Gephi MCP Server
gephi-mcp
PyPI
v1.11.0
Published by mattartzanthro — 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.
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 2
medium Untrusted input can drive an external actionMTC-FLOW-005
Untrusted-input tools ([gephi_extract_backbone]) co-exist with external-action tools ([gephi_open_project]). A prompt injection could cause unwanted external actions, though no direct sensitive-data leak path was found.
Evidence: untrusted [gephi_extract_backbone] → sinks [gephi_open_project]
Fix: Require confirmation for state-changing/egress actions triggered after processing untrusted content.
Location: flow gephi_extract_backbone → gephi_open_project
low Dynamic module load from a non-literal in packaging/dev tooling (gephi_mcp_viewer/assets/graphology.umd.min.js)MTC-SRC-005
In a packaging/dev/install script (shipped, but not the server runtime) (`gephi_mcp_viewer/assets/graphology.umd.min.js:1`): Loading a module chosen at runtime (from a variable) can pull in and run attacker-influenced code paths. This is read from the code itself — not from the tool description — so a poisoned server cannot hide it behind honest-looking metadata.
Evidence: ,n),i=new t(r);return i.import(e),i}}return Ut(xt),Ut(Et),Ut(At),Ut(Lt),Ut(St),Ut(Dt),xt.Graph=xt,xt.DirectedGraph=Et,xt
Fix: Review this call path: confirm it never receives unsanitized tool input, constrain it, or remove it. Treat a server whose code reaches these sinks as high-capability regardless of what its tools claim.
Location: server gephi_mcp_viewer/assets/graphology.umd.min.js
Tools 105
Each tool and what it can reach — statically extracted from the published source.
gephi_extract_backboneingests untrusted inputgephi_open_projectnetwork egressgephi_add_columnno sensitive capabilitygephi_add_edgeno sensitive capabilitygephi_add_edgesno sensitive capabilitygephi_add_nodeno sensitive capabilitygephi_add_nodesno sensitive capabilitygephi_apply_filterno sensitive capabilitygephi_batch_set_node_attributesno sensitive capabilitygephi_batch_set_node_colorsno sensitive capability
Show 95 more tools ↓
gephi_batch_set_positionsno sensitive capabilitygephi_bulk_remove_nodesno sensitive capabilitygephi_clear_graphno sensitive capabilitygephi_color_by_partitionno sensitive capabilitygephi_color_by_rankingno sensitive capabilitygephi_color_edges_by_partitionno sensitive capabilitygephi_column_value_frequenciesno sensitive capabilitygephi_community_layoutno sensitive capabilitygephi_compare_nodesno sensitive capabilitygephi_compute_avg_path_lengthno sensitive capabilitygephi_compute_betweennessno sensitive capabilitygephi_compute_clustering_coefficientno sensitive capabilitygephi_compute_connected_componentsno sensitive capabilitygephi_compute_degreeno sensitive capabilitygephi_compute_eigenvectorno sensitive capabilitygephi_compute_hitsno sensitive capabilitygephi_compute_modularityno sensitive capabilitygephi_compute_pagerankno sensitive capabilitygephi_create_projectno sensitive capabilitygephi_create_regex_columnno sensitive capabilitygephi_delete_workspaceno sensitive capabilitygephi_detect_duplicatesno sensitive capabilitygephi_duplicate_workspaceno sensitive capabilitygephi_edge_thickness_by_weightno sensitive capabilitygephi_exportno sensitive capabilitygephi_export_csvno sensitive capabilitygephi_export_gexfno sensitive capabilitygephi_export_graphmlno sensitive capabilitygephi_export_pdfno sensitive capabilitygephi_export_pngno sensitive capabilitygephi_export_screenshotno sensitive capabilitygephi_export_svgno sensitive capabilitygephi_extract_ego_networkno sensitive capabilitygephi_extract_giant_componentno sensitive capabilitygephi_filter_by_degreeno sensitive capabilitygephi_filter_by_edge_weightno sensitive capabilitygephi_focus_viewno sensitive capabilitygephi_get_available_layoutsno sensitive capabilitygephi_get_columnsno sensitive capabilitygephi_get_graph_statsno sensitive capabilitygephi_get_graph_typeno sensitive capabilitygephi_get_layout_propertiesno sensitive capabilitygephi_get_layout_statusno sensitive capabilitygephi_get_nodeno sensitive capabilitygephi_get_perspectiveno sensitive capabilitygephi_get_preview_settingsno sensitive capabilitygephi_get_project_infono sensitive capabilitygephi_get_selectionno sensitive capabilitygephi_get_timelineno sensitive capabilitygephi_health_checkno sensitive capabilitygephi_import_csvno sensitive capabilitygephi_import_fileno sensitive capabilitygephi_import_gexfno sensitive capabilitygephi_import_graphmlno sensitive capabilitygephi_label_clustersno sensitive capabilitygephi_list_filtersno sensitive capabilitygephi_list_statisticsno sensitive capabilitygephi_list_workspacesno sensitive capabilitygephi_merge_nodesno sensitive capabilitygephi_new_workspaceno sensitive capabilitygephi_profile_graphno sensitive capabilitygephi_query_edgesno sensitive capabilitygephi_query_nodesno sensitive capabilitygephi_remove_edgeno sensitive capabilitygephi_remove_isolatesno sensitive capabilitygephi_remove_nodeno sensitive capabilitygephi_rename_workspaceno sensitive capabilitygephi_reset_appearanceno sensitive capabilitygephi_reset_filtersno sensitive capabilitygephi_run_layoutno sensitive capabilitygephi_run_statisticno sensitive capabilitygephi_save_projectno sensitive capabilitygephi_set_edge_attributesno sensitive capabilitygephi_set_edge_colorno sensitive capabilitygephi_set_edge_labelno sensitive capabilitygephi_set_edge_weightno sensitive capabilitygephi_set_layout_propertiesno sensitive capabilitygephi_set_node_attributesno sensitive capabilitygephi_set_node_colorno sensitive capabilitygephi_set_node_labelno sensitive capabilitygephi_set_node_positionno sensitive capabilitygephi_set_node_sizeno sensitive capabilitygephi_set_preview_settingsno sensitive capabilitygephi_set_selection_modeno sensitive capabilitygephi_similarity_layoutno sensitive capabilitygephi_size_by_rankingno sensitive capabilitygephi_snapshotno sensitive capabilitygephi_stop_layoutno sensitive capabilitygephi_switch_perspectiveno sensitive capabilitygephi_switch_workspaceno sensitive capabilitygephi_text_to_networkno sensitive capabilitygephi_undono sensitive capabilitygephi_view_graphno sensitive capabilitygephi_visual_qano sensitive capabilitygephi_whatifno sensitive capability
Toxic flows 1
Cross-tool combinations that form a data-exfiltration primitive (untrusted input → sensitive source → external sink).
What this scan could not see
- Tools were statically extracted from the published source (105 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 |
|---|---|---|---|---|
v1.11.0 latest |
A 96/100 | 2 | 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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