Pith

science.pith由 pith.science 發布官方發布者v1.1.0更新於 Oct 24, 2026

Reviews of arXiv papers for AI agents: verdicts, claims, flaws, compiled records, citation graphs.

已驗證Streamable HTTP可網頁執行知識與記憶資料與分析

概覽

AI 產生的概覽

Pith 是遠端 MCP 伺服器,讓助理查詢 arXiv 論文的機器評論、主張、可證偽條件與引用關係。

可以做什麼
搜尋並瀏覽 Pith 已評論的論文,取得判讀、信心與分數、摘要與最新評論。擷取單篇論文的主張、前提、推論機制與可證偽條件,並跨論文全文檢索科學主張。檢視人類簽署評論、評論者校準紀錄與論文編纂紀錄。解析 arXiv ID、DOI 或 Pith 編號,並探索引用鄰居、共同引用與論文之間的關聯。核對引用與主張是否受支持、矛盾或未被處理,並依帳號金鑰檢視自身論文的引用與評論。
適用情境
當使用者詢問某篇 arXiv 論文的評價、主張、可證偽條件或引用關係,或想確認某個科學陳述在文獻中是否成立時使用。也適合在投稿前檢查參考文獻,或追蹤誰引用、支持或質疑自己的論文。
執行需求
遠端端點,無需本機安裝。部分工具(my_citations、my_reviews、check_my_draft)需要個人 API 金鑰。需網路連線。
安裝前請注意
部分工具需要個人金鑰,會存取帳號所屬的論文資料。check_my_draft 會消耗帳號額度。工具回傳的是機器分類與機率,並非確定事實,引用前應自行核對原始論文。

安裝

在 SourceWeft 中

  1. 開啟 儀表板中的 Pith,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/science.pith%2Fpith/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": {
    "pith": {
      "type": "http",
      "url": "https://pith.science/mcp"
    }
  }
}

工具

24

get_review

Get a paper's Pith review

Pith's review of one specific paper, in one call: the verdict, confidence, novelty and correctness scores, one-line summary, weakest assumption, and the paper's argument as short labeled statements (premise, machinery, core claim, falsifier) already extracted, so the paper's premises and logical structure can be stated without reading the PDF. Use this for any question about a specific paper: what it asserts, what it assumes, how the argument runs, how sound it is, or what Pith concluded. Accepts an arXiv id or URL, DOI, or Pith Number.

輸入參數arxiv_id必填

search_papers

Search reviewed papers

Search Pith-reviewed papers by title and abstract. Call this when the user names a research topic, phenomenon, method, or paper title without an identifier, or asks whether Pith has reviewed anything on a subject. Each result carries the paper's verdict, summary, and review link.

輸入參數limitquery必填

latest_reviews

List recently reviewed papers

The papers Pith reviewed most recently, newest first. Call this when the user asks what is new, notable, or recently reviewed in a field or overall. days caps how far back to look (max 90).

輸入參數dayslimitcategory

analyze_paper_claims

Analyze a paper's claims, premises, and logical structure

The structured argument of one specific paper: what it actually asserts, the premises it assumes, the machinery connecting those premises to the claim, and the falsifier, as short labeled statements in argument order (premise, machinery, claim, falsifier). Use this for requests about a paper's claims, premises, assumptions, reasoning, logical dependencies, logical structure, argument structure, or conclusion. Each entry includes its text, role, type, and status.

輸入參數arxiv_id必填

get_claims

Get a paper's claim ledger

Alias of analyze_paper_claims: the same ledger of what the paper asserts, its premises, machinery, and falsifier, in argument order.

輸入參數arxiv_id必填

search_claims

Search extracted claims

Full-text search over every scientific claim Pith has extracted, across all reviewed papers. Call this when the user asks who claims something, whether a claim appears in the recent literature, or what evidence bears on a statement. Returns each matching claim with its paper, verdict, and review link.

輸入參數limitquery必填

get_paper_falsifier

Get the test or result that could disprove a paper

The falsifier for one specific paper's core claim: the concrete observation, experiment, or computation that would settle or disprove it, plus how many people are watching for that result. Use this when the user asks what would falsify the paper, prove it wrong, test its central claim, settle the claim, or show that the conclusion fails.

輸入參數arxiv_id必填

get_falsifier

Get a paper's falsifier

Alias of get_paper_falsifier: the same falsifier and watcher count.

輸入參數arxiv_id必填

get_signed_reviews

Get a paper's signed human reviews

Published human signed reviews of one paper: reviewer identity, axis deltas against the machine review, claim verdicts, defects, predictions, and who paid. Call this when the user asks what human experts said about a paper, on top of the machine review.

輸入參數arxiv_id必填

get_reviewer_record

Get a reviewer's record

A reviewer's published signed reviews and, when present, their calibration record (Brier score, open predictions, positivity skew). Call this when the user asks about a named Pith reviewer or how trustworthy a reviewer's track record is.

輸入參數handle必填

get_record

Get a paper's compiled record

The compiled record of one paper: the authors' own sentences, arranged with typed labels. It carries the main claim in the authors' words, each abstract sentence's role, results with the qualifications the authors state beside them, the conditions of the study, measurements with where they appear, the arXiv listing abstract compared with the manuscript's abstract, resources including what is not stated, the authors' own limitations, how the paper uses its references, and what was and was not examined. No sentence in it was written by a model; every label carries its probability. Use this for what a paper states and under what conditions, including papers Pith has not reviewed, where get_review reports no review. Accepts an arXiv id or URL, DOI, or Pith Number.

輸入參數arxiv_id必填

resolve_paper

Resolve a paper reference

Turn a pasted arXiv id, arXiv URL, DOI, or Pith Number into the arXiv id the other tools key on. ``resolved`` is false when the input did not become an arXiv id.

輸入參數reference必填

paper_packet

Read one paper's record packet

One paper's compiled record, small enough to hold beside others: the main claim and contribution in the authors' words, each abstract sentence with its role and probability, paper-level labels, and, for full-text records, conditions, measurements, results and limitations, with totals so a capped list is not mistaken for the whole paper.

輸入參數limitarxiv_id必填

citation_neighbors

One hop of the citation graph

One hop from a paper: every reference entry with its resolved work identity, the papers that cite it, and, where a record exists, the citing sentences with their labeled intent. An edge means the paper names the other work, not that the work supports the citing claim.

輸入參數limitarxiv_id必填direction

paper_bridge

What two papers share

Whether either paper cites the other, the resolved works both cite (on or off arXiv), and the papers that cite both.

輸入參數a必填b必填limit

paper_connections

How papers use this one

What other arXiv papers do with this paper, and what it does with the arXiv papers it cites: builds on, uses the method or tool, uses the data, compares with, cites as support or background, or contests. Each group counts distinct papers and quotes the citing authors' own sentences. Labels come from each citing paper's LaTeX source typed by Pith's classifier and are shown only at intent probability 0.8 or more (support at 0.95, contests at 0.7); the rest are counted as unlabelled. Measured agreement of every label with independent model families: https://pith.science/connected-record. Use this for how a result has been taken up, challenged or built on across arXiv.

輸入參數quotesarxiv_id必填

check_claim

Check a claim against the literature

Which arXiv papers support a scientific statement, which contradict it, and which study it without deciding, each with the paper's own main claim quoted and the classifier's probability. Call this before asserting a scientific result, when a user asks whether something is established or disputed, or when two sources disagree. Candidates are papers whose title and abstract match the statement's words, plus papers Pith's connected record links to them as stating the same or a conflicting result; a paper that states the result in other words can be missed, so an empty answer is not evidence of absence. Reported supporters and contradictions agreed with two blind model families 110 times in 112 (https://pith.science/connected-record).

輸入參數limitstatement必填

verify_citation

Verify that a paper supports a sentence

Whether the cited paper's own sentences support what a sentence attributes to it: supports, partly supports (a condition is missing), contradicts, or not addressed, with the single best sentence from the paper quoted. Call this before citing a paper for a specific claim, or to check a citation in a draft or an answer. It reads the paper's abstract, and its full text where Pith holds it; the examined field says which. On real citations its verdict agreed with two blind model families 139 times in 160, most differences being partly supported versus not addressed (https://pith.science/connected-record).

輸入參數cited必填sentence必填

find_passages

Find sentences by role across records

Author sentences the classifier labeled with one role, across every stored record, each with its probability and paper. Abstract-tier records cover limitation, result and main_claim; full-text records add condition, citation and measurement.

輸入參數role必填limitqueryarxiv_id

record_coverage

What was examined

Sources read and levels run for one paper's record, or the number of stored records by tier. Call before treating an empty result as a finding: an empty list means nothing in the examined scope matched.

輸入參數arxiv_id

my_citations

Who cites my papers, and how

For the papers claimed on the account behind your key: how many papers cite each, whether they cite it as support, extension or disagreement, and the citing sentence quoted. Call when the user asks who is building on or disputing their work. Needs a personal key.

無需輸入參數。

my_reviews

Reviews of my papers

Pith's machine review verdict and the count of published signed human reviews for each paper claimed on the account behind your key. Needs a personal key.

無需輸入參數。

check_my_draft

Check my draft's bibliography

Resolve each reference in a draft, flag retracted works, and for arXiv papers show how later papers cite them: as support, and whether any contest them, with the contesting sentence quoted. Call before a submission or when a user wants their reference list checked. Needs a personal key; counts against a daily allowance.

輸入參數text必填

ask_field

Ask a yes-or-no question across a field

Read the papers closest to a question and return, for each, whether its own abstract sentences answer yes, no or not addressed, with the deciding sentence quoted. Call when a user asks whether something holds across the literature. Candidates are chosen by meaning, so a paper that answers in different words can be missed. Needs a personal key; counts against a daily allowance.

輸入參數fieldquestion必填

版本歷史

1
  1. v1.1.0最新Sep 23, 2026

評分

已滿足適用檢查項的 72%

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

    請在註冊中心條目中發布圖示。

  • 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。

其他 Pith 整合