WritersLogic research agents
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ArXiv to code, replication audits, paper contradictions, citation audit, prose forensics.
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Available Tools
14 toolsabandoned-compound-minerInspect
Abandoned Compound & Uncommercialized Trial Miner — Finds shelved drug and biologic candidates worth a second look. Give a disease or target (mines ClinicalTrials.gov for terminated, withdrawn and suspended trials and for completed Phase 1/2 non-industry trials with no later industry Phase 2/3/4 trial), a compound you already have in mind (drug name or ChEMBL id), a trial (NCT id), or a desired material property (literature mode, no trials). Every
Inputs: nctId, compound, maxCandidates, materialProperty, +2 more.
arxiv-to-codeInspect
arXiv-to-Production Code & Hyperparameter Compiler — Fetches an arXiv paper's full text (ar5iv), selects method, pseudocode, hyperparameter tables and ablations, and returns a core-algorithm summary, hyperparameters each with a source pointer and a verbatim quote verified against the text, ablation warnings with evidence sentences, and one self-contained TypeScript or Python file that is compile/syntax-checked and literal-checked against the extract
Inputs: targetLanguage (required), arxivId, searchQuery.
audit-prose-forensicsInspect
Forensic AI-trajectory & prose craft auditor — Deterministic prose forensics: word echoes within 50 words, repeated 3-6-grams, sentence-starter runs, hedge/filter/passive/nominalization density, burstiness, MATTR, Flesch-Kincaid, vocabulary fingerprints, AI syntactic tics (Not X. Y. pivots, verbless fragments, autonomous body parts), optional revision-history trajectory, and an editorial humanization map whose quotes are verified verbatim. Eve
Inputs: text (required), genre, revisionHistory.
causalRefereeInspect
Causal Claim Referee — Referees a causal claim against an observational table (JSON rows, CSV text, or a published contingency table with counts) and leads with a verdict, confidence, whether the claim holds, the crude and adjusted effects with bootstrap intervals, and a concrete next step. Underneath: crude and stratified effects, Mantel-Haenszel pooling, Simpson's-paradox detection, d-separation and backdoor/front-doo
Inputs: claim (required), outcome (required), treatment (required), covariates (required), +15 more.
citation-auditInspect
Citation Audit — Bibliography in, evidence audit out: reference-verifier checks every reference (fabricated, mis-cited, retracted, corrected); the top DOI-bearing references (corrections first, then the most cited in the manuscript) get a replication-auditor pass on the sentence that cites them; when a target is contested, paper-contradictions compares it with the studies against it. The contradiction check is opt
Inputs: topK, claim, latex, bibtex, +5 more.
compressibility-rankInspect
Rank the most compressible (cliched) phrases in a chapter — Finds the phrases in a passage that compress most against a reference corpus of generic prose, so a writer can target the low-entropy spans instead of guessing. For each sentence (default) or sliding n-gram, computes the marginal compressed-byte contribution per character with zlib level 9 and a built-in reference corpus of common narrative clichés; the lowest-scoring spans are the most predictabl
Inputs: text (required), mode, topN, minChars, +3 more.
crosstalk-deliberateInspect
Crosstalk epistemic swarm & falsification engine — Stress-tests a research question instead of answering it once. Classifies the domain, generates up to 3 independent hypotheses, attacks each with an adversarial falsification pass, checks live literature on arXiv and OpenAlex (plus any papers you supply by arXiv id or DOI; every record content-addressed by sha256), then synthesizes a calibrated answer. The output leads with a headline (status, ans
Inputs: question (required), papers, context, maxHypotheses.
foreignResearchScoutInspect
Cross-Lingual Dark Science Arbitrage Scout — Finds scientific work that exists only in non-English literature. Give an English topic, a technical bottleneck, or a paper you know (seedPaper: DOI or arXiv id); the scout plans native-terminology searches in up to 6 languages (default zh, ja, de, fr, ko) across OpenAlex, Crossref, HAL, J-STAGE and Europe PMC, drops works that already have an English twin, and returns up to 8 ranked discoveries.
Inputs: toDate, fromDate, seedPaper, maxResults, +3 more.
future-work-minerInspect
Open Research Opportunity Miner — Leads with a verdict (OPEN_GAPS_FOUND, NO_CLEAR_OPEN_GAPS or NO_GAPS_EXTRACTED), a confidence, a headline naming the top gap with its quoted evidence, and the next step. Collects papers for a topic or seed list (arXiv ids or URLs, DOIs, PMIDs; arXiv and OpenAlex search), reads full text from ar5iv or Europe PMC, and extracts future-work, limitation and open-question sentences in code with exact se
Inputs: mode, field, query, seeds, +3 more.
manuscript-checkInspect
Manuscript Pre-submission Check — Verifies every reference in a manuscript against Crossref, OpenAlex, arXiv and Europe PMC (fabricated, mis-cited, retracted) and runs deterministic prose forensics on the same text. Runs reference-verifier ($0.50) + audit-prose-forensics ($1.00) in one paid call for 20% less than buying them separately. Charged only when every member succeeds.
Inputs: manuscript (required), genre, bibtex, references.
paperContradictionsInspect
Paper Contradiction Finder — Takes 2 to 4 papers (DOI, arXiv id, PMID or their URLs) on a shared question and answers whether their reported numbers conflict: a verdict (CONTRADICTION_FOUND / NO_CONTRADICTION_FOUND / INCONCLUSIVE) with confidence, a one-line headline, the decisive quotes side by side and a next step, then the full evidence. Fetches the best available text (ar5iv, Europe PMC full text, else abstract), extracts
Inputs: papers (required), mode, claim.
reference-verifierInspect
Bibliography Reference Verifier — Checks every reference in a bibliography against Crossref, OpenAlex, arXiv and Europe PMC and leads with a verdict (FIX_REQUIRED, REVIEW_RECOMMENDED, INCOMPLETE or ALL_VERIFIED), a confidence, a one-line headline, the next step and a prioritized fix list. Input: BibTeX, LaTeX \bibitem, a plain-text list (APA, IEEE, Vancouver), an arXiv id (read via ar5iv), a PDF URL, or just a list of DOIs, arXiv
Inputs: latex, bibtex, pdfUrl, arxivId, +4 more.
replication-auditorInspect
Scientific Consensus & Replication Failure Auditor — Give a DOI, arXiv id, PMID, URL, title or a free-text claim and get a verdict-first screen of whether the finding has been retracted, contradicted or failed to replicate: ROBUST / CONTESTED / UNREPLICABLE_HYPE / INSUFFICIENT_EVIDENCE with a 0-100 replicationRiskScore, confidence, a DO_NOT_RELY / VERIFY_BEFORE_RELYING / RELY_WITH_CAVEATS action, a one-line headline and a next step. Checks Crossref,
Inputs: doi, url, pmid, arxivId, +2 more.
sequence-identifierInspect
Integer Sequence Identifier — Identifies an integer sequence from terms (a JSON array or pasted text), an OEIS A-number, a safe-parsed formula or recurrence, or a description, and leads with a verdict, confidence, A-number, formula, next terms and a next step. Searches the OEIS directly, then superseeker-style (differences, partial sums, gcd, ratios, binomial, Euler, leading terms, plus a search without the last two terms to f
Inputs: count, start, terms, aNumber, +5 more.
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Related MCP Connectors
Academic papers, reference verification and research data for AI agents.
Reviews of arXiv papers for AI agents: verdicts, claims, flaws, compiled records, citation graphs.
Check AI references against Crossref and DataCite. DOI/arXiv metadata checks, plus tool discovery.
Hosted research subset: check citations, catch fake/retracted papers, search OpenAlex & PubMed.
Related MCP Servers
- AlicenseNot gradedqualityBmaintenanceEnables an AI coding agent to take a research paper from arXiv, record its claims, build and run an implementation, measure the results, and receive a verdict for each claim. Every action is kept in a hash-chained evidence log, so the generated code folder and reproduction report can be checked without trusting the agent.35 PyPI3MIT
- FlicenseNot gradedqualityNot gradedmaintenanceEnables auditing scientific papers for methodological biases such as selection bias and p-hacking, and assessing citation credibility and research consensus.-
- FlicenseNot gradedqualityBmaintenanceEnables autonomous auditing of scientific papers for methodology flaws, identifying selection bias and p-hacking, while computing consensus ratios and verifying citation credibility through MCP-compliant tooling.8-
- AlicenseNot gradedqualityAmaintenanceAn MCP server for auditing LaTeX citations and numeric claims in academic papers, verifying numerical values against resolved full-text sources.MIT
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