Uniarticles MCP Server
uniarticles-mcp
PyPI
v3.2.0
Published by thinktraveller — no publish provenance, so origin is unverified, but the source is public: the repository link below is self-declared yet readable, so you can inspect the code before adopting it.
Unified MCP server for multi-source academic literature retrieval
The grade answers one question — how safe is this server for you to adopt — so it is computed in two auditable stages. Nothing below is an opinion or an LLM's guess; every line is a real term the deterministic engine applied, and the same input always yields the same number.
1. Threat score — 100 − 0 = 100. What the published surface and source actually contain:
The deterministic scan raised no scored threat in the surface it inspected — the threat score stayed at 100. Capability observations and advisory notes are recorded but never lower it.
2. Client adoption risk — 100 − 4 = 96. Three small, subtract-only factors that reflect your risk in adopting it — a clean scan proves less on a powerful, unverified or barely-inspectable package, so the grade says so plainly:
| Points | Adoption-risk factor |
|---|---|
| −3 | capability blast radius (moderate) — client exposure if the model is manipulated |
| −1 | publisher verification (public source) — no provenance, but the source is public and inspectable |
Capability observations and info notes are shown under Findings but never scored.
Open any row's finding below for the file, line and evidence behind a deduction.
Findings 0
Tools 28
Each tool and what it can reach — statically extracted from the published source.
pubmed_paper_summary_lookup_by_pmidsingests untrusted inputsciencedirect_article_object_by_identifieringests untrusted inputarxiv_latest_paper_list_by_categoryno sensitive capabilityarxiv_paper_detail_by_idno sensitive capabilityarxiv_paper_search_by_queryno sensitive capabilitybiorxiv_paper_list_by_date_rangeno sensitive capabilitycore_work_search_by_queryno sensitive capabilitycrossref_work_detail_by_doino sensitive capabilitycrossref_work_search_by_queryno sensitive capabilitydblp_publication_search_by_queryno sensitive capability
Show 18 more tools ↓
doaj_article_search_by_queryno sensitive capabilityeuropepmc_paper_search_by_queryno sensitive capabilityopenaire_research_product_search_by_queryno sensitive capabilityopenalex_work_detail_by_doino sensitive capabilityopenalex_work_search_by_queryno sensitive capabilitypubmed_paper_search_by_queryno sensitive capabilitypubmed_pmc_linkage_lookup_by_pmidno sensitive capabilitypubmed_related_article_search_by_pmidno sensitive capabilitysciencedirect_article_retrieve_by_identifierno sensitive capabilityscopus_abstract_detail_by_eidno sensitive capabilityscopus_api_usage_statusno sensitive capabilityscopus_document_search_by_queryno sensitive capabilityscopus_serial_title_by_issnno sensitive capabilityscopus_serial_title_search_by_criteriano sensitive capabilityscopus_subject_classification_lookup_by_sourceno sensitive capabilitysemantic_scholar_paper_detail_by_doino sensitive capabilitysemantic_scholar_paper_search_by_queryno sensitive capabilityzenodo_record_search_by_queryno sensitive capability
What this scan could not see
- Tools were statically extracted from the published source (28 recovered), not enumerated from a running server. Tool-poisoning, Unicode-smuggling, capability and toxic-flow analysis ran on this inferred surface, but a mis-parsed registration could be missed or mis-attributed, so tool-derived findings are capped below “confirmed”. To grade the real runtime surface, scan the running server: --command "npx -y <package>".
Versions 6
Scan history per published version. The engine is deterministic — the same version always yields the same score, so a changed score means the package itself changed.
| Version | Score | Findings | Engine | Scanned |
|---|---|---|---|---|
v3.2.0 latest |
A 96/100 | 0 | 1.13.0 | 2026-08-25 |
v3.1.0 |
A 96/100 | 0 | 1.12.1 | 2026-08-09 |
v3.0.0 |
A 96/100 | 0 | 1.12.1 | 2026-08-06 |
v2.3.0 |
A 96/100 | 0 | 1.12.1 | 2026-08-04 |
v2.0.0 |
A 96/100 | 0 | 1.12.1 | 2026-08-03 |
Show 1 more version ↓
v1.5.0 |
A 96/100 | 0 | 1.12.1 | 2026-07-27 |
Embed this score
Show this server's live Trust Score in your README, docs or website. The badge is served straight from the registry and updates automatically after every rescan — no API key needed. It links back to this page, so anyone who sees the grade can also read the findings behind it instead of taking a number on faith.
Verify this score yourself
The score above is reproducible: the same package version always yields the same result. Run it locally or over the free API — no account, no LLM, fully deterministic.
npx mcptrustchecker scan uniarticles-mcp --online --registry pypiMore in Data Science & ML
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