Pith

science.pith由 pith.science 发布官方发布者v1.1.0更新于 Oct 24, 2026

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

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概览

AI 生成的概览

Pith 是远程 MCP 服务器,让助手查询 arXiv 论文的机器评论、主张、可证伪条件与引用关系。

可以做什么
搜索并浏览 Pith 已评论的论文,获取判定、置信度与分数、摘要与最新评论。提取单篇论文的主张、前提、推理机制与可证伪条件,并跨论文全文检索科学主张。查看人工签署评论、评论者校准记录与论文编纂记录。解析 arXiv ID、DOI 或 Pith 编号,并探索引用邻居、共同引用与论文之间的关联。核对引用与主张是否受支持、矛盾或未被处理,并按账户密钥查看自身论文的引用与评论。
适用场景
当用户询问某篇 arXiv 论文的评价、主张、可证伪条件或引用关系,或想确认某个科学陈述在文献中是否成立时使用。也适合在投稿前检查参考文献,或追踪谁引用、支持或质疑自己的论文。
运行要求
远程端点,无需本地安装。部分工具(my_citations、my_reviews、check_my_draft)需要个人 API 密钥。需要网络连接。
安装前请注意
部分工具需要个人密钥,会访问账户所属的论文数据。check_my_draft 会消耗账户额度。工具返回的是机器分类与概率,并非确定事实,引用前应自行核对原始论文。

安装

在 SourceWeft 中

  1. 打开 控制台中的 Pith,将其添加到工作区。
  2. 为需要使用其工具的对话启用该服务。

Web executable,通过 Streamable HTTP。 远程服务在工作区中配置后即可从网页运行时运行。

交给智能体安装

把这段提示词粘贴到 Claude Code、Codex、Cursor 等智能体,或 SourceWeft 对话中。智能体会读取该服务器的安装指南,先向你展示发布者、端点和登录方式,经你同意后再把它添加到你的客户端。密钥不会写进任何命令。

阅读 https://sourceweft.com/mcp/science.pith%2Fpith/install.md,并按其中说明把这个 MCP 服务器接入我的客户端。修改任何配置之前,先告诉我它的发布者、端点和登录方式,等我确认。不要把 API 密钥写进命令或我会提交的文件;问我密钥应从哪里获取。

查看智能体所依据的安装指南

其他 MCP 客户端

把它添加到你客户端的 mcpServers 配置中。

{
  "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.

输入参数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.

输入参数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).

输入参数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.

输入参数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.

输入参数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.

输入参数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.

输入参数arxiv_id必填

get_falsifier

Get a paper's falsifier

Alias of get_paper_falsifier: the same falsifier and watcher count.

输入参数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.

输入参数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.

输入参数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.

输入参数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.

输入参数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.

输入参数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.

输入参数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.

输入参数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.

输入参数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).

输入参数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).

输入参数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.

输入参数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.

输入参数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.

无需输入参数。

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.

无需输入参数。

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.

输入参数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.

输入参数fieldquestion必填

版本历史

1
  1. v1.1.0最新Sep 23, 2026

评分

已满足适用检查项的 72%

该评分衡量此收录条目的完整程度,依据注册中心条目、端点与公开来源计算得出。它不是对服务器本身的评价,也不表示服务器安全或当前可用:可连通性是带日期的检查结果,评分也不包含安装量或用户评价。

  • 近 30 天内可连通必需25 分
  • 已声明认证方式必需10 分
  • 已列出工具必需15 分
  • 描述必需15 分
  • 图标10 分

    请在注册中心条目中发布图标。

  • 文档15 分

    请声明包含 README 的 GitHub 仓库,或在 OAuth 受保护资源元数据中提供 resource_documentation。

  • 许可证不适用

    托管服务按其提供方的条款使用,因此这里不要求许可证。此检查项不计入百分比。

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