Install any skill in seconds. Free to start, no credit card required.
Get Started Free →这是紫鸟开放平台Skill,面向普通用户直接执行任务,无需关心内部调用细节;当用户要求直接完成图片上传、场景裂变、商品替换等当前 Skill 覆盖能力,并希望直接拿到最终结果时,优先通过当前 skill 的本地脚本执行;仅在脚本不存在或执行失败时,才回退到开放平台调用。
.claude/skills/linkfoxai-image-tool/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-09 | ✗→✓ | ▲ Improved | 297% | 0% |
| case-04 | ✗→✓ | ▲ Improved | 245% | 0% |
| case-05 | ✗→✓ | ▲ Improved | 287% | 0% |
| case-06 | ✗→✓ | ▲ Improved | 184% | 0% |
| case-10 | ✗→✓ | ▲ Improved | 383% | 0% |
linkfox-image-upload: 图片上传linkfox-scene-fission: 场景裂变linkfox-shop-replace: 商品替换linkfox-auto-image-matting: 自动抠图Step 1: 先真实读取 scripts/脚本使用指导.md,确认脚本的 payload、成功/失败语义与退出码规则。Step 2: 再真实读取当前 skill 的 scripts/ 目录,确认候选脚本是否实际存在。Step 3: 根据当前执行环境属于 Win、macOS 还是 Linux,按 tool分组名_平台 规则组合目标脚本名;Win 对应 .ps1,macOS 与 Linux 对应 .sh。Step 4: 若脚本存在且执行成功,直接使用脚本标准输出作为最终结果。Step 5: 若脚本不存在,或脚本执行失败并返回非 0 退出码,则回退到对应的执行型 tool / 开放平台调用链路,继续使用 requestUrl、Raw Request Contract 与 Raw Response Contract。callDomain: https://sbappstoreapi.ziniao.com/openapi-routerapiKey: 先确认 ZNOPEN_API_KEY 已可用;默认从 ~/.znopen/config.json 读取,缺失时先提示用户提供,提供后回填文件,完成配置。Runtime Evidence: 以下内容只描述本地脚本查找、执行与 fallback 规则,不代表当前 skill 已经存在哪些脚本文件;执行时必须真实读取 scripts/ 目录与 scripts/脚本使用指导.md 再做判断。Authorization: 无需让用户手工拼接请求头,tool 在调用开放平台时会基于可用的 apiKey 自动注入该头。requestUrl: 统一由 callDomain + sourceOpenPath 组成,调用前应直接使用已生成结果,不建议手工改写。postImageV2UploadByBase64postImageV2MakeSceneFission、postImageV2MakeInfopostImageV2MakeShopReplace、postImageV2MakeInfopostImageV2MakeCutout、postImageV2MakeInfoAuthorization: Bearer {ApiKey}。Bearer 和 ApiKey 之间必须有一个空格,不能省略、不能连写、也不能替换为其他前缀。sourceMethod 保持一致,不允许自行切换调用方式。Raw Request Contract,响应解析与错误处理必须严格遵循 Raw Response Contract。postImageV2UploadByBase64linkfox-image-upload##### Definition
yamltool: postImageV2UploadByBase64 sourceApiName: 图片上传 sourceMethod: POST sourceOpenPath: /linkfox-ai/image/v2/uploadByBase64 requestUrl: https://sbappstoreapi.ziniao.com/openapi-router/linkfox-ai/image/v2/uploadByBase64
##### Raw Request Contract
text{"headers":[{"isRoot":false,"name":"Content-Type","id":"w8pqf70e","type":"","value":"application/json","required":1,"desc":""}],"query":[],"body":[{"isRoot":true,"children":[{"isRoot":false,"name":"fileName","id":"bzxlv5tv","type":"string","required":1,"desc":"文件名(带扩展名)支持格式:jpeg、jpg、png、webp","value":"1.png"},{"isRoot":false,"name":"base64","id":"6bzgux9i","type":"string","required":1,"desc":"图片数据base64编码 文件大小:不超过20MB","value":"iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNk+M9QDwADhgGAWjR9awAAAABJRU5ErkJggg=="}],"name":"","id":0,"type":"object","value":"","required":0,"desc":"UploadByBase64ReqVo"}]}
##### Raw Response Contract
text[{"isRoot":true,"children":[{"isRoot":false,"name":"msg","id":"474ze4ft","type":"string","required":0,"desc":"结果描述"},{"isRoot":false,"name":"traceId","id":"gcq4vu8w","type":"string","required":0,"desc":"链路追踪id"},{"isRoot":false,"name":"code","id":"6r3j5kog","type":"integer","required":0,"desc":"结果编码 200成功 非200报错"},{"isRoot":false,"children":[{"isRoot":false,"name":"viewUrl","id":"ohy4rmpb","type":"string","required":0,"desc":"上传成功后的图片访问地址"}],"name":"data","id":"k0lmm7mt","type":"object","required":0},{"isRoot":false,"name":"msgKey","id":"46vvp4b4","type":"string","required":0,"desc":"错误编码"}],"name":"","id":0,"type":"object","value":"","required":0,"desc":"ResponseDto«ApiImageUploadResVo»"}]
postImageV2MakeSceneFissionlinkfox-scene-fission##### Definition
yamltool: postImageV2MakeSceneFission sourceApiName: 场景裂变 sourceMethod: POST sourceOpenPath: /linkfox-ai/image/v2/make/sceneFission requestUrl: https://sbappstoreapi.ziniao.com/openapi-router/linkfox-ai/image/v2/make/sceneFission
##### Input Rules
https 图片地址字段传参。base64 字段,除非它已经明确出现在 Raw Request Contract 中。##### Raw Request Contract
text{"headers":[{"isRoot":false,"name":"Content-Type","id":"w8pqf70e","type":"","value":"application/json","required":1,"desc":""}],"query":[],"body":[{"isRoot":true,"children":[{"isRoot":false,"name":"imageUrl","id":"bzxlv5tv","type":"string","required":1,"desc":"原图","value":"https://test-file-ai.linkfox.com/UPLOAD/MANAGE/CASE/SCENE_FISSION/1744309376725860352/image.jpg"},{"isRoot":false,"name":"segImageUrl","id":"6bzgux9i","type":"string","required":0,"desc":"保留区域图,不传会自动调用智能抠图"},{"id":"r8mecvca","name":"strength","type":"number","desc":"生成图与原图相似度 默认值:0.5 值越大相似度度越高 浮点数 小数点后只有一位 可选范围 [0.1,1]","isInit":true,"required":0},{"id":"grl5efmb","name":"prompt","type":"string","desc":"强化内容描述,不传会自动根据参数图提取 最长600字符,超出会截断","isInit":true,"required":0},{"id":"87njvdrs","name":"imageOutputWidth","type":"integer","desc":"输出尺寸 宽度 最长不能超过2048,最短不能低于32","isInit":true,"required":0},{"id":"ukpogp3d","name":"imageOutputHeight","type":"integer","desc":"输出尺寸 高度 最长不能超过2048,最短不能低于32","isInit":true,"required":0},{"id":"ob2j7568","name":"provider","type":"string","desc":"场景裂变模式 SCENE_FISSION_REALISTIC:写实(默认值) SCENE_FISSION_SIMPLE:简约 SCENE_FISSION_INTELLIGENT:智能","isInit":true,"value":"SCENE_FISSION_REALISTIC"},{"id":"g017pou2","name":"outputNum","type":"integer","desc":"输出张数 取值范围:[1,4] 默认值:1","isInit":true,"required":0}],"name":"","id":0,"type":"object","value":"","required":0,"desc":"SceneFissionParamsVo"}]}
##### Raw Response Contract
text[{"isRoot":true,"children":[{"isRoot":false,"name":"msg","id":"474ze4ft","type":"string","required":0,"desc":"结果描述"},{"isRoot":false,"name":"traceId","id":"gcq4vu8w","type":"string","required":0,"desc":"链路追踪id"},{"isRoot":false,"name":"code","id":"6r3j5kog","type":"integer","required":0,"desc":"结果编码 200成功 非200报错"},{"isRoot":false,"children":[{"isRoot":false,"name":"id","id":"ohy4rmpb","type":"integer","required":0,"desc":"作图任务ID"}],"name":"data","id":"k0lmm7mt","type":"object","required":0},{"isRoot":false,"name":"msgKey","id":"46vvp4b4","type":"string","required":0,"desc":"错误编码"}],"name":"","id":0,"type":"object","value":"","required":0,"desc":"ResponseDto«OnlyIdVo»"}]
postImageV2MakeInfolinkfox-scene-fissionlinkfox-scene-fission 场景下的使用入口,按当前分组目标理解即可。##### Definition
yamltool: postImageV2MakeInfo sourceApiName: 获取AI作图结果 sourceMethod: POST sourceOpenPath: /linkfox-ai/image/v2/make/info requestUrl: https://sbappstoreapi.ziniao.com/openapi-router/linkfox-ai/image/v2/make/info
##### Raw Request Contract
text{"headers":[{"isRoot":false,"name":"Content-Type","id":"w8pqf70e","type":"","value":"application/json","required":1,"desc":""}],"query":[],"body":[{"isRoot":true,"children":[{"isRoot":false,"name":"id","id":"bzxlv5tv","type":"string","required":1,"desc":"作图任务ID","value":"111"}],"name":"","id":0,"type":"object","value":"","required":0,"desc":"OnlyIdVo"}]}
##### Raw Response Contract
text[{"isRoot":true,"children":[{"isRoot":false,"name":"msg","id":"474ze4ft","type":"string","required":0,"desc":"结果描述"},{"isRoot":false,"name":"traceId","id":"gcq4vu8w","type":"string","required":0,"desc":"链路追踪id"},{"isRoot":false,"name":"code","id":"6r3j5kog","type":"integer","required":0,"desc":"结果编码 200成功 非200报错"},{"isRoot":false,"children":[{"isRoot":false,"name":"id","id":"ohy4rmpb","type":"integer","required":0,"desc":"作图任务ID"},{"isRoot":false,"name":"status","id":"gcq4vu8w","type":"integer","required":0,"desc":"状态 1.排队中 2.生成中 3.成功 4.失败"},{"isRoot":false,"name":"errorCode","id":"6r3j5kog","type":"string","required":0,"desc":"错误码"},{"isRoot":false,"name":"errorMsg","id":"46vvp4b4","type":"string","required":0,"desc":"错误文字描述"},{"isRoot":false,"name":"resultList","id":"k0lmm7mt","type":"array","required":0,"desc":"输出结果图片数组","children":[{"isRoot":false,"name":"id","id":"item1","type":"integer","required":0,"desc":"图片ID"},{"isRoot":false,"name":"status","id":"item2","type":"integer","required":0,"desc":"状态 0.生成中 1.成功 2.失败"},{"isRoot":false,"name":"url","id":"item3","type":"string","required":0,"desc":"高清图"},{"isRoot":false,"name":"width","id":"item4","type":"integer","required":0,"desc":"宽"},{"isRoot":false,"name":"height","id":"item5","type":"integer","required":0,"desc":"高"},{"isRoot":false,"name":"format","id":"item6","type":"string","required":0,"desc":"格式"}]}],"name":"data","id":"k0lmm7mt","type":"object","required":0},{"isRoot":false,"name":"msgKey","id":"46vvp4b4","type":"string","required":0,"desc":"错误编码"}],"name":"","id":0,"type":"object","value":"","required":0,"desc":"ResponseDto«ApiImageMakeResVo»"}]
postImageV2MakeShopReplacelinkfox-shop-replace##### Definition
yamltool: postImageV2MakeShopReplace sourceApiName: 商品替换 sourceMethod: POST sourceOpenPath: /linkfox-ai/image/v2/make/shopReplace requestUrl: https://sbappstoreapi.ziniao.com/openapi-router/linkfox-ai/image/v2/make/shopReplace
##### Input Rules
https 图片地址字段传参。base64 字段,除非它已经明确出现在 Raw Request Contract 中。##### Raw Request Contract
text{"headers":[{"isRoot":false,"name":"Content-Type","id":"w8pqf70e","type":"","value":"application/json","required":1,"desc":""}],"query":[],"body":[{"isRoot":true,"children":[{"isRoot":false,"name":"imageUrl","id":"bzxlv5tv","type":"string","required":1,"desc":"商品原图","value":"https://linkfoxai-ailab.oss-cn-shenzhen.aliyuncs.com/UPLOAD/1701144666432344064/2024/11/18/96a7a42fc965491dbc625d2db09f2478.png"},{"isRoot":false,"name":"sourceImageUrl","id":"6bzgux9i","type":"string","required":0,"desc":"原图抠出来的商品图"},{"id":"r8mecvca","name":"targetOriginUrl","type":"string","desc":"替换的目标原图","isInit":true,"required":1,"value":"https://linkfoxai-ailab.oss-cn-shenzhen.aliyuncs.com/UPLOAD/1701144666432344064/2024/11/18/9778678b4724467485346248032387ec.png"},{"id":"grl5efmb","name":"targetImageUrl","type":"string","desc":"替换的目标原图抠图结果","isInit":true,"required":0},{"id":"87njvdrs","name":"denoiseStrength","type":"string","desc":"生成图变化程度 默认值:0.5 越大越高 浮点数 可选范围 [0,1]","isInit":true,"required":0},{"id":"ukpogp3d","name":"imageOutputWidth","type":"integer","desc":"输出尺寸 宽度 最长边不能超过4096,最短边不能低于32","isInit":true,"required":0},{"id":"g017pou2","name":"imageOutputHeight","type":"integer","desc":"输出尺寸 高度 最长边不能超过4096,最短边不能低于32","isInit":true,"required":0},{"id":"vtarf9ph","name":"outputNum","type":"integer","desc":"输出张数 取值范围:[1,4] 默认值:1","isInit":true,"required":0}],"name":"","id":0,"type":"object","value":"","required":0,"desc":"ShopReplaceParamsVo"}]}
##### Raw Response Contract
text[{"isRoot":true,"children":[{"isRoot":false,"name":"msg","id":"474ze4ft","type":"string","required":0,"desc":"结果描述"},{"isRoot":false,"name":"traceId","id":"gcq4vu8w","type":"string","required":0,"desc":"链路追踪id"},{"isRoot":false,"name":"code","id":"6r3j5kog","type":"integer","required":0,"desc":"结果编码 200成功 非200报错"},{"isRoot":false,"children":[{"isRoot":false,"name":"id","id":"ohy4rmpb","type":"integer","required":0,"desc":"作图任务ID"}],"name":"data","id":"k0lmm7mt","type":"object","required":0},{"isRoot":false,"name":"msgKey","id":"46vvp4b4","type":"string","required":0,"desc":"错误编码"}],"name":"","id":0,"type":"object","value":"","required":0,"desc":"ResponseDto«OnlyIdVo»"}]
postImageV2MakeInfolinkfox-shop-replacelinkfox-shop-replace 场景下的使用入口,按当前分组目标理解即可。##### Definition
yamltool: postImageV2MakeInfo sourceApiName: 获取AI作图结果 sourceMethod: POST sourceOpenPath: /linkfox-ai/image/v2/make/info requestUrl: https://sbappstoreapi.ziniao.com/openapi-router/linkfox-ai/image/v2/make/info
##### Raw Request Contract
text{"headers":[{"isRoot":false,"name":"Content-Type","id":"w8pqf70e","type":"","value":"application/json","required":1,"desc":""}],"query":[],"body":[{"isRoot":true,"children":[{"isRoot":false,"name":"id","id":"bzxlv5tv","type":"string","required":1,"desc":"作图任务ID","value":"111"}],"name":"","id":0,"type":"object","value":"","required":0,"desc":"OnlyIdVo"}]}
##### Raw Response Contract
text[{"isRoot":true,"children":[{"isRoot":false,"name":"msg","id":"474ze4ft","type":"string","required":0,"desc":"结果描述"},{"isRoot":false,"name":"traceId","id":"gcq4vu8w","type":"string","required":0,"desc":"链路追踪id"},{"isRoot":false,"name":"code","id":"6r3j5kog","type":"integer","required":0,"desc":"结果编码 200成功 非200报错"},{"isRoot":false,"children":[{"isRoot":false,"name":"id","id":"ohy4rmpb","type":"integer","required":0,"desc":"作图任务ID"},{"isRoot":false,"name":"status","id":"gcq4vu8w","type":"integer","required":0,"desc":"状态 1.排队中 2.生成中 3.成功 4.失败"},{"isRoot":false,"name":"errorCode","id":"6r3j5kog","type":"string","required":0,"desc":"错误码"},{"isRoot":false,"name":"errorMsg","id":"46vvp4b4","type":"string","required":0,"desc":"错误文字描述"},{"isRoot":false,"name":"resultList","id":"k0lmm7mt","type":"array","required":0,"desc":"输出结果图片数组","children":[{"isRoot":false,"name":"id","id":"item1","type":"integer","required":0,"desc":"图片ID"},{"isRoot":false,"name":"status","id":"item2","type":"integer","required":0,"desc":"状态 0.生成中 1.成功 2.失败"},{"isRoot":false,"name":"url","id":"item3","type":"string","required":0,"desc":"高清图"},{"isRoot":false,"name":"width","id":"item4","type":"integer","required":0,"desc":"宽"},{"isRoot":false,"name":"height","id":"item5","type":"integer","required":0,"desc":"高"},{"isRoot":false,"name":"format","id":"item6","type":"string","required":0,"desc":"格式"}]}],"name":"data","id":"k0lmm7mt","type":"object","required":0},{"isRoot":false,"name":"msgKey","id":"46vvp4b4","type":"string","required":0,"desc":"错误编码"}],"name":"","id":0,"type":"object","value":"","required":0,"desc":"ResponseDto«ApiImageMakeResVo»"}]
postImageV2MakeCutoutlinkfox-auto-image-matting##### Definition
yamltool: postImageV2MakeCutout sourceApiName: 自动抠图 sourceMethod: POST sourceOpenPath: /linkfox-ai/image/v2/make/cutout requestUrl: https://sbappstoreapi.ziniao.com/openapi-router/linkfox-ai/image/v2/make/cutout
##### Input Rules
https 图片地址字段传参。base64 字段,除非它已经明确出现在 Raw Request Contract 中。##### Raw Request Contract
text{"headers":[{"isRoot":false,"name":"Content-Type","id":"w8pqf70e","type":"","value":"application/json","required":1,"desc":""}],"query":[],"body":[{"isRoot":true,"children":[{"isRoot":false,"name":"imageUrl","id":"bzxlv5tv","type":"string","required":1,"desc":"原图","value":"https://linkfoxai-ailab.oss-cn-shenzhen.aliyuncs.com/UPLOAD/1701144666432344064/2024/11/13/bec32c4461644befb202f86b23502583.png"},{"isRoot":false,"name":"subType","id":"6bzgux9i","type":"integer","required":1,"desc":"抠图类型 1: 通用 2: 人像 3: 商品 9: 服饰 12: 头发 13:人脸","value":"1"},{"id":"r8mecvca","name":"clothClass","type":"string","desc":"服饰分类,只有抠图类型=9(服饰抠图)时才会生效, 可多选,以','号分割","isInit":true,"required":0}],"name":"","id":0,"type":"object","value":"","required":0,"desc":"CutoutParamsVo"}]}
##### Raw Response Contract
text[{"isRoot":true,"children":[{"isRoot":false,"name":"msg","id":"474ze4ft","type":"string","required":0,"desc":"结果描述"},{"isRoot":false,"name":"traceId","id":"gcq4vu8w","type":"string","required":0,"desc":"链路追踪id"},{"isRoot":false,"name":"code","id":"6r3j5kog","type":"integer","required":0,"desc":"结果编码 200成功 非200报错"},{"isRoot":false,"children":[{"isRoot":false,"name":"id","id":"ohy4rmpb","type":"integer","required":0,"desc":"作图任务ID"}],"name":"data","id":"k0lmm7mt","type":"object","required":0},{"isRoot":false,"name":"msgKey","id":"46vvp4b4","type":"string","required":0,"desc":"错误编码"}],"name":"","id":0,"type":"object","value":"","required":0,"desc":"ResponseDto«OnlyIdVo»"}]
postImageV2MakeInfolinkfox-auto-image-mattinglinkfox-auto-image-matting 场景下的使用入口,按当前分组目标理解即可。##### Definition
yamltool: postImageV2MakeInfo sourceApiName: 获取AI作图结果 sourceMethod: POST sourceOpenPath: /linkfox-ai/image/v2/make/info requestUrl: https://sbappstoreapi.ziniao.com/openapi-router/linkfox-ai/image/v2/make/info
##### Raw Request Contract
text{"headers":[{"isRoot":false,"name":"Content-Type","id":"w8pqf70e","type":"","value":"application/json","required":1,"desc":""}],"query":[],"body":[{"isRoot":true,"children":[{"isRoot":false,"name":"id","id":"bzxlv5tv","type":"string","required":1,"desc":"作图任务ID","value":"111"}],"name":"","id":0,"type":"object","value":"","required":0,"desc":"OnlyIdVo"}]}
##### Raw Response Contract
text[{"isRoot":true,"children":[{"isRoot":false,"name":"msg","id":"474ze4ft","type":"string","required":0,"desc":"结果描述"},{"isRoot":false,"name":"traceId","id":"gcq4vu8w","type":"string","required":0,"desc":"链路追踪id"},{"isRoot":false,"name":"code","id":"6r3j5kog","type":"integer","required":0,"desc":"结果编码 200成功 非200报错"},{"isRoot":false,"children":[{"isRoot":false,"name":"id","id":"ohy4rmpb","type":"integer","required":0,"desc":"作图任务ID"},{"isRoot":false,"name":"status","id":"gcq4vu8w","type":"integer","required":0,"desc":"状态 1.排队中 2.生成中 3.成功 4.失败"},{"isRoot":false,"name":"errorCode","id":"6r3j5kog","type":"string","required":0,"desc":"错误码"},{"isRoot":false,"name":"errorMsg","id":"46vvp4b4","type":"string","required":0,"desc":"错误文字描述"},{"isRoot":false,"name":"resultList","id":"k0lmm7mt","type":"array","required":0,"desc":"输出结果图片数组","children":[{"isRoot":false,"name":"id","id":"item1","type":"integer","required":0,"desc":"图片ID"},{"isRoot":false,"name":"status","id":"item2","type":"integer","required":0,"desc":"状态 0.生成中 1.成功 2.失败"},{"isRoot":false,"name":"url","id":"item3","type":"string","required":0,"desc":"高清图"},{"isRoot":false,"name":"width","id":"item4","type":"integer","required":0,"desc":"宽"},{"isRoot":false,"name":"height","id":"item5","type":"integer","required":0,"desc":"高"},{"isRoot":false,"name":"format","id":"item6","type":"string","required":0,"desc":"格式"}]}],"name":"data","id":"k0lmm7mt","type":"object","required":0},{"isRoot":false,"name":"msgKey","id":"46vvp4b4","type":"string","required":0,"desc":"错误编码"}],"name":"","id":0,"type":"object","value":"","required":0,"desc":"ResponseDto«ApiImageMakeResVo»"}]
| Case | Status | Duration (ms) | Turns | Tokens | Tool calls | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Without | With | Δ | Without | With | Δ | Without | With | Δ | Without | With | Δ | ||
case-09 | fail→pass | 11,739 | 4,029 | -66% | 1 | 1 | 0% | 2,052 | 8,152 | +297% | 0 | 0 | — |
case-01 | fail→fail | 10,624 | 7,079 | -33% | 1 | 1 | 0% | 1,692 | 8,701 | +414% | 0 | 0 | — |
case-02 | fail→fail | 13,984 | 5,664 | -59% | 1 | 1 | 0% | 2,396 | 7,771 | +224% | 0 | 0 | — |
case-03 | fail→fail | 6,194 | 6,202 | +0% | 1 | 1 | 0% | 905 | 7,752 | +757% | 0 | 0 | — |
case-04 | fail→pass | 16,173 | 27,422 | +70% | 1 | 1 | 0% | 2,712 | 9,343 | +245% | 0 | 0 | — |
case-05 | fail→pass | 11,728 | 2,376 | -80% | 1 | 1 | 0% | 2,041 | 7,891 | +287% | 0 | 0 | — |
case-06 | fail→pass | 16,549 | 24,061 | +45% | 1 | 1 | 0% | 2,878 | 8,171 | +184% | 0 | 0 | — |
case-07 | pass→pass | 11,107 | 3,711 | -67% | 1 | 1 | 0% | 1,937 | 8,098 | +318% | 0 | 0 | — |
case-08 | pass→pass | 10,697 | 5,103 | -52% | 1 | 1 | 0% | 1,698 | 8,063 | +375% | 0 | 0 | — |
case-10 | fail→pass | 10,581 | 4,108 | -61% | 1 | 1 | 0% | 1,667 | 8,044 | +383% | 0 | 0 | — |
case-11 | fail→pass | 11,480 | 4,878 | -58% | 1 | 1 | 0% | 1,821 | 8,320 | +357% | 0 | 0 | — |
case-12 | fail→pass | 14,528 | 3,217 | -78% | 1 | 1 | 0% | 2,488 | 7,911 | +218% | 0 | 0 | — |
case-13 | pass→pass | 10,577 | 3,686 | -65% | 1 | 1 | 0% | 1,684 | 8,032 | +377% | 0 | 0 | — |
case-14 | fail→pass | 14,273 | 7,110 | -50% | 1 | 1 | 0% | 2,386 | 8,839 | +270% | 0 | 0 | — |
case-15 | pass→fail | 7,236 | 2,348 | -68% | 1 | 1 | 0% | 1,202 | 7,824 | +551% | 0 | 0 | — |
case-16 | fail→pass | 14,612 | 2,946 | -80% | 1 | 1 | 0% | 1,660 | 7,997 | +382% | 0 | 0 | — |
case-17 | fail→pass | 10,239 | 1,867 | -82% | 1 | 1 | 0% | 1,662 | 7,710 | +364% | 0 | 0 | — |
case-18 | pass→pass | 10,688 | 2,401 | -78% | 1 | 1 | 0% | 1,734 | 7,847 | +353% | 0 | 0 | — |
case-19 | pass→pass | 15,289 | 8,044 | -47% | 1 | 1 | 0% | 3,093 | 9,144 | +196% | 0 | 0 | — |
case-20 | pass→pass | 19,493 | 14,689 | -25% | 1 | 1 | 0% | 3,350 | 9,898 | +195% | 0 | 0 | — |
case-21 | pass→pass | 18,541 | 23,326 | +26% | 1 | 1 | 0% | 2,966 | 10,143 | +242% | 0 | 0 | — |
case-22 | fail→pass | 12,372 | 5,611 | -55% | 1 | 1 | 0% | 2,189 | 8,583 | +292% | 0 | 0 | — |
case-23 | pass→pass | 9,538 | 2,159 | -77% | 1 | 1 | 0% | 1,518 | 7,706 | +408% | 0 | 0 | — |
DecimalAI ran this skill against gemini-3.6-flash twice over the same eval suite — once with the skill loaded and once without — and compared the two runs case by case. 23 cases were attempted, and 21 counted toward the lift figure. The other 2 produced results that are not comparable between the two arms, so they are excluded from the headline rather than averaged into it. The headline lift of +43 percentage points is the difference between those two pass rates over the 21 comparable cases. 1 case got worse with the skill loaded, and it is included in that figure.
Without the skill loaded, the model failed this case. With it loaded, the same prompt on the same model passed. This is one improved case from the latest verified run; every case, including any that regressed, is in the table above.
| Model | Method | Date | Lift |
|---|---|---|---|
| gemini-3.6-flash | verified | 7/28/2026 | +45% |
Other measured skills in the registry, with their headline benchmark lift.