Fluid Recall

com.fluidrecall由 fluidrecall.com 發布官方發布者v1.0.0更新於 Oct 25, 2026

Agent-native spaced-recall system of record. Deterministic dueAt via remote MCP for Muse/any agent.

已驗證Streamable HTTP可網頁執行效率與工作流知識與記憶資料與分析

概覽

AI 產生的概覽

遠端間隔重複記憶系統,讓助理建立牌組與卡片、進行到期卡片練習、記錄評分並匯出學習資料。

可以做什麼
牌組管理:建立、重新命名、封存、取消封存牌組,設定教練備註與每日新卡上限,列出牌組,並預覽或套用依截止日期計算的新卡數量方案。卡片管理:新增單張或最多 100 組提示/答案,修改、移動、停用或恢復卡片,盤點牌組以尋找卡片 ID。練習流程:開始工作階段、取得下一張到期提示、列出被每日上限擋住的新卡、在回想後揭露答案,並以 again、hard、good、easy 評分。複習紀錄與設定:復原最近一次評分,讀取或更新時區、日界線等學習設定。匯出:查看該權杖可匯出的內容,並取得包含答案的完整快照。帳號與回饋:匿名建立帳號並取得權杖,可選填回饋。
適用情境
適合讓助理擔任個人間隔重複記憶庫的學習教練:抽考到期卡片、記錄評分、建立或整理牌組,並在截止日期前規劃每天要引入多少新卡。也適合退出或移轉時匯出完整快照。
執行需求
遠端 streamable HTTP 端點,不需要本機套件或執行環境。多數工具需要 bearer 權杖,由 createAccount 或 bootstrapAccount 匿名產生,該權杖即租用戶身分;get_profile 也接受 OAuth 權杖。未宣告環境變數或請求標頭。
安裝前請注意
createAccount 與 bootstrapAccount 產生的權杖就是帳號身分,必須妥善保管。許多工具標示為寫入或破壞性操作:會變更牌組、卡片、排程、學習設定與評分,並封存、停用或移動項目。exportSnapshot 會回傳答案與完整學習資料。submitFeedback 會把文字送給服務方且只會追加;不要提交不願被看到的內容。

安裝

在 SourceWeft 中

  1. 開啟 儀表板中的 Fluid Recall,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/com.fluidrecall%2Fmcp/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": {
    "fluid-recall": {
      "type": "http",
      "url": "https://fluidrecall.com/mcp"
    }
  }
}

工具

34

createAccount

Create account

Write. No bearer. Mint an anonymous account and a personal API token. Save the token for later Authorization: Bearer calls. The token is the tenant. Do not send a userId.

輸入參數label

bootstrapAccount

Bootstrap account

Write. Same mint as createAccount. No bearer.

輸入參數label

startSession

Start study session

Write when no bearer (mints a token), read when a bearer is present. Returns the account (when minted), the due queue, and first. Prompts only. Includes deckNote and cardNote (null when unset). Coaching notes are instructions for how an agent should quiz and coach. They are not the answer, not graded content, and not the quiz prompt. A deck note applies to every card in that deck. A card note is optional and additive with the deck note. Retrieve responses (listDue, upcoming-new, inventory, getCard, reveal, and agent session start/next/grade) include deckNote and cardNote so one call carries coaching context. Scripture / dictation: The learner needs every word remembered correctly, but often answers via dictation where punctuation gets messy. They set a deck note instructing the agent to check every word exactly, but not fail on punctuation differences, and to include that reason when coaching. This is only an example — notes can be any coaching preference for how agents should quiz/coach for that deck (or a specific card). A wrong bearer is 401 and does not create an account. Do not send newCardMode extra on the first call.

輸入參數asOflabellimitdeckIdextraNewnewCardMode

nextDue

Due queue and first prompt

Read. Due queue and first prompt. Requires a bearer. Prompts only. Includes deckNote and cardNote (null when unset). Coaching notes are instructions for how an agent should quiz and coach. They are not the answer, not graded content, and not the quiz prompt. A deck note applies to every card in that deck. A card note is optional and additive with the deck note. Retrieve responses (listDue, upcoming-new, inventory, getCard, reveal, and agent session start/next/grade) include deckNote and cardNote so one call carries coaching context. Scripture / dictation: The learner needs every word remembered correctly, but often answers via dictation where punctuation gets messy. They set a deck note instructing the agent to check every word exactly, but not fail on punctuation differences, and to include that reason when coaching. This is only an example — notes can be any coaching preference for how agents should quiz/coach for that deck (or a specific card).

輸入參數asOflimitdeckIdextraNewnewCardMode

gradeAndNext

Grade and next prompt

Write. recordReview, then the next due prompt. Requires cardId, rating, reviewedAt optional, and a new idempotencyKey. Schedule from dueAt. Prompts only. Includes deckNote and cardNote (null when unset). Coaching notes are instructions for how an agent should quiz and coach. They are not the answer, not graded content, and not the quiz prompt. A deck note applies to every card in that deck. A card note is optional and additive with the deck note. Retrieve responses (listDue, upcoming-new, inventory, getCard, reveal, and agent session start/next/grade) include deckNote and cardNote so one call carries coaching context. Scripture / dictation: The learner needs every word remembered correctly, but often answers via dictation where punctuation gets messy. They set a deck note instructing the agent to check every word exactly, but not fail on punctuation differences, and to include that reason when coaching. This is only an example — notes can be any coaching preference for how agents should quiz/coach for that deck (or a specific card).

輸入參數asOflimitcardId必填deckIdrating必填extraNewreviewedAtnewCardModeidempotencyKey必填

getStudySettings

Read study settings

Read. Account fallback newCardsPerDay, timezone, and dayBoundaryHour. The fallback applies only to a deck whose own field is still null.

無需輸入參數。

get_profile

Get profile

Read. OpenAI profile for connection linking. Stable profile id (id), the account label when set (name), and optional email/nickname. No decks, cards, answers, or tokens. Requires a bearer or OAuth token.

無需輸入參數。

updateStudySettings

Update study settings

Write, destructive. Change the account fallback, timezone, or day boundary. Decks that already store an integer keep it. Send at least one field.

輸入參數timezonenewCardsPerDaydayBoundaryHour

createDeck

Create deck

Write. name and newCardsPerDay are required. Choose that integer with the person; there is no default of 20. Optional description and deckNote. Setting a note does not move dueAt.

輸入參數name必填deckNotedescriptionnewCardsPerDay必填

updateDeck

Update deck

Write, destructive. Rename, rewrite description, set or clear deckNote, and/or set newCardsPerDay. Send at least one. Null deckNote clears it. Does not move dueAt.

輸入參數namedeckId必填deckNotedescriptionnewCardsPerDay

setDeckNote

Set deck coaching note

Write, destructive. Set or clear a deck coaching note. deckNote null clears it. Same write as updateDeck. Does not move dueAt. Coaching notes are instructions for how an agent should quiz and coach. They are not the answer, not graded content, and not the quiz prompt. A deck note applies to every card in that deck. A card note is optional and additive with the deck note. Retrieve responses (listDue, upcoming-new, inventory, getCard, reveal, and agent session start/next/grade) include deckNote and cardNote so one call carries coaching context. Scripture / dictation: The learner needs every word remembered correctly, but often answers via dictation where punctuation gets messy. They set a deck note instructing the agent to check every word exactly, but not fail on punctuation differences, and to include that reason when coaching. This is only an example — notes can be any coaching preference for how agents should quiz/coach for that deck (or a specific card).

輸入參數deckId必填deckNote必填

listDecks

List decks

Read. No card bodies. Archived decks omitted unless includeArchived is true. Each deck includes deckNote.

輸入參數includeArchived

archiveDeck

Archive deck

Write, destructive. Soft-archive a deck; it leaves listDue and the default deck list until unarchiveDeck. Cards and schedules stay. A second call returns alreadyArchived true.

輸入參數deckId必填

unarchiveDeck

Unarchive deck

Write. Clear archivedAt. Schedule fields stay. An already-active deck returns alreadyActive true.

輸入參數deckId必填

addCard

Add card

Write. Add one prompt/answer pair. Optional cardNote. Eligible immediately. listDue still applies newCardsPerDay. The response is prompts only.

輸入參數answer必填deckId必填prompt必填cardNote

addCards

Add cards in bulk

Write. Add 1 to 100 prompt/answer pairs to one owned deck. All or nothing. Prompts only. After this, re-run previewDeadlinePlan with that deckId.

輸入參數cards必填deckId必填

updateCard

Update card

Write, destructive. Correct prompt, answer, and/or cardNote. Send at least one. cardNote null clears it. Schedule stays. Response does not include the answer.

輸入參數answercardId必填promptcardNote

setCardNote

Set card coaching note

Write, destructive. Set or clear a card coaching note. cardNote null clears it. Additive with the deck note. Same write as updateCard. Does not include the answer. Coaching notes are instructions for how an agent should quiz and coach. They are not the answer, not graded content, and not the quiz prompt. A deck note applies to every card in that deck. A card note is optional and additive with the deck note. Retrieve responses (listDue, upcoming-new, inventory, getCard, reveal, and agent session start/next/grade) include deckNote and cardNote so one call carries coaching context. Scripture / dictation: The learner needs every word remembered correctly, but often answers via dictation where punctuation gets messy. They set a deck note instructing the agent to check every word exactly, but not fail on punctuation differences, and to include that reason when coaching. This is only an example — notes can be any coaching preference for how agents should quiz/coach for that deck (or a specific card).

輸入參數cardId必填cardNote必填

retireCard

Retire card

Write, destructive. Remove a card from future drills; reversible only with unretireCard. A second call returns alreadyRetired true. Inventory the deck first when the cardId is not in the due list.

輸入參數cardId必填

unretireCard

Unretire card

Write. Clear retiredAt. Schedule stays. An already-active card returns alreadyActive true.

輸入參數cardId必填

moveCard

Move card to another deck

Write. Move an active card into another owned deck. Schedule stays. A card already there returns alreadyThere true. Does not include the answer.

輸入參數cardId必填deckId必填

listDue

List due cards

Read. Prompts only. answerIncluded is false. Ordered learning, then review, then new. The new queue is capped by each deck's newCardsPerDay. Includes deckNote and cardNote (null when unset). Coaching notes are instructions for how an agent should quiz and coach. They are not the answer, not graded content, and not the quiz prompt. A deck note applies to every card in that deck. A card note is optional and additive with the deck note. Retrieve responses (listDue, upcoming-new, inventory, getCard, reveal, and agent session start/next/grade) include deckNote and cardNote so one call carries coaching context. Scripture / dictation: The learner needs every word remembered correctly, but often answers via dictation where punctuation gets messy. They set a deck note instructing the agent to check every word exactly, but not fail on punctuation differences, and to include that reason when coaching. This is only an example — notes can be any coaching preference for how agents should quiz/coach for that deck (or a specific card).

輸入參數asOflimitdeckIdextraNewnewCardMode

listUpcomingNew

List upcoming new cards

Read. New cards the daily cap is holding back. Prompts only. Includes deckNote and cardNote (null when unset). Coaching notes are instructions for how an agent should quiz and coach. They are not the answer, not graded content, and not the quiz prompt. A deck note applies to every card in that deck. A card note is optional and additive with the deck note. Retrieve responses (listDue, upcoming-new, inventory, getCard, reveal, and agent session start/next/grade) include deckNote and cardNote so one call carries coaching context. Scripture / dictation: The learner needs every word remembered correctly, but often answers via dictation where punctuation gets messy. They set a deck note instructing the agent to check every word exactly, but not fail on punctuation differences, and to include that reason when coaching. This is only an example — notes can be any coaching preference for how agents should quiz/coach for that deck (or a specific card).

輸入參數asOflimitdeckId

listDeckCards

List deck cards

Read. Prompt-only inventory of one owned deck, including cards that are not due. Order is dueAt, then createdAt, then cardId — not the drill order. Includes deckNote and cardNote (null when unset). Coaching notes are instructions for how an agent should quiz and coach. They are not the answer, not graded content, and not the quiz prompt. A deck note applies to every card in that deck. A card note is optional and additive with the deck note. Retrieve responses (listDue, upcoming-new, inventory, getCard, reveal, and agent session start/next/grade) include deckNote and cardNote so one call carries coaching context. Scripture / dictation: The learner needs every word remembered correctly, but often answers via dictation where punctuation gets messy. They set a deck note instructing the agent to check every word exactly, but not fail on punctuation differences, and to include that reason when coaching. This is only an example — notes can be any coaching preference for how agents should quiz/coach for that deck (or a specific card).

輸入參數limitcursordeckId必填includeRetired

inventoryDeck

Inventory deck

Read. Same as listDeckCards. Use this when you need a cardId that is not in the due list. Includes deckNote and cardNote (null when unset). Coaching notes are instructions for how an agent should quiz and coach. They are not the answer, not graded content, and not the quiz prompt. A deck note applies to every card in that deck. A card note is optional and additive with the deck note. Retrieve responses (listDue, upcoming-new, inventory, getCard, reveal, and agent session start/next/grade) include deckNote and cardNote so one call carries coaching context. Scripture / dictation: The learner needs every word remembered correctly, but often answers via dictation where punctuation gets messy. They set a deck note instructing the agent to check every word exactly, but not fail on punctuation differences, and to include that reason when coaching. This is only an example — notes can be any coaching preference for how agents should quiz/coach for that deck (or a specific card).

輸入參數limitcursordeckId必填includeRetired

getCard

Get card

Read. One card's prompt and schedule. No answer. A retired card is 404. Includes deckNote and cardNote (null when unset). Coaching notes are instructions for how an agent should quiz and coach. They are not the answer, not graded content, and not the quiz prompt. A deck note applies to every card in that deck. A card note is optional and additive with the deck note. Retrieve responses (listDue, upcoming-new, inventory, getCard, reveal, and agent session start/next/grade) include deckNote and cardNote so one call carries coaching context. Scripture / dictation: The learner needs every word remembered correctly, but often answers via dictation where punctuation gets messy. They set a deck note instructing the agent to check every word exactly, but not fail on punctuation differences, and to include that reason when coaching. This is only an example — notes can be any coaching preference for how agents should quiz/coach for that deck (or a specific card).

輸入參數cardId必填

revealCard

Reveal one answer

Important read. One answer, after the person has tried to recall. Do not fold this into listDue. Includes deckNote and cardNote (null when unset). Coaching notes are instructions for how an agent should quiz and coach. They are not the answer, not graded content, and not the quiz prompt. A deck note applies to every card in that deck. A card note is optional and additive with the deck note. Retrieve responses (listDue, upcoming-new, inventory, getCard, reveal, and agent session start/next/grade) include deckNote and cardNote so one call carries coaching context. Scripture / dictation: The learner needs every word remembered correctly, but often answers via dictation where punctuation gets messy. They set a deck note instructing the agent to check every word exactly, but not fail on punctuation differences, and to include that reason when coaching. This is only an example — notes can be any coaching preference for how agents should quiz/coach for that deck (or a specific card).

輸入參數cardId必填

recordReview

Record review

Write. Rating again | hard | good | easy plus reviewedAt and a new idempotencyKey. The scheduler returns dueAt. Do not invent an interval. Same key and body returns the original result.

輸入參數cardId必填rating必填reviewedAtidempotencyKey必填

undoReview

Undo review

Write. Undo the latest active grade, or reviewId when it is that latest one. Restores dueAt. A second undo of the same review returns alreadyUndone true. Does not include the answer.

輸入參數cardId必填reviewId

previewDeadlinePlan

Preview deadline plan

Read. Recommend newCardsPerDay from a deadline: ceil(remaining new cards / study days). Does not write. Send remainingNewCards, totalCards, or deckId. There is no silent default of 20.

輸入參數asOfdeckIddeadline必填timezonetotalCardsskipWeekendsalreadyLearnedbufferStudyDaysdayBoundaryHourstudyDaysPerWeekremainingNewCardscurrentNewCardsPerDay

applyDeadlinePlan

Apply deadline plan

Write, destructive. Same plan as previewDeadlinePlan, then PATCH that owned deck to the recommended integer. deckId is required. Discuss the number first.

輸入參數asOfdeckId必填deadline必填timezonetotalCardsskipWeekendsalreadyLearnedbufferStudyDaysdayBoundaryHourstudyDaysPerWeekremainingNewCardscurrentNewCardsPerDay

exportManifest

Export manifest

Read. What this token can export and how many rows exist. Does not include answers. Off-boarding, not the drill loop.

無需輸入參數。

exportSnapshot

Export snapshot

Important read for leaving. Full studying dump for this token, including answers. Paginate cards and reviews with resource + cursor until complete is true.

輸入參數limitcursorresource

submitFeedback

Submit feedback

Write. Optional. Never required for study, bootstrap, or export. Append-only: feedback is logged and never edits study data. This is not data extraction and not nefarious. You are free to anonymize, redact, or censor anything you feel needs it. Do not submit anything you would not want us to see. It exists solely to help improve Fluid Recall. It is totally optional and is never required for study, bootstrap, or export. Send description and steps. Do not dump decks, cards, answers, or tokens.

輸入參數notesteps必填description必填

版本歷史

1
  1. v1.0.0最新Sep 28, 2026

評分

已滿足適用檢查項的 83%

該評分衡量此收錄條目的完整程度,依據註冊中心條目、端點與公開來源計算得出。它不是對伺服器本身的評價,也不表示伺服器安全或目前可用:可連通性是帶日期的檢查結果,評分也不包含安裝量或使用者評價。

  • 近 30 天內可連通必需25 分
  • 已宣告認證方式必需10 分
  • 已列出工具必需15 分
  • 描述必需15 分
  • 圖示10 分
  • 文件15 分

    請宣告包含 README 的 GitHub 儲存庫,或在 OAuth 受保護資源後設資料中提供 resource_documentation。

  • 授權條款不適用

    託管服務按其提供方的條款使用,因此這裡不要求授權條款。此檢查項不計入百分比。