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local search for files, documents, notes and logs across Pi, OMP and MCP clients","maintainers":[{"name":"ahapenny","email":"byrx6@icloud.com"}],"readme":"# sift-light\n\n简体中文 · [English](README.md)\n\n**sift-light — Evidence-first search for AI agents.**\n\n**一个通用的本地搜索插件，让 Agent 更方便地查找文件、文档、笔记、日志和各类文本资料。**\n\n它像一位耐心的图书管理员：你说想找什么，它帮你找到书架、翻到相关页面，再陪你沿着线索继续看。资料少时，直接把内容递给你；资料多时，先铺开一张地图，让你知道从哪里看起。\n\n## 它能帮上什么忙\n\n### 找一句话，不用翻完整个资料柜\n\n想找一条报错、一段说明或某个名字，就像告诉管理员一本书里的关键词。命中不多时，插件直接给出原文和所在位置，省去逐个文件打开、来回翻找的过程。\n\n### 资料很多，先给你地图\n\n问“哪些资料提到退款”，可能一下找到很多内容。它会先整理相关文件和片段，像在地图上标出有线索的地点；Agent 可以先判断哪些值得看，再打开其中的原文，而不是一开始就面对满桌散页。\n\n### 追问的时候，书签还在\n\n你说“接着刚才的结果看”，它能沿着上次的位置继续翻页。也可以从某一条命中打开附近原文，像把书签夹在那一页，随时回来补看前因后果。\n\n### 记得不完全准确，也能一次找回\n\n日常开发时，已知名称、符号、文件名或报错文本的搜索默认走快速的精确路径；省略 `mode` 不会加载本地向量模型。Pi、OMP 和 MCP 的向量搜索默认关闭；关闭时 `concept` 和 `hybrid` 会明确报错，不会悄悄降级成只有精确结果。这是插件自身的行为，不依赖个人的 `AGENTS.md`。未缓存的语义搜索可能耗时数十秒，不应成为每次查代码的默认成本。\n\n需要时，在当前生效的 `sift-light.json` 中设置 `\"vectorSearchEnabled\": true`，执行 `npx -y --package sift-light@latest sift-light-model --install-model` 安装本地模型，然后重启宿主。Pi 和 OMP 的配置路径见下文；MCP 需要在服务进程环境中用 `SIFT_LIGHT_CONFIG` 指向该文件。只安装模型不会自动启用向量搜索。`semanticJudge.enabled` 是远程候选分类的独立开关，不会启用向量搜索；向量关闭时它也不会运行。\n\n当一句话可能记错了措辞时，可以用一个自然语言 `query` 调用 `mode: \"hybrid\"`。Hybrid 会在同一个受控请求中始终执行精确字面搜索和已安装的本地 Concept 模型：精确证据固定排在前面，语义候选明确标注且只表示相关性候选，与精确命中范围重叠的候选会被去重。语义候选保留原始余弦分数，并用有界短段修正分数排序；两种分数均在结构化详情中可见，不能当作运行时证明。初始页面共享计数、覆盖状态、来源引用和一个检查游标，以紧凑预览代替拼接两份完整响应。`conceptLimit` 只调整不重叠的语义补充数量（默认 3，最大 20），不会挤占字面证据；返回的 matches 请求从同一个快照开始完整的精确优先分页，不会重新执行任一搜索。\n\nConcept 排名会覆盖请求所声明源码预算内接纳的全部 UTF-8 段落，不再固定抽取范围开头的一小部分。Concept 和 hybrid 默认会自动接纳最多 2,000 个文件，在内部按每批 200 个文件顺序处理，再合并成一次全局排名和一份覆盖结果。所有批次共享同一个请求的 32 MiB 读取预算，扩大文件上限不会把内容预算成倍放大。用户不需要自己计算或续接批次；只有确实想主动缩小范围时，才需要把 `maxFilesToParse` 作为可选的高级硬上限。超过模型 token 窗口的段落会拆成带重叠、且保证不截断的窗口参与排名，后半段内容不会被静默丢弃。离线 embedding 按内容、模型版本和分段版本缓存在本地，缓存上限为 512 MiB；重复内容直接复用，内容变化自然失效，缓存写入或清理失败会在结果中明确显示。\n\nConcept 或 hybrid 较慢时，会在默认五秒等待窗口内返回 `status: \"waiting\"` 或 `\"running\"`、`operationId`、进度和精确的 `nextRequest`，例如 `{ \"mode\": \"await\", \"operationId\": \"...\" }`。请原样复制这个请求：它会续接同一个计算，不会重启查询，也不会降级成只有字面的结果。最终结果可稳定复取十分钟；每个服务会话最多保留 32 个终态结果。`mode: \"cancel\"` 会停止自有任务并等待清理完成。每个服务会话最多同时接纳八个 pending operation；单个 operation 使用 `SIFT_LIGHT_CONCEPT_TIMEOUT_MS` 指定一个总执行时限（整数毫秒，1000–3600000，默认 600000），另有 120 秒无人续接租期。真实模型、来源或资源故障会以明确失败返回。发布结果前会重新枚举并校验同一来源 generation；源文件变化会刷新 operation，混合版本不会被标成 complete。接纳计划计数（`filesEnumerated`、`filesAdmitted`、`filesSkippedEmpty`、`filesUnavailable`、`passagesQueued`、`batchesPlanned`、`batchesCompleted`）会在结果里明确显示。空文件属于正常跳过，不会把结果标成 partial。\n\n首次运行尚未缓存的 Concept 或 hybrid 搜索时需要加载本地模型；耗时可能达到数十秒，推理 worker 内存也可能超过 1 GiB，具体取决于机器和搜索范围。后续搜索即使换了问题，也会复用已缓存的段落向量；活跃服务会复用已加载的模型。E5 worker 空闲 30 秒后释放，之后的查询会再次加载。修改过的段落需要重算；缓存被清理、淘汰或大量源码变化时可能再次冷运行。精确搜索模式不会加载模型。这些都是随负载变化的观察，不是延迟或内存保证。结果在 `model-loading` 阶段等待时，请按返回的 `nextRequest` 续接同一个 operation。\n\n### 几个条件，可以一起交代\n\n“找同时提到客户和退款的文件”，就像请管理员挑出同时贴着两张标签的资料；“这几个词任意一个出现都算”，则像列出一张候选清单。可以一次表达多个查找条件，减少反复搜索。\n\n### 指定一个抽屉，就在里面找\n\n需要只查某个文件夹时，可以明确告诉 Agent 限定范围。只记得文件名的一部分，也可以先找文件，再看内容。像先确定资料柜的哪一层，再逐步缩小到要找的那一份。\n\n`files` 多词查询要求每个词都在路径中按字面出现；单个缩写仍支持模糊匹配。业务意图使用 `hybrid` 或 `concept`。项目内路径仍保留零匹配后扩展到项目根目录的既有默认。显式指定到当前 MCP 项目之外的路径时，零匹配后仍默认只查该路径；需要继续查服务器项目时传 `scope: \"expand\"`。需要始终限定显式路径时传 `scope: \"strict\"`。范围扩大前会先给出提示。\n\n### 看到了多少，说得清楚\n\n一页装不下的内容会分批展示，并提供继续查看的入口。原文发生变化时，也会提醒重新确认。像一位认真整理资料的助手，会把“已经看到的”和“还需要往后翻的”交代清楚。\n\n完整快照表示匹配保留完整，不代表源码正文没有截断。长行摘录会明确标记限制，并给出最后一页之后仍可执行的 `inspectRequest`。需要更多结果时沿游标继续，不要仅为翻页而修改 limit 重搜。\nPi 和 OMP 的被动 session 状态会显示当前加载的包版本，统计已返回的新查询，区分完整、部分和未完成结果，并报告未取消的失败调用。cursor 与 operation 续接不会重复计入新查询。\n\n`inspect` 会先加载并校验源文档，再选择有界的输出窗口；同一请求共享 32 MiB 源内容读取预算。单个文件超过预算时，即使只请求第 1 行也会被拒绝，换行号、减少显示上下文或重试都不能绕过该限制。对于大日志，可以先检索相关文本，或使用宿主的有界读取能力分段读取已知精确文件。源码续读页只适用于已经在预算内接纳的文档，不提供超大文件的流式 inspect。\n\n普通搜索继续遵循仓库 ignore 规则，但只要存在被忽略文件，就会明确说明文件系统覆盖受策略过滤，不再把“接纳文件里没找到”说成“整个目录绝对不存在”。文件名发现（`mode: \"files\"`）同样会说明有多少文件被忽略、其中哪些匹配查询，`ignorePolicy: \"include\"` 可以把它们列出来；每个候选都显示分数以及是精确、子串还是模糊匹配。需要发布前收口时，可以用 `mode: \"audit\"` 配合带名字的字面量 `patterns`，一次拿到声明范围、枚举/搜索/跳过文件、ignore 策略、每个模式的 `present`、`absent_with_complete_coverage` 或 `unknown` 结论，以及搜索前后的来源稳定性。审计必须包含被忽略的配置或生成文件时，设置 `ignorePolicy: \"include\"`；`.git` 内部和受保护路径仍然不会开放。\n\n### 先发现语言能力，再按需加载提供方\n\n使用 `mode: \"capabilities\"` 和项目根目录，可以获取紧凑的文件语言清单。JavaScript、TypeScript 和 TSX 支持 AST 结构、角色、outline、静态 imports 和关联测试候选；Go 支持 AST 结构和角色；Python 支持基于缩进的有界 outline 和词法角色（注释、字符串、代码、声明、导入和调用候选）。Swift 和其他语言仍可使用普通内容搜索、文件发现和源码 inspect。能力清单不会启动 parser 或 Concept 模型。\n\n语言服务导航不在范围内。请求 `definitions`、`references`、`implementations`、`callers`、`callees`、`dependencies`、`dependents`、`trace` 或 `impact` 都会明确报错——用文本搜索伪装精确导航，比直接说清楚更糟。使用期间不会启动任何语言服务。\n\n### 校验已保存的源码证据\n\n使用 `mode: \"validate\"` 加普通搜索或 analysis 的 `cursor`，可以按需传入 `matchIndex` 选择单项证据。校验将已保留源码与当前工作区或固定 Git 对象比较，报告 `current`、`stale` 或 `unknown`，并保留原搜索的不完整覆盖状态。结构化信息位于 `details.validation` 和 `details.analysis.validation`；旧关系图字段和 trace cursor 不再支持。校验按需读取源码，不启动后台监听；它验证已保存证据，不证明搜索后没有新增匹配文件。\n\n### 按文件时间缩小范围，也可以看代码结构\n\n工作区搜索支持用 Unix 毫秒时间戳传入 `modifiedAfter` 和 `modifiedBefore`。下界包含、上界不包含，因此可以准确表示一个时间窗口，不必改动搜索关键词。内容搜索和文件名搜索使用同一过滤条件；无法核验文件元数据时会明确报告证据不完整，不会静默当作命中。\n\n对具体的 JS/TS/TSX 或 Python 文件使用 `mode: \"outline\"`，可以查看有界符号范围。JS/TS/TSX 使用 ast-grep，Python 使用基于缩进的类、函数和方法范围；对 outline 条目执行 inspect 会返回该符号经版本校验的源码。它们不证明编译器绑定、运行时调用或测试覆盖。`mode: \"tests\"` 提供 JS/TS/TSX 关联测试候选，不支持的语言操作会明确报错。Swift 源码可使用普通搜索和 `inspect`。\n\n可读正文会保持精简；每项证据的范围、计数、覆盖状态和继续请求仍保留在结构化 `details` 中，客户端无需为了拿到这些字段再次搜索。\n\n### Apple Silicon 独立文本检索\n\n可选的 `nativeText` 配置让 `concept` 和 `hybrid` 同时返回两路本地结果：现有检索和原生文本检索。两路各自保留排名，`details.analysis.retrievalLanes.current` 与 `.native` 给出可直接执行的读取请求。`hybrid` 配合 `ranking: \"relevance\"` 时，默认结果按文件倒数排名加权，原生路权重为 1、现有路为 0.1，最多返回十个不同文件；其他双路视图交错排列，两路原始分数不作直接比较。默认结果和两路结果都可继续 `inspect` 与 `validate`，源码变化会被报告。\n\n在 Apple Silicon macOS 上，准备 Xcode、Metal Toolchain、本地 SDK checkout 和模型目录，然后在项目 checkout 中运行：\n\n```sh\nbun run build:native-text -- /absolute/sdk-checkout /absolute/native-text-output\n```\n\n构建器使用固定版本，输出程序及必需的资源 bundle。模型目录应包含 `model.safetensors`、`config.json`、`tokenizer.json` 和 `tokenizer_config.json`。将完整输出目录保留在本机，并在宿主实际读取的 `sift-light.json` 中配置：\n\n```json\n{\n  \"vectorSearchEnabled\": true,\n  \"nativeText\": {\n    \"executable\": \"/absolute/native-text-output/native-text\",\n    \"modelDirectory\": \"/absolute/model-directory\"\n  }\n}\n```\n\n现有 E5 模型仍需安装。原生程序只读取现有源码准入策略允许的私有临时文本副本，索引在服务关闭时删除；同一服务内增量重用索引，连续请求复用同一个已加载的原生模型；空闲 60 秒后退出 worker 并释放内存，之后的请求会重新启动。取消、关闭和协议失败都会等待自有 worker 退出后再继续。`details.analysis.stats` 中的 `nativeModelLoads`、`nativeModelReused` 和 `nativeProcessId` 可用于核对复用状态。隐藏文件、glob、exclude 与读取预算由现有准入层决定，未识别的文本后缀从已核验的 UTF-8 字节转换为纯文本副本。程序、模型或协议失败会明确报错。省略 `nativeText` 即使用现有行为。这一配置仅启用文本，不启用图片、音频或视频检索。\n\n## 常见用法\n\n直接向 Agent 表达需求即可，例如：\n\n- “帮我找一下，哪些文档提到了退款期限？”\n- “这条报错在哪些日志里出现过？把附近的内容也给我看看。”\n- “找同时包含客户名称和订单编号的文件。”\n- “这几个关键词，任意一个出现都列出来。”\n- “我只记得文件名里有会议记录，帮我找找。”\n- “这次只查这个资料文件夹，不要扩大范围。”\n- “先告诉我相关内容分布在哪些文件，再打开其中两份。”\n- “接着刚才的位置继续看，把没展示完的部分找出来。”\n- “按这个 Unix 毫秒时间戳之后修改过的文件搜索。”\n- “这句话我可能记得不准确，把精确和语义证据一起找出来。”\n- “列出这个 Python 文件里的类和函数，再打开需要看的方法。”\n- “搜索这个函数名并查看相关源码；我修改文件后，再校验已保存的证据。”\n\n插件提供文件位置和实际文本，帮助 Agent 根据原文回答，也方便你回到资料中核对。\n\n## 安装\n\nMCP 需要 Node.js 22.19+。Pi 需要 Pi 0.86.0+，以及 Node.js 22.19+ 或 Bun 1.4+。搜索引擎随包提供对应平台的版本，无需系统搜索工具、Shell 函数或额外设置 `PATH`，搜索过程也不会下载任何东西。安装时请保留可选依赖。\n\n如果你从更早的包身份升级，请先移除此前安装的插件和 MCP 注册，再安装 sift-light，避免同一宿主同时加载两套搜索工具或拦截钩子。\n\n如需使用自己的 ripgrep，在 MCP 服务或 Pi 进程的环境变量中设置 `SIFT_LIGHT_RG_PATH` 为可执行文件的绝对路径，然后重启宿主。该设置统一作用于内容、文件名和 Git 源文件搜索。路径中的空格可用；不支持别名、Shell 函数、相对路径或 `~` 展开。配置无效时明确报错，不会另选程序。随包引擎缺失时，sift-light 会把 `PATH` 中找到的可执行 `rg` 作为兼容性 fallback；如果 PATH 中也没有，再保留可选依赖重新安装，或把该项指向自己的二进制。\n\n### Pi\n\n搜索策略指引使用独立的提示词 section，让支持会话中工具变更的模型能在启用工具时保留已有缓存前缀。\n\n```bash\npi install npm:sift-light\n```\n\n安装或更新后重启 Pi。Pi 默认让常规搜索使用本插件，读取、编辑、测试、构建和脚本仍可使用。`enforceSearch` 支持 `\"hard\"`（默认严格拦截）、`\"prefer\"`（保留专用工具和模型指引，但不拒绝其他搜索）和 `\"off\"`；布尔值及未知配置字段会直接报错。请在 `~/.pi/agent/sift-light.json` 中配置后重启；设置 `\"locale\": \"zh-CN\"` 可启用中文界面。\n\n### OMP（Oh My Pi）\n\n```bash\nomp install npm:sift-light@latest\n```\n\n安装或更新后重启 OMP。安装包声明了 OMP 原生扩展并注册 `sift-light`。默认 hard 模式会从活动工具集中移除 OMP 内置的 `grep` 和 `glob`，并在执行前阻止直接搜索命令，同时保留读取、编辑、测试、构建和其他开发工具。prefer 模式会同时保留专用工具与其他搜索工具，加入模型指引，但不拒绝 shell 搜索。OMP 当前 profile 会被正确识别：默认配置文件是 `~/.omp/agent/sift-light.json`，命名 profile 使用 `~/.omp/profiles/<profile>/agent/sift-light.json`。在当前文件中将 `enforceSearch` 设置为 `\"hard\"`（默认）、`\"prefer\"` 或 `\"off\"` 后重启 OMP；布尔值及未知配置字段会直接报错。设置 `\"locale\": \"zh-CN\"` 可启用中文界面。\n\n### 可选语义判断\n\nHybrid 搜索默认只使用本地能力。可选的语义判断器可以对保留的概念候选进行分类并改善排序，但不会替代本地匹配、源码检查、分页或验证。\n\n只有在配置中明确设置 `semanticJudge.enabled` 为 `true` 时才会启用。仅定义环境变量不会激活网络请求。凭据应保留在进程环境变量中，不要把凭据值写进配置文件：\n\n```json\n{\n  \"locale\": \"zh-CN\",\n  \"enforceSearch\": \"hard\",\n  \"vectorSearchEnabled\": false,\n  \"semanticJudge\": {\n    \"enabled\": false,\n    \"provider\": \"jev\",\n    \"apiKeyEnv\": \"TYPESAFE_API_KEY\",\n    \"model\": \"jev-latest\",\n    \"timeoutMs\": 120000,\n    \"maxCandidates\": 20,\n    \"maxRetries\": 2\n  }\n}\n```\n\n启用后，配置的端点只会收到查询和有界的候选摘录。每个请求最多包含八个候选和 64 KiB；独立批次仍受现有最多二十个候选的总上限约束，HTTP 413 只会拆分对应批次。某个批次失败时，其中的候选保持本地顺序，成功批次仍可提供分类；结果会明确标记为部分覆盖，并报告已判断/未判断候选及批次计数。缺少密钥仍会明确报配置错误，提供方失败绝不会删除本地候选，语义分类也不等同于运行时证明。\n\n### 对已核验源码中的具体结论做支撑判断\n\n`mode: \"support\"` 用来判断一个明确的 `supportClaim` 是否被已选中的源码证据支持。它只能接收之前检索或分析返回的 `cursor` 和 `matchIndex`/`matchIndices`，会再次校验每个源码范围的当前版本；源码已变、无法确认或没有可用范围时返回 `unknown`，不会把旧内容交给模型。这个判断与两路检索、精确定位和 `mode: \"validate\"` 相互独立，不会改变原检索结果。分析结果会公开 `evidenceScope: \"range-only\"`，明确保留的是精确范围，不能把它自动当成完整的结论证据；如果相邻限定条件可能影响结论，先 inspect 源码，或继续调用 `mode: \"support\"`。\n\n功能默认关闭。配置文件中可以选择本机兼容 HTTP JSON 提供方，或显式配置 Jev 端点；密钥只通过进程环境变量提供：\n\n```json\n{\n  \"answerSupport\": {\n    \"enabled\": true,\n    \"provider\": \"jev\",\n    \"apiKeyEnv\": \"TYPESAFE_API_KEY\",\n    \"model\": \"jev-latest\",\n    \"timeoutMs\": 120000,\n    \"maxRetries\": 2,\n    \"maxEvidenceItems\": 5\n  }\n}\n```\n\n`provider: \"http-json\"` 时可把 `endpoint` 指向自己的本地或远程服务，并省略 `apiKeyEnv`；服务返回 `supported`、`contradicted`、`insufficient` 或 `unknown` 之一。每次最多发送五个证据项，每项所有证据文本字段合计最多 4,000 个字符，超出预算时明确返回 unknown，不截断内容；请求体限制 64 KiB、响应体限制 4 MiB。加入上下文时，支持判断会把精确命中的范围单独放在 `selectedExcerpt`，默认再带上前后各最多两行源码作为 `contextBefore`/`contextAfter`；传 `supportContextLines: 0` 可只使用精确范围，也可以选 1–20 行的有界上下文。结果会保留提供方、模型、概率、理由和可用的 token 用量，失败会明确显示，源码核验仍然可以单独使用。\n\n### Claude Code 或 Codex：连接 MCP\n\n```bash\nclaude mcp add sift-light -- npx -y --package sift-light@latest sift-light-mcp --stdio\n```\n\n```bash\ncodex mcp add sift-light -- npx -y --package sift-light@latest sift-light-mcp --stdio\n```\n\n`@latest` 会在 MCP 启动时跟随最新发布版本，更新后重启宿主即可加载。服务器默认搜索当前项目，可用 `SIFT_LIGHT_MCP_CWD` 指定其他根目录。仅连接 MCP 会添加工具，不会禁用其他搜索工具。\n\nPi 和 OMP 默认读取各自宿主的配置文件。如果希望所有宿主共用一份明确配置，可以在实际宿主进程环境中设置 `SIFT_LIGHT_CONFIG`；它会同时覆盖 Pi、OMP 和 MCP 的宿主默认路径。Claude Code、Codex 和 Kimi 都是启动同一个独立 MCP 服务，因此要把这个变量放进各自 MCP 条目的 `env` 中，不能只依赖 Shell 启动文件：\n\n```text\nSIFT_LIGHT_CONFIG=/absolute/path/to/sift-light.json\n```\n\n`TYPESAFE_API_KEY` 应保存在 MCP 进程环境或宿主的密钥管理中；不要把凭据值写进配置文件或提交到版本库的宿主清单。没有这个路径时，独立 MCP 会明确保持语义判断 disabled；路径被显式设置但文件不存在，或配置已启用但缺少 key 时，会在启动阶段失败，不会静默声称 Jev 已运行。启动诊断写入 stderr，hybrid 结果会暴露 `semanticJudge.status`；`judgedCandidates > 0` 证明至少一个远程批次已完成，`complete` 表示所有纳入判断的候选都已判断，`partial` 则会保留其余候选的本地顺序并明确标记为未判断。\n\nMCP 默认同时返回可读文本和结构化证据。如果宿主会把两种形式一起序列化进模型上下文，请在该 MCP 服务的环境中设置 `SIFT_LIGHT_MCP_OUTPUT_MODE=model`，然后重启。模型模式不返回 `structuredContent`，也不声明结构化输出 schema；它会提供精简的工作流说明，并在标准页和同一个已保留分析快照的紧凑视图中选择较小者。紧凑视图共享重复路径和 inspect 请求，hybrid 不会拼接两份独立的 literal 与 Concept 正文，并把 outline 签名延后到版本校验过的源码检查。计数、覆盖范围、部分状态、原因和续读请求仍然可见。`text` 模式只省略结构化输出，逐字保留标准文本和完整兼容说明；程序消费者或只展示结构化结果的客户端应继续使用默认的 `structured` 模式。其他取值会在启动时明确失败。捆绑的 Claude Code、Codex 和 Kimi 原生插件会选择 `model`；直接 MCP 连接仍保留兼容默认值，除非显式配置。\n\n`paths` 只用于从已有 cursor 中精确选择已保留文件；新搜索只接受一个 `path`。多个互不相干的根目录应拆成独立请求，不要自动改成范围更大的共同父目录。Markdown 检查直接使用有界行窗口，不依赖 Universal Ctags；代码结构检查真的受到 provider 缺失影响时仍会明确报告。\n\n### 原生插件\n\nCodex 插件包含 `local-search` 技能，用于发现和调用延迟加载的 MCP 工具。判断工具不可用前，先检查宿主完整运行时注册表（在提供 `functions.exec` 的环境中包括 `ALL_TOOLS`），找到 `mcp__sift_light__sift_light` 后直接调用；初始声明未展开不代表工具缺失。更新插件后重启或新建会话，让宿主加载新版技能。仅配置 MCP 的客户端会收到同样的服务说明，但技能发现入口需要安装原生插件。\n\n如果希望在其他宿主中也强制常规搜索使用本插件：\n\n- **Claude Code：** 先运行 `/plugin marketplace add lightsifter/sift-light`，再运行 `/plugin install sift-light@sift-light`。\n- **Codex：** 先运行 `codex plugin marketplace add lightsifter/sift-light`，再运行 `codex plugin add sift-light@sift-light`，通过 `/hooks` 查看并信任钩子。\n- **Kimi Code：** 使用本仓库或安装包中的插件目录，运行 `/plugins install /absolute/path/plugins/sift-light`，确认信任后执行 `/reload`。\n- **DeepSeek Harness 0.2.1-rc.5：** 在桌面版插件管理器中安装已构建的包。新会话中可调用 `sift_light`。Minimal 使用单次 shell；PTC 的每次 `run_code` 允许直接工具调用，或最多 10 个使用字面量参数的直接调用组成的批次；任意程序、持久终端输入和 workflow 脚本编排会被拒绝，普通子代理仍可用。启用插件后请重启。适配固定支持此版本，升级 Harness 前需要验证插件。\n\nDeepSeek Harness 插件检查内置 `grep`、`glob`、可识别的 shell 搜索命令，以及部分 `node -e`、`python -c` 内联程序中的文件读取加内容匹配或目录遍历。内联代码检查使用启发式规则，可能误拦，也不能识别所有写法。它不是操作系统级沙箱：自定义脚本、动态代码、其他插件以及宿主配置覆盖仍可能绕过检查，因此不能保证所有本地搜索都经过 sift-light。搜索在宿主进程权限下运行。`SIFT_LIGHT_ENFORCE_SEARCH` 仅控制其他宿主的钩子，不改变此适配的限制。\n\nKimi Code 的 web 模式可能从安装目录启动插件 MCP 服务。如果相对路径搜索解析到了错误项目，请继续使用原生插件强制搜索，并在项目内的 `.kimi-code/mcp.json` 中配置同名 `sift-light` 服务，显式填写该项目的绝对 `cwd`。\n\n安装后重启。原生钩子默认使用严格模式。如需保留原生插件、MCP 工具和模型指引，但不硬性拒绝其他搜索，请使用 `SIFT_LIGHT_ENFORCE_SEARCH=prefer` 启动宿主；设置为 `off` 只关闭钩子强制策略。可用值为 `hard`、`prefer` 和 `off`，非法值会安全拒绝并明确报错，不会静默放行。该设置由宿主进程继承，因此项目不能仅靠提交仓库配置文件降低用户的全局策略。仍可通过 Claude Code `/plugin`、Codex `/hooks`，或 Kimi `/plugins disable sift-light` 后执行 `/reload` 来关闭整个集成。\n\n严格模式下，`grep warning report.txt` 这类直接搜索会被拒绝；`cat report.txt | grep warning | head` 这类可静态确认只读取标准输入的过滤命令可放在管道中的任意位置，因为它过滤的是非搜索命令的输出。即使位于管道中，带文件参数、递归选项、从文件读取模式或输入重定向的过滤命令仍会被拒绝。请把 grep 选项放在模式之前，并用引号保护 shell 通配符；无法识别的选项和动态参数会保守拦截。PowerShell 中，`Get-Item` 等已知会输出文件对象的命令接入 `Select-String` 时也会被拒绝。`find src | grep test` 和 `rg warning src | grep result` 仍会被拒绝，因为管道中包含直接搜索来源。复合 shell 调用中只要一个子命令被拒绝，宿主就不会执行其中任何操作；拒绝信息会指出检测到的搜索，并要求 Agent 单独重试非搜索操作。\n\n本地搜索在你的机器上进行。请只允许 Agent 读取已获授权的文件。HTTP 服务对外开放前需要认证网关，详见[安全说明](SECURITY.md)。\n\n[更新记录](CHANGELOG.md) · [参与贡献](CONTRIBUTING.md) · [AGPL-3.0-only 许可证](LICENSE)\n\n### 图片与扫描页检索（MCP）\n\n在配置中设置 `nativeMedia.executable` 和 `nativeMedia.modelDirectory` 的绝对路径，然后重新连接 MCP。Apple Silicon 上的构建命令为 `bun run build:native-media <sdk-checkout> <output-directory>`。模型在本地运行，启用视觉编码，不启用音频编码。\n\n新增的 `sift-light-media` 工具使用 `mode: \"search\"`、一个明确的本地 `path`，以及二选一的 `query`（文字描述）或 `image`（本地图片路径）。`kind` 可为 `all`、`image` 或 `scan`。`glob`、`exclude`、`hidden`、`ignorePolicy` 沿用工作区文件准入规则。文字、代码和源码导航继续使用 `sift-light`。\n\n```json\n{ \"mode\": \"search\", \"path\": \"/absolute/project/assets\", \"query\": \"草地上奔跑的狗\", \"kind\": \"image\" }\n```\n\n```json\n{\n  \"mode\": \"search\",\n  \"path\": \"/absolute/project/assets\",\n  \"image\": \"/absolute/query.jpg\",\n  \"kind\": \"all\"\n}\n```\n\n结果最多保留十个不同文件，包含原文件内容哈希、原 PDF 页码和可直接执行的 `inspect`、`validate` 请求。把这些请求继续交给本工具：`inspect` 返回最长边不超过 1024 像素的真实 PNG；扫描页返回原 PDF 中对应页面。原文件发生变化时，查看会明确拒绝，校验会报告过期。混合 PDF 中的扫描页也保留原页码。相似度只是候选依据，不保证识别所有小字，也不提供文字区域坐标。\n\n### 第三方模型（BYO）\n\n本地模型仍然使用 `nativeMedia`。如果要接入自己提供的多模态服务，在同一份 `sift-light.json` 中增加 `media`。服务必须接受下面约定的 HTTP JSON 请求；它可以是你的第三方服务，也可以是你在本机部署的转换网关。没有 API Key 的本机服务可以省略 `apiKeyEnv`；远程服务应使用 HTTPS。\n\n```json\n{\n  \"media\": {\n    \"provider\": \"http-json\",\n    \"endpoint\": \"https://your-provider.example/v1/media-search\",\n    \"model\": \"your-vision-model\",\n    \"apiKeyEnv\": \"YOUR_MEDIA_KEY\",\n    \"timeoutMs\": 120000,\n    \"maxRetries\": 2,\n    \"maxRequestBytes\": 33554432,\n    \"renderer\": {\n      \"executable\": \"/absolute/native-media\",\n      \"modelDirectory\": \"/absolute/model-directory\"\n    }\n  }\n}\n```\n\n插件会把准入的文件以受限大小的 Base64 内容发送，并使用不含本地绝对路径的 `fileId`；返回结果必须包含 `version: 1`、`indexedFiles` 和 `hits`，每个命中使用 `fileId`、`score`、`kind`、`chunkCount`、`width`、`height`，扫描 PDF 还要返回从 1 开始的 `page`。插件收到结果后才把 ID 映射回本地原文件，并继续做哈希、页码、`inspect` 和 `validate` 校验。远程服务不会决定源码证据是否可信。\n\nJev 也支持 `semanticJudge.provider: \"http-json\"`。它接收 `{ \"version\": 1, \"model\", \"query\", \"candidates\" }`，返回 `{ \"version\": 1, \"model\", \"judgments\", \"usage\" }`；每个 judgment 包含候选 `id`、分类 `choice` 和 0 到 1 的 `probability`。如果配置了 `apiKeyEnv`，插件只从该环境变量读取密钥，不把密钥写入配置、日志或请求内容以外的地方。没有密钥的本机 provider 可以直接使用；远程 provider 失败时，本地候选会保留并标记为 partial。\n\n远程多模态结果仍沿用同一个 `sift-light-media` 工具和同一套源文件核验。PNG 命中可以直接 inspect；PDF 或其他图片格式要返回预览时，请在 `media.renderer` 中配置本地渲染 worker。只做 `validate` 不需要 renderer。\n\n首次索引较慢时，工具返回 `nextRequest` 和 `mode: \"await\"`；照原请求继续等待即可。使用 `mode: \"cancel\"` 和对应 `operationId` 可以取消。本地 provider 的连续请求复用一个视觉模型，空闲 60 秒后释放；远程 provider 的超时、重试和请求大小由配置控制。取消和关闭由服务回收自有资源。每次最多准入 512 个媒体文件，每个文件不超过 20 MiB，总量不超过 256 MiB；数量、总量和枚举限制会明确标为部分覆盖。单次任务期限为五分钟。结果保留十分钟，且只在原工作区中可用。当前入口不包含 Office、音频或视频。\n\n原生文本和视觉程序在已加载模型之外设置 1 GB 推理余量，使用计算所需的工作空间，并在每次查询后归还空闲计算缓存；这不是进程总内存的硬上限。模型本身仍会占用数 GB，索引和计算期间还有额外内存。每个 MCP 服务会话分别持有自己的模型；多个连接或文本与视觉同时工作时，占用会相加。普通精确搜索不加载这些模型。运行内存和速度必须按实际模型、机器与文件范围测量。\n","readmeFilename":"README.zh-CN.md"}