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to the cloud for AI-powered code retrieval","maintainers":[{"name":"anmezing","email":"qinqingdao@gmail.com"}],"readme":"# @anmezing/lce-cloud\r\n\r\nLCE Cloud Mode client. Runs as a local stdio MCP server inside your IDE, keeps your\r\nproject index in sync with the LCE cloud, and augments cloud retrieval with optional\r\nrepository-contained Graphify and OKF knowledge.\r\n\r\n## Usage\r\n\r\nAdd LCE to any editor, IDE, or coding agent that can launch a local stdio MCP server.\r\nUse the JSON or TOML shape required by that client.\r\n\r\nGeneric JSON:\r\n\r\n```json\r\n{\r\n  \"mcpServers\": {\r\n    \"lce\": {\r\n      \"command\": \"npx\",\r\n      \"args\": [\"-y\", \"@anmezing/lce-cloud@latest\", \"--key\", \"lce_xxxxxxxx\"]\r\n    }\r\n  }\r\n}\r\n```\r\n\r\nGeneric TOML:\r\n\r\n```toml\r\n[mcp_servers.lce]\r\ncommand = \"npx\"\r\nargs = [\"-y\", \"@anmezing/lce-cloud@latest\", \"--key\", \"lce_xxxxxxxx\"]\r\n```\r\n\r\nGet your API key from the LCE console. For faster and more reliable startup, install\r\nthe client globally and use `lce-cloud` as the MCP command:\r\n\r\n```bash\r\nnpm install -g @anmezing/lce-cloud@latest\r\n```\r\n\r\nThe generated `npx` configuration remains fully supported and runs the same client.\r\nBoth launch modes provide file watching, automatic incremental indexing, and branch\r\nview tracking while the MCP process is running. Each client process is owned by its own\r\nMCP stdio pipe: EOF, pipe close, or pipe failure starts graceful shutdown immediately,\r\nincluding when an IDE is terminated abnormally. Cleanup is force-bounded to five seconds.\r\nThe client deliberately does not infer ownership from parent PIDs because IDEs and package\r\nrunners may use short-lived intermediate launcher processes.\r\n\r\nThe client resolves project roots in this order:\r\n\r\n1. Repeatable `--repo <absolute-git-repository>` arguments.\r\n2. Standard workspace roots reported by the MCP client through `roots/list`.\r\n3. A safety-validated process directory when it is itself a Git repository.\r\n4. An absolute `repo_path` supplied on an LCE tool call. This fallback registers and\n   starts indexing that repository without restarting the MCP server.\n\nEach root indexes its own working tree. Scanning stops at nested repositories,\nincluding linked worktrees and initialized submodules with a `.git` file. Register\nthose repositories separately with another `--repo` or workspace root to index them.\nOrdinary monorepo package directories without their own `.git` remain included.\n\nCloud upload exclusions are mandatory: Git ignore negations cannot re-include\nlockfiles such as `package-lock.json`, environment files, or generated/binary paths\nrejected by Relay. The client and Relay share the versioned\n`cloud-index-path-policy.json` contract. Local-only indexing retains its normal\nconfigurable ignore rules.\n\r\nSome MCP hosts do not implement `roots/list` and start servers from the editor's\r\ninstallation directory. For those hosts, add the project root explicitly:\r\n\r\n```json\r\n{\r\n  \"mcpServers\": {\r\n    \"lce\": {\r\n      \"command\": \"npx\",\r\n      \"args\": [\r\n        \"-y\",\r\n        \"@anmezing/lce-cloud@latest\",\r\n        \"--key\",\r\n        \"lce_xxxxxxxx\",\r\n        \"--repo\",\r\n        \"D:\\\\code\\\\my-project\"\r\n      ]\r\n    }\r\n  }\r\n}\r\n```\r\n\r\nUse the native absolute path for Windows, macOS, or Linux. LCE refuses relative\r\npaths, non-Git directories, home directories, and filesystem roots. `repo_path` is\r\nhandled only by the local npm client and is never forwarded to Relay.\r\n\r\n## Automatic Swift compiler synchronization\n\nAfter source publication, the client automatically collects Swift semantic facts\non the development/build host and uploads them to the server. Ubuntu publishes\nthem through the existing index-publication-worker and Neo4j projector. No manual\nsnapshot export or transfer is needed for subsequent source updates.\n\nThe build host needs SourceKit-LSP and an existing repository-root `buildServer.json`,\n`compile_commands.json`, or `Package.swift`. Apple SDK projects need the development\nMac with Xcode and a SourceKit-compatible build-server configuration for the selected\nscheme. LCE reuses that configuration; it does not install Xcode, choose a scheme,\nor run arbitrary project build commands. A project without build context remains\nsearchable through its source index and reports compiler status `unavailable`.\nLinux-buildable Swift can use a Linux build host. Other languages keep their existing\nserver compiler backends. The computer issuing queries does not need to be a Mac.\n\n`codebase_index_status` exposes independent `compiler_status` states: `collecting`,\n`uploading`, `publishing`, `ready`, `unavailable`, `failed`, and `disabled`. `ready`\nmeans the validated compiler snapshot was published; graph projection freshness and\nper-file semantic coverage still apply. It does not certify a successful application\nbuild or complete runtime dispatch coverage. Set `LCE_SWIFT_SYNC=off` to disable.\n\nCollection is serialized per client process, with at most 32 waiting roots, a 15-minute\ncompiler deadline and a 30-minute collection/upload deadline. A snapshot is limited\nto 5,000 Swift files, 20,000 manifest files, 64 MiB of verified source, and 128 MiB of\nartifact data, uploaded in 256 KiB parts. Source/config changes cancel stale work.\nState checks run at most once per minute. Three collection attempts per source/config\nfingerprint persist across restart; correcting the source or build configuration\nenables fresh attempts. The server permits three active uploads per tenant, 64\nglobally, and one Swift publication at a time with three bounded attempts. Expired\nuploads are cleaned up, and accepted publications survive client disconnects.\nSynchronization makes no embedding or reranking provider calls. Its MCP requests\nremain subject to Relay's existing request quota: preparation uses one plan request\nper Swift file, plus bounded upload parts and publication checks.\n\nDeploy the matching LCE server and Relay versions before updating build-host clients.\nThe client synchronization tool is internal to this workflow and is not included in\nthe eight tools exposed by the npm client to the coding agent.\n\n## Exposed tools\n\r\nThe npm client exposes eight tools to the coding agent. Six use the tenant-safe\r\nserver index or its synchronization state, while two run against the local Git checkout:\r\n\r\n| Tool | Runs in | Function |\r\n| --- | --- | --- |\r\n| `codebase-retrieval` | LCE server + local npm client | Semantic retrieval, coarse ranking, and reranking, complemented by local Graphify/OKF evidence when present |\r\n| `codebase_symbol_graph` | LCE server | Symbol definitions, references, call chains, dependencies, and shallow change impact |\r\n| `codebase_deep_graph` | LCE server | Bounded Neo4j deep traversal for multi-hop impact, paths, cycles, SCC, and centrality; global cross-repository analysis is reported explicitly unavailable until its asynchronous graph manifest exists |\r\n| `codebase_graph_algorithm` | LCE server | Submit or inspect generation-bound asynchronous SCC/centrality jobs; a separately deployed Neo4j GDS worker executes them only after a successful capability probe and fresh heartbeat |\r\n| `codebase_enhance_prompt` | LCE server | Convert a natural-language task into a code-grounded implementation brief |\r\n| `codebase_index_status` | LCE client + Relay | Report readiness, synchronization progress, and failure details for one or all project roots |\r\n| `codebase_git_context` | Local npm client | Git status, diffs, history, blame, and branch context from the current checkout |\r\n| `codebase_review_changes` | Local npm client | Build a review range, identify risks, and produce retrieval and test plans |\r\n\r\nThe relay's Streamable HTTP endpoint remains the transport used by this client and\r\nby relay-to-LCE service calls. Directly configuring an IDE against that endpoint is\r\nnot the recommended user flow: it omits the npm client's local Git tools, file\r\nwatcher, automatic incremental synchronization, and branch-view tracking. The\r\nconsole therefore generates the complete npx configuration only.\r\n\r\n## Graphify and OKF enhancement\r\n\r\nNo extra LCE request option is required. When `graphify-out/graph.json` or `.okf/`\r\nexists in the current repository, `codebase-retrieval` automatically adds matching\r\nlocal evidence after the server has completed semantic recall and reranking.\r\n\r\n- Graphify contributes extracted relationships. A declared source range is included\r\n  only when it is inside the repository file and contains the referenced symbol. A\r\n  broad graph match may support a file already returned by LCE; introducing a new\r\n  Graphify file requires a match in `technical_terms`.\r\n- OKF contributes curated concepts and repository-contained `repo://path#Lx-Ly` source references whose ranges are in bounds.\r\n  Deprecated, stale, malformed, out-of-repository, and invalid-line references are\r\n  excluded or conservatively downgraded.\r\n- These artifacts remain local. They are not indexed, synchronized, or uploaded to\r\n  Relay. Missing artifacts leave the Relay response unchanged; malformed artifacts\r\n  cannot make a valid cloud retrieval fail.\r\n\r\nGenerate the Graphify artifact with Graphify itself. LCE only reads it:\r\n\r\n```bash\r\ngraphify extract . --code-only --no-cluster\r\ngraphify cluster-only . --no-viz --no-label\r\n```\r\n\r\nThe default artifact paths can be changed with `--graphify-root` and `--okf-root`.\r\nUse `--local-knowledge off` to disable local fusion.\r\n\r\n## Recommended coding-agent rules\r\n\r\nAdding an MCP server does not guarantee that an agent will use it. Add the following\r\nto the project's `AGENTS.md`, `CLAUDE.md`, or `.cursor/rules` file:\r\n\r\n```markdown\r\n## LCE tool usage\r\n\r\n- Prefer a global `@anmezing/lce-cloud` installation for faster and more reliable startup; the generated npx configuration remains functionally equivalent.\r\n- (Server-provided) Use `codebase-retrieval` first to find, understand, or locate code with a natural-language request.\r\n- (Server-provided) Use `codebase_symbol_graph` for definitions, references, call chains, dependencies, and shallow change impact.\r\n- (Server-provided) Use `codebase_deep_graph` for bounded multi-hop impact, paths, cycles, SCC, and centrality; it reports freshness and budget truncation explicitly.\r\n- (Server-provided) Use `codebase_graph_algorithm` to submit or inspect durable SCC/centrality jobs when an asynchronous graph result is required; wait for `state=completed` and do not treat `executor.available=false` or `control_plane_only` as a completed algorithm result.\r\n- (Server-provided) Use `codebase_enhance_prompt` to turn a task into a code-grounded implementation brief.\r\n- (Local npm client) Use `codebase_git_context` for Git status, diffs, history, blame, and branch context.\r\n- (Local npm client) Use `codebase_review_changes` for change-review risks, retrieval plans, and test plans.\r\n- Fall back to local text search only when LCE is unavailable or exact regex/literal matching is required.\r\n```\r\n\r\nThe `codebase_enhance_prompt` tool accepts a natural-language coding task and returns\r\na structured task grounded in the current branch index. The original request remains\r\nauthoritative, and file/line references are derived from retrieved chunks. An\r\nadministrator must configure and enable a prompt-enhancement model before this tool\r\ncan complete a request.\r\n\r\n### How to use prompt enhancement\r\n\r\nPrompt enhancement is an explicit MCP tool call, not an automatic prompt interceptor.\r\nAsk the coding agent to call it before implementation when you want the request refined:\r\n\r\n> Call `codebase_enhance_prompt` first, show me the enhanced result, and then implement\r\n> it while keeping my original requirements authoritative: fix authentication timeout\r\n> handling and add regression tests. Known identifiers: `AuthService`, `sessionTTL`.\r\n\r\nThe agent should pass the complete request as `prompt`, put known symbols, file names,\r\nor error codes in `technical_terms`, and normally leave `root_id` unset so the npm\r\nclient uses the current branch view. `output_language` accepts `auto`, `zh-CN`, or\r\n`en`. The result contains the original request, goals, implementation requirements,\r\nconstraints, verified code references, verification steps, and open questions. It is\r\nsupplemental context, not permission to drop or rewrite the user's requirements.\r\n\r\nThe cloud administrator can configure prompt enhancement with an OpenAI-compatible\r\nchat endpoint, Anthropic Messages, or Google Gemini. The console discovers models from\r\nthe selected provider and sends only the retrieved repository context required for the\r\nenhancement request.\r\n\r\n## Options\r\n\r\n| Flag | Description |\r\n| --- | --- |\r\n| `--key, -k` | API key (required) |\r\n| `--cloud` | Relay URL override |\r\n| `--repo` | Absolute Git repository path; repeatable for multi-root clients |\r\n| `--local-knowledge` | Local Graphify/OKF fusion: `auto` (default) or `off` |\r\n| `--graphify-root` | Repository-contained Graphify graph path (default: `graphify-out/graph.json`) |\r\n| `--okf-root` | Repository-contained OKF bundle path (default: `.okf`) |\r\n| `--version, -v` | Print client version |\r\n","readmeFilename":"README.md"}