification is to provide a mechanism that can define sequences of calls and their dependencies to be woven together and expressed in the context of delivering a particular outcome or set of outcomes when dealing with API descriptions (such as OpenAPI descriptions).\"",[22,3811,3812,3813,3816,3817,3816,3820,3816,3823,3816,3826,3829],{},"Data types mirror JSON Schema 2020-12 (string, number, integer, etc.) with OpenAPI-like formats: ",[33,3814,3815],{},"int32",", ",[33,3818,3819],{},"int64",[33,3821,3822],{},"float",[33,3824,3825],{},"double",[33,3827,3828],{},"password",". URLs support relative references per RFC3986.",[17,3831,3833],{"id":3832},"core-structure-root-objects-for-self-contained-workflows","Core Structure: Root Objects for Self-Contained Workflows",[22,3835,3836,3837,3841],{},"Every Arazzo Description ",[3838,3839,3840],"strong",{},"MUST"," include:",[3843,3844,3845,3852,3873,3878,3884],"ul",{},[3846,3847,3848,3851],"li",{},[33,3849,3850],{},"arazzo",": REQUIRED version string (e.g., \"1.0.1\").",[3846,3853,3854,3857,3858,3816,3861,3864,3865,3868,3869,3872],{},[33,3855,3856],{},"info",": Metadata with ",[33,3859,3860],{},"title",[33,3862,3863],{},"version",", optional ",[33,3866,3867],{},"summary","\u002F",[33,3870,3871],{},"description"," (CommonMark supported).",[3846,3874,3875,3877],{},[33,3876,3790],{},": Array of sources (name, url, type: \"openapi\" or \"arazzo\"), at least one.",[3846,3879,3880,3883],{},[33,3881,3882],{},"workflows",": Array of workflows, at least one.",[3846,3885,3886,3887,3890],{},"Optional ",[33,3888,3889],{},"components"," for reusables.",[22,3892,3893],{},[3838,3894,3895],{},"Example root (petstore purchase):",[3897,3898,3902],"pre",{"className":3899,"code":3900,"language":3901,"meta":49,"style":49},"language-yaml shiki shiki-themes github-light github-dark","arazzo: 1.0.1\ninfo:\n  title: A pet purchasing workflow\n  # ...\nsourceDescriptions:\n  - name: petStoreDescription\n    url: https:\u002F\u002Fgithub.com\u002Fswagger-api\u002Fswagger-petstore\u002Fblob\u002Fmaster\u002Fsrc\u002Fmain\u002Fresources\u002Fopenapi.yaml\n    type: openapi\nworkflows:\n  - workflowId: loginUserAndRetrievePet\n    # steps follow\n","yaml",[33,3903,3904,3920,3927,3938,3944,3950,3964,3975,3986,3993,4006],{"__ignoreMap":49},[3905,3906,3909,3912,3916],"span",{"class":3907,"line":3908},"line",1,[3905,3910,3850],{"class":3911},"s9eBZ",[3905,3913,3915],{"class":3914},"sVt8B",": ",[3905,3917,3919],{"class":3918},"sj4cs","1.0.1\n",[3905,3921,3922,3924],{"class":3907,"line":50},[3905,3923,3856],{"class":3911},[3905,3925,3926],{"class":3914},":\n",[3905,3928,3929,3932,3934],{"class":3907,"line":3692},[3905,3930,3931],{"class":3911},"  title",[3905,3933,3915],{"class":3914},[3905,3935,3937],{"class":3936},"sZZnC","A pet purchasing workflow\n",[3905,3939,3940],{"class":3907,"line":3693},[3905,3941,3943],{"class":3942},"sJ8bj","  # ...\n",[3905,3945,3946,3948],{"class":3907,"line":3691},[3905,3947,3790],{"class":3911},[3905,3949,3926],{"class":3914},[3905,3951,3953,3956,3959,3961],{"class":3907,"line":3952},6,[3905,3954,3955],{"class":3914},"  - ",[3905,3957,3958],{"class":3911},"name",[3905,3960,3915],{"class":3914},[3905,3962,3963],{"class":3936},"petStoreDescription\n",[3905,3965,3967,3970,3972],{"class":3907,"line":3966},7,[3905,3968,3969],{"class":3911},"    url",[3905,3971,3915],{"class":3914},[3905,3973,3974],{"class":3936},"https:\u002F\u002Fgithub.com\u002Fswagger-api\u002Fswagger-petstore\u002Fblob\u002Fmaster\u002Fsrc\u002Fmain\u002Fresources\u002Fopenapi.yaml\n",[3905,3976,3978,3981,3983],{"class":3907,"line":3977},8,[3905,3979,3980],{"class":3911},"    type",[3905,3982,3915],{"class":3914},[3905,3984,3985],{"class":3936},"openapi\n",[3905,3987,3989,3991],{"class":3907,"line":3988},9,[3905,3990,3882],{"class":3911},[3905,3992,3926],{"class":3914},[3905,3994,3996,3998,4001,4003],{"class":3907,"line":3995},10,[3905,3997,3955],{"class":3914},[3905,3999,4000],{"class":3911},"workflowId",[3905,4002,3915],{"class":3914},[3905,4004,4005],{"class":3936},"loginUserAndRetrievePet\n",[3905,4007,4009],{"class":3907,"line":4008},11,[3905,4010,4011],{"class":3942},"    # steps follow\n",[22,4013,4014,4015,4018,4019,4021,4022,3868,4024,3868,4026,4029,4030,4033,4034,4037,4038,4041,4042,3868,4045,3868,4048,3868,4051,4054,4055,4058],{},"Source names follow ",[33,4016,4017],{},"[A-Za-z0-9_-]+","; URLs are URI-references. Workflows have unique ",[33,4020,4000],{}," (same regex), optional ",[33,4023,3867],{},[33,4025,3871],{},[33,4027,4028],{},"inputs"," (JSON Schema), ",[33,4031,4032],{},"dependsOn"," (workflowIds or expressions like ",[33,4035,4036],{},"$sourceDescriptions.petStoreDescription.loginUser","), ",[33,4039,4040],{},"steps"," (REQUIRED), workflow-wide ",[33,4043,4044],{},"parameters",[33,4046,4047],{},"successActions",[33,4049,4050],{},"failureActions",[33,4052,4053],{},"outputs"," (maps to expressions, keys ",[33,4056,4057],{},"^[a-zA-Z0-9._-]+$",").",[3805,4060,4061],{},[22,4062,4063],{},"\"An Arazzo Description uses and conforms to the Arazzo Specification, and MUST contain a valid Arazzo Specification version field (arazzo), an info field, a sourceDescriptions field with at least one defined Source Description, and there MUST be at least one Workflow defined in the workflows fixed field.\"",[22,4065,4066],{},"Multi-document support: Entry doc holds root; others referenced via sources.",[17,4068,4070],{"id":4069},"steps-api-calls-with-overrides-and-flow-control","Steps: API Calls with Overrides and Flow Control",[22,4072,4073,4074,3795,4077,4080,4081,4084,4085,4087,4088,4058],{},"Steps are ordered lists in workflows, each a call to an operation (",[33,4075,4076],{},"operationId",[33,4078,4079],{},"operationPath"," like ",[33,4082,4083],{},"{$sourceDescriptions.petstoreDescription.url}#\u002Fpaths\u002F~1pet~1findByStatus\u002Fget",") or sub-workflow (",[33,4086,4000],{},"). Fields mutually exclusive: pick one of operationId\u002Fpath\u002FworkflowId. Use expressions for cross-source refs (e.g., ",[33,4089,4090],{},"$sourceDescriptions.\u003Cname>.operationId",[22,4092,4093],{},[3838,4094,4095],{},"Pet login step example:",[3897,4097,4099],{"className":3899,"code":4098,"language":3901,"meta":49,"style":49},"- stepId: loginStep  # unique per workflow, [A-Za-z0-9_-]+\n  operationId: loginUser\n  parameters:\n    - name: username\n      in: query\n      value: $inputs.username  # runtime expression\n  successCriteria:\n    - condition: $statusCode == 200\n  outputs:\n    sessionToken: $response.body\n",[33,4100,4101,4117,4127,4134,4146,4156,4169,4176,4188,4195],{"__ignoreMap":49},[3905,4102,4103,4106,4109,4111,4114],{"class":3907,"line":3908},[3905,4104,4105],{"class":3914},"- ",[3905,4107,4108],{"class":3911},"stepId",[3905,4110,3915],{"class":3914},[3905,4112,4113],{"class":3936},"loginStep",[3905,4115,4116],{"class":3942},"  # unique per workflow, [A-Za-z0-9_-]+\n",[3905,4118,4119,4122,4124],{"class":3907,"line":50},[3905,4120,4121],{"class":3911},"  operationId",[3905,4123,3915],{"class":3914},[3905,4125,4126],{"class":3936},"loginUser\n",[3905,4128,4129,4132],{"class":3907,"line":3692},[3905,4130,4131],{"class":3911},"  parameters",[3905,4133,3926],{"class":3914},[3905,4135,4136,4139,4141,4143],{"class":3907,"line":3693},[3905,4137,4138],{"class":3914},"    - ",[3905,4140,3958],{"class":3911},[3905,4142,3915],{"class":3914},[3905,4144,4145],{"class":3936},"username\n",[3905,4147,4148,4151,4153],{"class":3907,"line":3691},[3905,4149,4150],{"class":3911},"      in",[3905,4152,3915],{"class":3914},[3905,4154,4155],{"class":3936},"query\n",[3905,4157,4158,4161,4163,4166],{"class":3907,"line":3952},[3905,4159,4160],{"class":3911},"      value",[3905,4162,3915],{"class":3914},[3905,4164,4165],{"class":3936},"$inputs.username",[3905,4167,4168],{"class":3942},"  # runtime expression\n",[3905,4170,4171,4174],{"class":3907,"line":3966},[3905,4172,4173],{"class":3911},"  successCriteria",[3905,4175,3926],{"class":3914},[3905,4177,4178,4180,4183,4185],{"class":3907,"line":3977},[3905,4179,4138],{"class":3914},[3905,4181,4182],{"class":3911},"condition",[3905,4184,3915],{"class":3914},[3905,4186,4187],{"class":3936},"$statusCode == 200\n",[3905,4189,4190,4193],{"class":3907,"line":3988},[3905,4191,4192],{"class":3911},"  outputs",[3905,4194,3926],{"class":3914},[3905,4196,4197,4200,4202],{"class":3907,"line":3995},[3905,4198,4199],{"class":3911},"    sessionToken",[3905,4201,3915],{"class":3914},[3905,4203,4204],{"class":3936},"$response.body\n",[22,4206,4207,4208,4211,4212,4215,4216,4219,4220,4222,4223,3816,4226,4058],{},"Overrides: Step params\u002Fbodies\u002Factions inherit from workflow but override (never remove). ",[33,4209,4210],{},"requestBody"," supported (avoid on GET\u002FHEAD\u002FDELETE). ",[33,4213,4214],{},"successCriteria",": All ",[33,4217,4218],{},"Criterion"," conditions (expressions) ",[3838,4221,3840],{}," pass. Outputs map response parts (e.g., ",[33,4224,4225],{},"$response.header.X-Rate-Limit",[33,4227,4228],{},"$steps.prevStep.outputs.token",[22,4230,4231,4232,3868,4235,4238,4239,4058],{},"Control: ",[33,4233,4234],{},"onSuccess",[33,4236,4237],{},"onFailure"," arrays of actions with optional criteria; first match executes. Default success: next step; failure: break. Workflow outputs aggregate step outputs (e.g., ",[33,4240,4241],{},"available: $steps.getPetStep.outputs.availablePets",[3805,4243,4244],{},[22,4245,4246],{},"\"All assertions MUST be satisfied for the step to be deemed successful.\"",[22,4248,4249,4250,4253,4254,4256,4257,4260],{},"Parameters: ",[33,4251,4252],{},"{name, in, value}"," (expression); ",[33,4255,4210],{}," schema\u002Fobject. Reusables reference ",[33,4258,4259],{},"components.parameters"," etc.",[17,4262,4264],{"id":4263},"reusability-actions-and-expressions","Reusability, Actions, and Expressions",[22,4266,4267,4269,4270,3816,4272,3816,4274,4276,4277,4280,4281,3816,4284,4287],{},[33,4268,3889],{},": Schemas for ",[33,4271,4044],{},[33,4273,4047],{},[33,4275,4050],{},". SuccessAction\u002FFailureAction: ",[33,4278,4279],{},"action"," (\"continue\", \"stop\", \"retry\", etc.?—spec truncated but implies), optional ",[33,4282,4283],{},"criteria",[33,4285,4286],{},"times"," (retry count).",[22,4289,4290,4291,3816,4294,3816,4297,3816,4300,3816,4303,4306,4307,4058],{},"Runtime expressions: ",[33,4292,4293],{},"$inputs.*",[33,4295,4296],{},"$steps.*.outputs.*",[33,4298,4299],{},"$response.*",[33,4301,4302],{},"$statusCode",[33,4304,4305],{},"$sourceDescriptions.*",". Enables dependency chaining (e.g., auth token from login to next call's ",[33,4308,4309],{},"Authorization: $steps.loginStep.outputs.sessionToken",[22,4311,4312],{},"Extensions: Vendor prefixes for custom fields. 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