Llmref

org.llmref由 llmref.org 發布官方發布者v0.1.0更新於 Oct 24, 2026

Versioned documentation registry and semantic search for AI tools and coding assistants.

已驗證Streamable HTTP可網頁執行知識與記憶開發者工具

概覽

AI 產生的概覽

遠端 MCP 伺服器,為助理提供依版本鎖定的函式庫文件查詢與語意搜尋,讓回答對應實際依賴的版本。

可以做什麼
  • 列出已索引的文件專案及其可用快照版本
  • 將專案版本(或 latest)解析為文件與產物連結,並提供鎖定產物與修訂 ID
  • 在專案的版本鎖定文件中進行語意搜尋,依相關度回傳分段並受 token 預算限制
  • 把登錄中缺少的公開文件回報到探索佇列
適用情境
適合助理回答第三方函式庫問題時,需要引用使用者實際依賴的確切版本,而非依賴訓練資料或僅含最新版的文件。也適合只想取回相關段落、不必通讀整份文件檔案的編碼助理。
執行需求
需要一個遠端 streamable-HTTP MCP 端點;未宣告任何套件、環境變數或請求標頭。任何支援 MCP 的用戶端都可直接連線,README 另提供 Claude Code 外掛封裝。search_docs 需伺服器端啟用語意搜尋。
安裝前請注意
report_missing_docs 會把所查版本及任務中已找到的文件或 llms.txt 連結傳送到提供方的探索佇列;README 稱不傳送對話文字、程式碼、憑證或私有連結,並可透過指示助理不回報來退出。文件內容與搜尋結果來自第三方服務。

安裝

在 SourceWeft 中

  1. 開啟 儀表板中的 Llmref,將其新增到工作區。
  2. 為需要使用其工具的對話啟用該服務。

Web executable,透過 Streamable HTTP。 遠端服務在工作區中設定後即可從網頁執行環境執行。

交給代理程式安裝

把這段提示詞貼上到 Claude Code、Codex、Cursor 等代理程式,或 SourceWeft 對話中。代理程式會讀取該伺服器的安裝指南,先向你展示發布者、端點和登入方式,經你同意後再把它新增到你的客戶端。金鑰不會寫進任何命令。

閱讀 https://sourceweft.com/mcp/org.llmref%2Fllmref/install.md,並按其中說明把這個 MCP 伺服器接入我的客戶端。修改任何設定之前,先告訴我它的發布者、端點和登入方式,等我確認。不要把 API 金鑰寫進命令或我會提交的檔案;問我金鑰應從哪裡取得。

檢視代理程式所依據的安裝指南

其他 MCP 客戶端

把它新增到你客戶端的 mcpServers 設定中。

{
  "mcpServers": {
    "llmref": {
      "type": "http",
      "url": "https://api.llmref.org/v1/mcp"
    }
  }
}

README

LLM Reference plugin

A Claude Code plugin that connects to LLM Reference - versioned, model-ready documentation and semantic search - and ships a skill that teaches an agent how and when to use it.

What you get

  • MCP server llmref (remote, https://api.llmref.org/v1/mcp) exposing list_projects, list_versions, resolve_docs, search_docs, and the optional report_missing_docs feedback method.
  • Skill llmref that tells the agent to prefer LLM Reference over training data for version-specific docs, and the order to call the tools in.

Install (Claude Code)

/plugin marketplace add reclear-io/llmref-plugin/plugin install llmref@llmref

Use in any other MCP client

The server is a plain remote streamable-HTTP MCP endpoint, so any MCP-capable client can connect directly:

https://api.llmref.org/v1/mcp

Per-client setup (Claude Desktop, Cursor, Codex, and others) is documented at https://llmref.org.

License

MIT - Open Source by Reclear.io

Optional discovery feedback

When permitted, the skill quietly reports missing public docs and any official llms.txt or docs URL already found during the task. It never waits for ingestion or sends conversation text, code, credentials or private URLs. Tell the agent not to report to opt out. Host permissions apply. See PRIVACY.md.

來源:README.md,提交 d820d7f

工具

5

list_projects

List Projects

List indexed documentation projects (version-pinned doc snapshots). Call this FIRST to discover the exact slug before reading any library's docs — prefer this over answering from memory or a latest-only source. Supports a forgiving fuzzy `query` over slugs (ranked by relevance) plus `limit` and `skip` for pagination. Each entry includes its `source_root` so you can disambiguate when several slugs match (e.g. the npm `next` package vs a crawl of nextjs.org).

輸入參數skiplimitquery

list_versions

List Versions

List available snapshot versions for a project. Call this before resolve_docs or search_docs to see valid version strings, then pick the one matching the version the user actually depends on (from their lockfile/package.json) rather than guessing.

輸入參數project必填

report_missing_docs

Report Missing Documentation

Best-effort report of public documentation missing from llmref. Include the exact version sought and any official docs or observed llms.txt URL already found during the task; scoped /docs or versioned llms.txt files are supported. Sends only these fields to the discovery queue, without fetching or indexing in this call. Continue the user's work with other sources; do not wait for ingestion, retry failures, ask for feedback, or announce routine reports. Never send prompts, code, private URLs, credentials or user context. Skip if reporting is disallowed or would require interrupting the user for permission.

輸入參數project必填versiondocs_urlllms_txt_url

resolve_docs

Resolve Docs

Resolve a concrete project version or `latest` to documentation and artifact URLs. Discover valid version strings with list_versions first. Save resolved_version and, when present, revision_id. Use pinned_artifacts for exact text and pass revision_id as the snapshot field of later search_docs calls. Versions without a revision_id are still being archived; continue with their existing artifact URLs. Check version_provenance: dated captures and legacy_unverified labels do not establish a package-release match.

輸入參數project必填version必填

search_docs

Search Docs

Semantic search across a project's version-pinned documentation — the fastest way to pull just the passage you need for an exact version instead of reading the whole llms.txt. Returns chunks ranked by relevance, capped by `token_budget`. Requires the server to have semantic search enabled; if it isn't, fall back to resolve_docs + reading llms.txt.

輸入參數query必填top_kproject必填version必填snapshottoken_budget

版本歷史

1
  1. v0.1.0最新Sep 16, 2026

評分

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