Fro Wang Academic Tools MCP Server
fro-wang-academic-tools-mcp
PyPI
v0.1.4
Published by an unidentified publisher — no publish provenance and no public repository, so the publisher could not be verified and the source cannot be independently located.
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 − 5 = 95. 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 |
| −2 | publisher verification (unlinked) — no provenance/repo link, but the shipped source was fully read |
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 25
Each tool and what it can reach — statically extracted from the published source.
download_paperingests untrusted inputbatch_process_papersno sensitive capabilitycancel_process_paper_jobno sensitive capabilityextract_metadatano sensitive capabilityextract_sectionsno sensitive capabilitygenerate_summaryno sensitive capabilityget_batch_statusno sensitive capabilityget_process_paper_jobno sensitive capabilitylist_jobsno sensitive capabilityocr_paperno sensitive capability
Show 15 more tools ↓
process_paperno sensitive capabilityrename_paper_folderno sensitive capabilityretry_jobno sensitive capabilitysearch_papersno sensitive capabilitystart_process_paper_jobno sensitive capabilitytranslate_paperno sensitive capabilityzotero_get_annotationsno sensitive capabilityzotero_get_collection_itemsno sensitive capabilityzotero_get_collectionsno sensitive capabilityzotero_get_item_fulltextno sensitive capabilityzotero_get_item_metadatano sensitive capabilityzotero_get_notesno sensitive capabilityzotero_get_recentno sensitive capabilityzotero_get_tagsno sensitive capabilityzotero_search_itemsno sensitive capability
What this scan could not see
- Tools were statically extracted from the published source (25 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 1
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 |
|---|---|---|---|---|
v0.1.4 latest |
A 95/100 | 0 | 1.9.0 | 2026-07-23 |
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.
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