Pith
Reviews of arXiv papers for AI agents: verdicts, claims, flaws, compiled records, citation graphs.
使うべきか
品質と安全性
検出事項（5）
- HIGHTool poisoning patterns detected
- MEDIUMTool description contains URL to non-standard domainpaper_connections 内
- MEDIUMTool description contains URL to non-standard domaincheck_claim 内
- MEDIUMTool description contains URL to non-standard domainverify_citation 内
- LOWTool 'paper_bridge' description lacks action verbpaper_bridge 内
ツール定義とプロトコルへの準拠に関する自動分析に基づいています。
コンテキストコスト
これは、サーバーのツールがモデルのコンテキストに読み込まれるたびに消費されるおおよそのトークン数です。数が多いほど、ほかのタスクに使える注意が減ります。
インストール
ワンクリックインストール
これを `claude_desktop_config.json` ファイルに追加してください:
{
"mcpServers": {
"pith": {
"url": "https://pith.science/mcp"
}
}
}リモートエンドポイント
https://pith.science/mcpstreamable-httpできること
ツール一覧
ツール（20）
🟢get_review(arxiv_id)
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.
入力スキーマ
{
"type": "object",
"properties": {
"arxiv_id": {
"description": "Any form the user gave: bare arXiv id (2401.00001), arXiv abs/pdf URL, DOI or doi.org URL, or Pith Number.",
"title": "Arxiv Id",
"type": "string"
}
},
"required": [
"arxiv_id"
],
"title": "get_reviewArguments"
}出力スキーマ
{
"type": "object",
"properties": {
"found": {
"title": "Found",
"type": "boolean"
},
"arxiv_id": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Arxiv Id"
},
"title": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Title"
},
"primary_cat": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Primary Cat"
},
"submitted_at": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Submitted At"
},
"verdict": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Verdict"
},
"confidence": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Confidence"
},
"novelty_score": {
"anyOf": [
{
"type": "number"
},
{
"type": "null"
}
],
"title": "Novelty Score"
},
"correctness_risk": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Correctness Risk"
},
"one_line_summary": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "One Line Summary"
},
"lead": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Lead"
},
"discovery_kind": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Discovery Kind"
},
"reviewed_at": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Reviewed At"
},
"core_claim": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Core Claim"
},
"weakest_assumption": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Weakest Assumption"
},
"falsifier": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Falsifier"
},
"argument": {
"items": {
"$ref": "#/$defs/Claim"
},
"title": "Argument",
"type": "array"
},
"url": {
"title": "Url",
"type": "string"
},
"source_name": {
"title": "Source Name",
"type": "string"
},
"citation_url": {
"title": "Citation Url",
"type": "string"
},
"note": {
"title": "Note",
"type": "string"
}
},
"required": [
"found"
],
"$defs": {
"Claim": {
"properties": {
"claim_key": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Claim Key"
},
"claim_role": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Claim Role"
},
"claim_type": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Claim Type"
},
"status": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Status"
},
"claim_text": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Claim Text"
}
},
"required": [
"claim_key",
"claim_role",
"claim_type",
"status",
"claim_text"
],
"title": "Claim",
"type": "object"
}
},
"description": "One paper's full machine review.",
"title": "Review"
}🟢search_papers(query, limit)
Search Pith-reviewed papers by title and abstract. Call this when the user names a research topic, phenomenon, method, or paper title without an identifier, or asks whether Pith has reviewed anything on a subject. Each result carries the paper's verdict, summary, and review link.
入力スキーマ
{
"type": "object",
"properties": {
"query": {
"description": "Topic, phenomenon, method, or paper title in plain words.",
"title": "Query",
"type": "string"
},
"limit": {
"default": 10,
"title": "Limit",
"type": "integer"
}
},
"required": [
"query"
],
"title": "search_papersArguments"
}出力スキーマ
{
"type": "object",
"properties": {
"query": {
"title": "Query",
"type": "string"
},
"count": {
"title": "Count",
"type": "integer"
},
"results": {
"items": {
"$ref": "#/$defs/PaperHit"
},
"title": "Results",
"type": "array"
},
"note": {
"title": "Note",
"type": "string"
}
},
"required": [
"query",
"count",
"results"
],
"$defs": {
"PaperHit": {
"properties": {
"arxiv_id": {
"title": "Arxiv Id",
"type": "string"
},
"title": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Title"
},
"primary_cat": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Primary Cat"
},
"submitted_at": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Submitted At"
},
"verdict": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Verdict"
},
"one_line_summary": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "One Line Summary"
},
"url": {
"title": "Url",
"type": "string"
},
"source_name": {
"title": "Source Name",
"type": "string"
},
"citation_url": {
"title": "Citation Url",
"type": "string"
}
},
"required": [
"arxiv_id",
"title",
"primary_cat",
"submitted_at",
"verdict",
"one_line_summary",
"url",
"source_name",
"citation_url"
],
"title": "PaperHit",
"type": "object"
}
},
"title": "PaperSearchResults"
}🟢latest_reviews(category, days, limit)
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).
入力スキーマ
{
"type": "object",
"properties": {
"category": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"default": null,
"description": "Field to filter by: an arXiv archive ('cond-mat'), a full category ('cond-mat.str-el'), or a plain field name like 'condensed matter' or 'machine learning'; omit for all fields.",
"title": "Category"
},
"days": {
"default": 7,
"title": "Days",
"type": "integer"
},
"limit": {
"default": 10,
"title": "Limit",
"type": "integer"
}
},
"title": "latest_reviewsArguments"
}出力スキーマ
{
"type": "object",
"properties": {
"category": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Category"
},
"days": {
"title": "Days",
"type": "integer"
},
"count": {
"title": "Count",
"type": "integer"
},
"results": {
"items": {
"$ref": "#/$defs/ReviewedPaper"
},
"title": "Results",
"type": "array"
},
"note": {
"title": "Note",
"type": "string"
}
},
"required": [
"category",
"days",
"count",
"results"
],
"$defs": {
"ReviewedPaper": {
"properties": {
"arxiv_id": {
"title": "Arxiv Id",
"type": "string"
},
"title": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Title"
},
"primary_cat": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Primary Cat"
},
"submitted_at": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Submitted At"
},
"verdict": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Verdict"
},
"one_line_summary": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "One Line Summary"
},
"url": {
"title": "Url",
"type": "string"
},
"source_name": {
"title": "Source Name",
"type": "string"
},
"citation_url": {
"title": "Citation Url",
"type": "string"
},
"reviewed_at": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Reviewed At"
}
},
"required": [
"arxiv_id",
"title",
"primary_cat",
"submitted_at",
"verdict",
"one_line_summary",
"url",
"source_name",
"citation_url",
"reviewed_at"
],
"title": "ReviewedPaper",
"type": "object"
}
},
"title": "LatestReviews"
}🟢analyze_paper_claims(arxiv_id)
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.
入力スキーマ
{
"type": "object",
"properties": {
"arxiv_id": {
"description": "Any form the user gave: bare arXiv id (2401.00001), arXiv abs/pdf URL, DOI or doi.org URL, or Pith Number.",
"title": "Arxiv Id",
"type": "string"
}
},
"required": [
"arxiv_id"
],
"title": "analyze_paper_claimsArguments"
}出力スキーマ
{
"type": "object",
"properties": {
"arxiv_id": {
"title": "Arxiv Id",
"type": "string"
},
"title": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Title"
},
"count": {
"title": "Count",
"type": "integer"
},
"claims": {
"items": {
"$ref": "#/$defs/Claim"
},
"title": "Claims",
"type": "array"
},
"url": {
"title": "Url",
"type": "string"
},
"source_name": {
"title": "Source Name",
"type": "string"
},
"citation_url": {
"title": "Citation Url",
"type": "string"
},
"note": {
"title": "Note",
"type": "string"
}
},
"required": [
"arxiv_id",
"title",
"count",
"claims",
"url",
"source_name",
"citation_url"
],
"$defs": {
"Claim": {
"properties": {
"claim_key": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Claim Key"
},
"claim_role": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Claim Role"
},
"claim_type": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Claim Type"
},
"status": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Status"
},
"claim_text": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Claim Text"
}
},
"required": [
"claim_key",
"claim_role",
"claim_type",
"status",
"claim_text"
],
"title": "Claim",
"type": "object"
}
},
"title": "ClaimLedger"
}🟢get_claims(arxiv_id)
Alias of analyze_paper_claims: the same ledger of what the paper asserts, its premises, machinery, and falsifier, in argument order.
入力スキーマ
{
"type": "object",
"properties": {
"arxiv_id": {
"description": "Any form the user gave: bare arXiv id (2401.00001), arXiv abs/pdf URL, DOI or doi.org URL, or Pith Number.",
"title": "Arxiv Id",
"type": "string"
}
},
"required": [
"arxiv_id"
],
"title": "get_claimsArguments"
}出力スキーマ
{
"type": "object",
"properties": {
"arxiv_id": {
"title": "Arxiv Id",
"type": "string"
},
"title": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Title"
},
"count": {
"title": "Count",
"type": "integer"
},
"claims": {
"items": {
"$ref": "#/$defs/Claim"
},
"title": "Claims",
"type": "array"
},
"url": {
"title": "Url",
"type": "string"
},
"source_name": {
"title": "Source Name",
"type": "string"
},
"citation_url": {
"title": "Citation Url",
"type": "string"
},
"note": {
"title": "Note",
"type": "string"
}
},
"required": [
"arxiv_id",
"title",
"count",
"claims",
"url",
"source_name",
"citation_url"
],
"$defs": {
"Claim": {
"properties": {
"claim_key": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Claim Key"
},
"claim_role": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Claim Role"
},
"claim_type": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Claim Type"
},
"status": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Status"
},
"claim_text": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Claim Text"
}
},
"required": [
"claim_key",
"claim_role",
"claim_type",
"status",
"claim_text"
],
"title": "Claim",
"type": "object"
}
},
"title": "ClaimLedger"
}🟢search_claims(query, limit)
Full-text search over every scientific claim Pith has extracted, across all reviewed papers. Call this when the user asks who claims something, whether a claim appears in the recent literature, or what evidence bears on a statement. Returns each matching claim with its paper, verdict, and review link.
入力スキーマ
{
"type": "object",
"properties": {
"query": {
"description": "The claim or statement to look for, in plain words.",
"title": "Query",
"type": "string"
},
"limit": {
"default": 10,
"title": "Limit",
"type": "integer"
}
},
"required": [
"query"
],
"title": "search_claimsArguments"
}出力スキーマ
{
"type": "object",
"properties": {
"query": {
"title": "Query",
"type": "string"
},
"count": {
"title": "Count",
"type": "integer"
},
"results": {
"items": {
"$ref": "#/$defs/ClaimHit"
},
"title": "Results",
"type": "array"
},
"note": {
"title": "Note",
"type": "string"
}
},
"required": [
"query",
"count",
"results"
],
"$defs": {
"ClaimHit": {
"properties": {
"arxiv_id": {
"title": "Arxiv Id",
"type": "string"
},
"claim_role": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Claim Role"
},
"claim_text": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Claim Text"
},
"title": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Title"
},
"verdict": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Verdict"
},
"url": {
"title": "Url",
"type": "string"
},
"source_name": {
"title": "Source Name",
"type": "string"
},
"citation_url": {
"title": "Citation Url",
"type": "string"
}
},
"required": [
"arxiv_id",
"claim_role",
"claim_text",
"title",
"verdict",
"url",
"source_name",
"citation_url"
],
"title": "ClaimHit",
"type": "object"
}
},
"title": "ClaimSearchResults"
}🟢get_paper_falsifier(arxiv_id)
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.
入力スキーマ
{
"type": "object",
"properties": {
"arxiv_id": {
"description": "Any form the user gave: bare arXiv id (2401.00001), arXiv abs/pdf URL, DOI or doi.org URL, or Pith Number.",
"title": "Arxiv Id",
"type": "string"
}
},
"required": [
"arxiv_id"
],
"title": "get_paper_falsifierArguments"
}出力スキーマ
{
"type": "object",
"properties": {
"found": {
"title": "Found",
"type": "boolean"
},
"arxiv_id": {
"title": "Arxiv Id",
"type": "string"
},
"title": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Title"
},
"falsifier": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Falsifier"
},
"watchers": {
"title": "Watchers",
"type": "integer"
},
"watch_url": {
"title": "Watch Url",
"type": "string"
},
"url": {
"title": "Url",
"type": "string"
},
"source_name": {
"title": "Source Name",
"type": "string"
},
"citation_url": {
"title": "Citation Url",
"type": "string"
}
},
"required": [
"found",
"arxiv_id"
],
"title": "Falsifier"
}🟢get_falsifier(arxiv_id)
Alias of get_paper_falsifier: the same falsifier and watcher count.
入力スキーマ
{
"type": "object",
"properties": {
"arxiv_id": {
"description": "Any form the user gave: bare arXiv id (2401.00001), arXiv abs/pdf URL, DOI or doi.org URL, or Pith Number.",
"title": "Arxiv Id",
"type": "string"
}
},
"required": [
"arxiv_id"
],
"title": "get_falsifierArguments"
}出力スキーマ
{
"type": "object",
"properties": {
"found": {
"title": "Found",
"type": "boolean"
},
"arxiv_id": {
"title": "Arxiv Id",
"type": "string"
},
"title": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Title"
},
"falsifier": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Falsifier"
},
"watchers": {
"title": "Watchers",
"type": "integer"
},
"watch_url": {
"title": "Watch Url",
"type": "string"
},
"url": {
"title": "Url",
"type": "string"
},
"source_name": {
"title": "Source Name",
"type": "string"
},
"citation_url": {
"title": "Citation Url",
"type": "string"
}
},
"required": [
"found",
"arxiv_id"
],
"title": "Falsifier"
}🟢get_signed_reviews(arxiv_id)
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.
入力スキーマ
{
"type": "object",
"properties": {
"arxiv_id": {
"description": "Any form the user gave: bare arXiv id (2401.00001), arXiv abs/pdf URL, DOI or doi.org URL, or Pith Number.",
"title": "Arxiv Id",
"type": "string"
}
},
"required": [
"arxiv_id"
],
"title": "get_signed_reviewsArguments"
}出力スキーマ
{
"type": "object",
"properties": {
"arxiv_id": {
"title": "Arxiv Id",
"type": "string"
},
"count": {
"title": "Count",
"type": "integer"
},
"reviews": {
"items": {},
"title": "Reviews",
"type": "array"
},
"url": {
"title": "Url",
"type": "string"
},
"error": {
"title": "Error",
"type": "string"
}
},
"required": [
"arxiv_id",
"count",
"reviews"
],
"title": "SignedReviews"
}🟢get_reviewer_record(handle)
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.
入力スキーマ
{
"type": "object",
"properties": {
"handle": {
"title": "Handle",
"type": "string"
}
},
"required": [
"handle"
],
"title": "get_reviewer_recordArguments"
}出力スキーマ
{
"type": "object",
"properties": {
"handle": {
"title": "Handle",
"type": "string"
},
"found": {
"title": "Found",
"type": "boolean"
},
"reviews": {
"items": {},
"title": "Reviews",
"type": "array"
},
"record": {
"title": "Record"
},
"url": {
"title": "Url",
"type": "string"
},
"error": {
"title": "Error",
"type": "string"
}
},
"required": [
"handle",
"found"
],
"title": "ReviewerRecord"
}🟢get_record(arxiv_id)
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.
入力スキーマ
{
"type": "object",
"properties": {
"arxiv_id": {
"description": "Any form the user gave: bare arXiv id (2401.00001), arXiv abs/pdf URL, DOI or doi.org URL, or Pith Number.",
"title": "Arxiv Id",
"type": "string"
}
},
"required": [
"arxiv_id"
],
"title": "get_recordArguments"
}出力スキーマ
{
"type": "object",
"properties": {
"found": {
"title": "Found",
"type": "boolean"
},
"arxiv_id": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Arxiv Id"
},
"url": {
"title": "Url",
"type": "string"
},
"record_url": {
"title": "Record Url",
"type": "string"
},
"coverage": {
"title": "Coverage",
"type": "string"
},
"labels_illustrative": {
"title": "Labels Illustrative",
"type": "boolean"
},
"record": {
"additionalProperties": true,
"title": "Record",
"type": "object"
},
"note": {
"title": "Note",
"type": "string"
},
"source_name": {
"title": "Source Name",
"type": "string"
},
"citation_url": {
"title": "Citation Url",
"type": "string"
}
},
"required": [
"found"
],
"description": "A paper's compiled record: the authors' sentences with typed labels.",
"title": "CompiledRecord"
}🟢resolve_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.
入力スキーマ
{
"type": "object",
"properties": {
"reference": {
"description": "Any form the user gave: bare arXiv id (2401.00001), arXiv abs/pdf URL, DOI or doi.org URL, or Pith Number.",
"title": "Reference",
"type": "string"
}
},
"required": [
"reference"
],
"title": "resolve_paperArguments"
}出力スキーマ
{
"type": "object",
"properties": {
"ok": {
"title": "Ok",
"type": "boolean"
},
"error": {
"title": "Error",
"type": "string"
},
"input": {
"title": "Input",
"type": "string"
},
"arxiv_id": {
"title": "Arxiv Id"
},
"resolved": {
"title": "Resolved",
"type": "boolean"
},
"empty_means": {
"title": "Empty Means",
"type": "string"
}
},
"required": [
"ok"
],
"description": "A pasted reference turned into the arXiv id the other tools key on.",
"title": "ResolvedPaper"
}🟢paper_packet(arxiv_id, limit)
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.
入力スキーマ
{
"type": "object",
"properties": {
"arxiv_id": {
"description": "Any form the user gave: bare arXiv id (2401.00001), arXiv abs/pdf URL, DOI or doi.org URL, or Pith Number.",
"title": "Arxiv Id",
"type": "string"
},
"limit": {
"default": 8,
"description": "Items per list. 1 to 20.",
"maximum": 20,
"minimum": 1,
"title": "Limit",
"type": "integer"
}
},
"required": [
"arxiv_id"
],
"title": "paper_packetArguments"
}出力スキーマ
{
"type": "object",
"properties": {
"ok": {
"title": "Ok",
"type": "boolean"
},
"error": {
"title": "Error",
"type": "string"
},
"input": {
"title": "Input",
"type": "string"
},
"arxiv_id": {
"title": "Arxiv Id"
},
"resolved": {
"title": "Resolved",
"type": "boolean"
},
"empty_means": {
"title": "Empty Means",
"type": "string"
},
"found": {
"title": "Found",
"type": "boolean"
},
"packet": {
"title": "Packet"
},
"title": {
"title": "Title"
},
"doi": {
"title": "Doi"
},
"main_claim": {
"title": "Main Claim"
},
"contribution": {
"title": "Contribution"
},
"paper_labels": {
"additionalProperties": true,
"title": "Paper Labels",
"type": "object"
},
"abstract": {
"items": {
"additionalProperties": true,
"type": "object"
},
"title": "Abstract",
"type": "array"
},
"conditions": {
"items": {
"additionalProperties": true,
"type": "object"
},
"title": "Conditions",
"type": "array"
},
"limitations": {
"items": {
"additionalProperties": true,
"type": "object"
},
"title": "Limitations",
"type": "array"
},
"measurements": {
"items": {
"additionalProperties": true,
"type": "object"
},
"title": "Measurements",
"type": "array"
},
"results": {
"items": {
"additionalProperties": true,
"type": "object"
},
"title": "Results",
"type": "array"
},
"resources": {
"additionalProperties": true,
"title": "Resources",
"type": "object"
},
"counts": {
"additionalProperties": true,
"title": "Counts",
"type": "object"
},
"record_url": {
"title": "Record Url",
"type": "string"
},
"coverage": {
"additionalProperties": true,
"title": "Coverage",
"type": "object"
}
},
"required": [
"ok"
],
"description": "One paper's compiled record: authors' sentences with the classifier's labels and probabilities.",
"title": "PaperPacket"
}🟢citation_neighbors(arxiv_id, direction, limit)
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.
入力スキーマ
{
"type": "object",
"properties": {
"arxiv_id": {
"description": "Any form the user gave: bare arXiv id (2401.00001), arXiv abs/pdf URL, DOI or doi.org URL, or Pith Number.",
"title": "Arxiv Id",
"type": "string"
},
"direction": {
"default": "both",
"description": "out: works this paper cites. in: papers that cite it. both.",
"title": "Direction",
"type": "string"
},
"limit": {
"default": 12,
"description": "Graph rows per side. 1 to 40.",
"maximum": 40,
"minimum": 1,
"title": "Limit",
"type": "integer"
}
},
"required": [
"arxiv_id"
],
"title": "citation_neighborsArguments"
}出力スキーマ
{
"type": "object",
"properties": {
"ok": {
"title": "Ok",
"type": "boolean"
},
"error": {
"title": "Error",
"type": "string"
},
"input": {
"title": "Input",
"type": "string"
},
"arxiv_id": {
"title": "Arxiv Id"
},
"resolved": {
"title": "Resolved",
"type": "boolean"
},
"empty_means": {
"title": "Empty Means",
"type": "string"
},
"direction": {
"title": "Direction",
"type": "string"
},
"from_record": {
"items": {
"additionalProperties": true,
"type": "object"
},
"title": "From Record",
"type": "array"
},
"from_graph": {
"additionalProperties": true,
"title": "From Graph",
"type": "object"
},
"coverage": {
"additionalProperties": true,
"title": "Coverage",
"type": "object"
}
},
"required": [
"ok"
],
"description": "One hop of the citation graph, record edges and graph edges kept apart.",
"title": "CitationNeighbors"
}🟢paper_bridge(a, b, limit)
Whether either paper cites the other, the resolved works both cite (on or off arXiv), and the papers that cite both.
入力スキーマ
{
"type": "object",
"properties": {
"a": {
"description": "Any form the user gave: bare arXiv id (2401.00001), arXiv abs/pdf URL, DOI or doi.org URL, or Pith Number.",
"title": "A",
"type": "string"
},
"b": {
"description": "Any form the user gave: bare arXiv id (2401.00001), arXiv abs/pdf URL, DOI or doi.org URL, or Pith Number.",
"title": "B",
"type": "string"
},
"limit": {
"default": 12,
"description": "Shared graph neighbors per side. 1 to 40.",
"maximum": 40,
"minimum": 1,
"title": "Limit",
"type": "integer"
}
},
"required": [
"a",
"b"
],
"title": "paper_bridgeArguments"
}出力スキーマ
{
"type": "object",
"properties": {
"ok": {
"title": "Ok",
"type": "boolean"
},
"error": {
"title": "Error",
"type": "string"
},
"input": {
"title": "Input",
"type": "string"
},
"arxiv_id": {
"title": "Arxiv Id"
},
"resolved": {
"title": "Resolved",
"type": "boolean"
},
"empty_means": {
"title": "Empty Means",
"type": "string"
},
"a": {
"title": "A",
"type": "string"
},
"b": {
"title": "B",
"type": "string"
},
"direct": {
"additionalProperties": true,
"title": "Direct",
"type": "object"
},
"shared_citation_labels": {
"items": {
"type": "string"
},
"title": "Shared Citation Labels",
"type": "array"
},
"shared_relation_candidates": {
"items": {
"additionalProperties": true,
"type": "object"
},
"title": "Shared Relation Candidates",
"type": "array"
},
"from_graph": {
"additionalProperties": true,
"title": "From Graph",
"type": "object"
},
"coverage": {
"additionalProperties": true,
"title": "Coverage",
"type": "object"
}
},
"required": [
"ok"
],
"description": "What two papers share, each list on its own identity.",
"title": "PaperBridge"
}🟢paper_connections(arxiv_id, quotes)
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 (contests at 0.7 or more); 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.
入力スキーマ
{
"type": "object",
"properties": {
"arxiv_id": {
"description": "Any form the user gave: bare arXiv id (2401.00001), arXiv abs/pdf URL, DOI or doi.org URL, or Pith Number.",
"title": "Arxiv Id",
"type": "string"
},
"quotes": {
"default": 5,
"description": "Quoted sentences per group. 1 to 20.",
"maximum": 20,
"minimum": 1,
"title": "Quotes",
"type": "integer"
}
},
"required": [
"arxiv_id"
],
"title": "paper_connectionsArguments"
}出力スキーマ
{
"type": "object",
"properties": {
"found": {
"title": "Found",
"type": "boolean"
},
"arxiv_id": {
"title": "Arxiv Id",
"type": "string"
},
"url": {
"title": "Url",
"type": "string"
},
"incoming": {
"additionalProperties": true,
"title": "Incoming",
"type": "object"
},
"outgoing": {
"additionalProperties": true,
"title": "Outgoing",
"type": "object"
},
"thresholds": {
"additionalProperties": {
"type": "number"
},
"title": "Thresholds",
"type": "object"
},
"method": {
"title": "Method",
"type": "string"
},
"note": {
"title": "Note",
"type": "string"
}
},
"description": "How the literature uses one paper, and how it uses what it cites.",
"title": "PaperConnections"
}🟢check_claim(statement, limit)
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).
入力スキーマ
{
"type": "object",
"properties": {
"statement": {
"description": "One scientific statement in plain words, for example a result a user asserts or that you are about to assert.",
"title": "Statement",
"type": "string"
},
"limit": {
"default": 16,
"description": "Candidate papers to judge. 4 to 24.",
"maximum": 24,
"minimum": 4,
"title": "Limit",
"type": "integer"
}
},
"required": [
"statement"
],
"title": "check_claimArguments"
}出力スキーマ
{
"type": "object",
"properties": {
"statement": {
"title": "Statement",
"type": "string"
},
"found": {
"title": "Found",
"type": "boolean"
},
"supports": {
"items": {
"additionalProperties": true,
"type": "object"
},
"title": "Supports",
"type": "array"
},
"contradicts": {
"items": {
"additionalProperties": true,
"type": "object"
},
"title": "Contradicts",
"type": "array"
},
"addresses": {
"items": {
"additionalProperties": true,
"type": "object"
},
"title": "Addresses",
"type": "array"
},
"unrelated_count": {
"title": "Unrelated Count",
"type": "integer"
},
"candidates": {
"title": "Candidates",
"type": "integer"
},
"via_connected_record": {
"title": "Via Connected Record",
"type": "integer"
},
"bank": {
"title": "Bank",
"type": "string"
},
"model": {
"title": "Model",
"type": "string"
},
"method": {
"title": "Method",
"type": "string"
},
"note": {
"title": "Note",
"type": "string"
}
},
"description": "Papers that support, contradict or address a statement.",
"title": "ClaimCheck"
}🟢verify_citation(sentence, cited)
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).
入力スキーマ
{
"type": "object",
"properties": {
"sentence": {
"description": "The sentence that cites the paper, as written in a draft, an answer or a paper.",
"title": "Sentence",
"type": "string"
},
"cited": {
"description": "Any form the user gave: bare arXiv id (2401.00001), arXiv abs/pdf URL, DOI or doi.org URL, or Pith Number.",
"title": "Cited",
"type": "string"
}
},
"required": [
"sentence",
"cited"
],
"title": "verify_citationArguments"
}出力スキーマ
{
"type": "object",
"properties": {
"found": {
"title": "Found",
"type": "boolean"
},
"sentence": {
"title": "Sentence",
"type": "string"
},
"cited": {
"title": "Cited",
"type": "string"
},
"arxiv_id": {
"title": "Arxiv Id",
"type": "string"
},
"url": {
"title": "Url",
"type": "string"
},
"verdict": {
"title": "Verdict",
"type": "string"
},
"probabilities": {
"additionalProperties": {
"type": "number"
},
"title": "Probabilities",
"type": "object"
},
"best_evidence": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Best Evidence"
},
"best_evidence_p": {
"anyOf": [
{
"type": "number"
},
{
"type": "null"
}
],
"title": "Best Evidence P"
},
"examined": {
"title": "Examined",
"type": "string"
},
"evidence_sentences": {
"title": "Evidence Sentences",
"type": "integer"
},
"bank": {
"title": "Bank",
"type": "string"
},
"model": {
"title": "Model",
"type": "string"
},
"method": {
"title": "Method",
"type": "string"
},
"note": {
"title": "Note",
"type": "string"
}
},
"description": "Whether a cited paper's own sentences support a sentence.",
"title": "CitationCheck"
}🟢find_passages(role, query, arxiv_id, limit)
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.
入力スキーマ
{
"type": "object",
"properties": {
"role": {
"description": "limitation, condition, result, main_claim, citation, or measurement.",
"title": "Role",
"type": "string"
},
"query": {
"default": "",
"description": "Words to match in the author's sentence. Empty returns the role.",
"title": "Query",
"type": "string"
},
"arxiv_id": {
"default": "",
"description": "One paper, or empty for every stored record.",
"title": "Arxiv Id",
"type": "string"
},
"limit": {
"default": 20,
"description": "1 to 50.",
"maximum": 50,
"minimum": 1,
"title": "Limit",
"type": "integer"
}
},
"required": [
"role"
],
"title": "find_passagesArguments"
}出力スキーマ
{
"type": "object",
"properties": {
"ok": {
"title": "Ok",
"type": "boolean"
},
"error": {
"title": "Error",
"type": "string"
},
"input": {
"title": "Input",
"type": "string"
},
"arxiv_id": {
"title": "Arxiv Id"
},
"resolved": {
"title": "Resolved",
"type": "boolean"
},
"empty_means": {
"title": "Empty Means",
"type": "string"
},
"role": {
"title": "Role",
"type": "string"
},
"query": {
"title": "Query",
"type": "string"
},
"count": {
"title": "Count",
"type": "integer"
},
"matched": {
"title": "Matched",
"type": "integer"
},
"passages": {
"items": {
"additionalProperties": true,
"type": "object"
},
"title": "Passages",
"type": "array"
},
"coverage": {
"additionalProperties": true,
"title": "Coverage",
"type": "object"
}
},
"required": [
"ok"
],
"description": "Author sentences of one role with the classifier's probabilities.",
"title": "Passages"
}🟢record_coverage(arxiv_id)
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.
入力スキーマ
{
"type": "object",
"properties": {
"arxiv_id": {
"default": "",
"description": "One paper, or empty for the whole record store.",
"title": "Arxiv Id",
"type": "string"
}
},
"title": "record_coverageArguments"
}出力スキーマ
{
"type": "object",
"properties": {
"ok": {
"title": "Ok",
"type": "boolean"
},
"error": {
"title": "Error",
"type": "string"
},
"input": {
"title": "Input",
"type": "string"
},
"arxiv_id": {
"title": "Arxiv Id"
},
"resolved": {
"title": "Resolved",
"type": "boolean"
},
"empty_means": {
"title": "Empty Means",
"type": "string"
},
"found": {
"title": "Found",
"type": "boolean"
},
"coverage": {
"additionalProperties": true,
"title": "Coverage",
"type": "object"
},
"tier": {
"title": "Tier"
},
"sources_read": {
"items": {},
"title": "Sources Read",
"type": "array"
},
"levels_run": {
"items": {},
"title": "Levels Run",
"type": "array"
},
"levels_not_run": {
"items": {},
"title": "Levels Not Run",
"type": "array"
},
"not_examined": {
"items": {},
"title": "Not Examined",
"type": "array"
},
"citations_total": {
"title": "Citations Total"
},
"citations_with_intent": {
"title": "Citations With Intent"
},
"relation_candidates": {
"title": "Relation Candidates"
},
"relation_candidates_judged": {
"title": "Relation Candidates Judged"
},
"compiled_records": {
"title": "Compiled Records",
"type": "integer"
},
"papers": {
"items": {
"additionalProperties": true,
"type": "object"
},
"title": "Papers",
"type": "array"
},
"stored_records_by_tier": {
"title": "Stored Records By Tier"
},
"stored_records_total": {
"title": "Stored Records Total"
}
},
"required": [
"ok"
],
"description": "What a record examined, or how many records are stored.",
"title": "RecordCoverage"
}コミュニティ
エビデンス