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Dante IX — Autonomous Brand & GEO Agency MCP

PYPI · DANTE-MCP

9-Circle Brand Reputation, Social Listening & Multi-Model GEO Audit + Shield Forge (danteix.com).

Available components

+15 this week 61 Trust /100

Last scanned (8 hours ago)

Scores higher than 58% of PyPI servers

Category Marketing and SEO

Trust breakdown (7 categories)

How this component scores in each security and reliability category. Every signal is checked automatically from public evidence about the published package, including repeated runs of it in an isolated sandbox, and we only credit what we can confirm. How we score → Why this is hard to score →

Supply Chain Security100
  • No malware found by supply-chain analysis.Pass
  • No known CVEs affecting this package version or its production dependencies.Pass
  • Runs setuptools.build_meta at install time, a recognised build step with no custom scripting around it. View diagnostics → Pass
  • No production dependencies, so there is no dependency health to assess. View diagnostics → Pass
Provenance & Transparency45
Schema Quality & AI Usability58
  • AI-judged instruction clarity (fair).Partial
  • Tool/resource definitions use about 579 tokens (~115/item across 5 items; 5 tools + 0 resources), lean.Pass
  • Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management0
  • Stability not yet verified: not enough scan history yet (needs a 30-day window).Unverified
Tool Coverage84
  • 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
  • 52% of tool parameters carry a description.Partial
Tool Safety75
  • No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.Pass
  • 0 of 1 tool(s) whose name or description implies an irreversible operation declare an MCP destructiveHint annotation; "dante.run_audit" implies "execute" and declares no destructiveHint at all, which the MCP spec reads as destructive by default. See how to fix → Fail
  • An AI judge read all 5 captured unit(s) of tool text and found none that tries to manipulate the model reading it.Pass
Capabilities20
  • Spec-recency check failed: implements MCP spec 2024-11-05; the latest is 2026-07-28. See how to fix → Fail

Unverified: 1 category

A category scored 0 because we could not verify it: a data source with nothing on this package, evidence we could not reach, or a check we could not run. We only credit what we can confirm.

What we tested

Checks we ran (15)

  • Malware scan
  • Known CVEs
  • Install scripts
  • Dependency health
  • Source repository
  • Provenance
  • License
  • Maintenance
  • Security disclosure
  • Schema quality
  • Tool coverage
  • Injection markers
  • Destructive annotations
  • Judged manipulation
  • MCP protocol

Checks we could not complete (1)

These are gaps on our side, not findings about this package. We only credit what we can confirm, so a category made up entirely of them scores 0.

  • Stability in Stability & Change Management (scores 0 for this)Stability not yet verified: not enough scan history yet (needs a 30-day window).

Does not apply to this package (2)

  • Endpoint SecurityScored on hosted endpoints only. A package has no live endpoint of its own for us to probe.
  • Transport & ReachabilityScored on hosted endpoints only. A package has no live endpoint of its own for us to probe.

The score does not measure everything. What the score does not measure →

Changelog

Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.

  • 5 Nov 26 +15
    • Malware scan: unverified → pass ▲ security
  • 4 Nov 26 −15
    • Malware scan: pass → unverified ▼ security
  • 3 Nov 26 +15
    • Malware scan: unverified → pass ▲ security
  • 2 Nov 26 −15
    • Malware scan: pass → unverified ▼ security
  • 1 Nov 26 +15
    • Malware scan: unverified → pass ▲ security
  • 31 Oct 26 −15
    • Malware scan: pass → unverified ▼ security
  • 30 Oct 26 +15
    • Malware scan: unverified → pass ▲ security
  • 29 Oct 26 46

    First indexed and scored.

Diagnostics

Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.

Captured 5 Nov 2026 · Analysed pypi/dante-mcp@2.1.0

Provenance No attestation

The registry publishes no build provenance for this version, so there is nothing to verify.

Result No attestation
Ecosystem pypi
Reason No attestation published

Background: How many MCP packages publish verified provenance →

Install scripts 1 script
Hook Tier Command
build_backend Known build tool setuptools.build_meta

Background: Why install scripts are a supply-chain risk →

Dependencies 0 packages
Packages resolved 0
Tree resolution Complete

Background: SBOMs and build attestations, explained →

MCP tools · 5 exposed · ~579 tokens

The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability. A tool's description is untrusted text the model reads on every call, which is what makes this list a security surface and not just an inventory: how tool poisoning works →

Tool Tokens
dante.forge_geo_shield ~121

Synthesize production-ready /llms.txt, /.well-known/ai-catalog.json, Schema.org JSON-LD, and robots.txt rules for AI crawlers.

NameTypeReqDescription
brand_namestringyesOfficial brand name (2..80 chars)
competitorsarray––
domain_urlstringyesCanonical website URL (https://...)
industry_contextstringyesIndustry category and positioning
langstring––
official_factsarrayyes–
products_or_servicesarrayyes–

No output schema declared.

No examples provided.

dante.probe_geo_share ~112

Measure Generative Engine Optimization (GEO) Share of Model (SoM) and First-Choice Win Rate across OpenAI (ChatGPT), Google Gemini, and Perplexity.

NameTypeReqDescription
industry_or_contextstringyesIndustry category or competitive niche
langstring––
liveboolean–Execute live API queries (requires paid DANTE_API_KEY)
target_namestringyesBrand or entity to evaluate across AI engines
vertical_modestring––

No output schema declared.

No examples provided.

dante.query_street_friction ~85

Search your isolated tenant intelligence vault for real customer complaints, irony/sarcasm signals, coordinated bot anomalies, and competitive market gaps.

NameTypeReqDescription
limitinteger–Maximum records to return (1 to 100)
querystringyesSearch keywords (e.g. 'precios OR demoras OR soporte')
voice_filterstring––

No output schema declared.

No examples provided.

dante.remediate_hallucination ~115

Generate structured semantic counterweight blocks (Markdown + HTML ClaimReview), FAQPage JSON-LD, and verification prompts to remediate inaccurate AI claims.

NameTypeReqDescription
brand_namestringyes–
domain_urlstringyes–
hallucination_claimstringyes–
langstring––
source_url_to_counterstring––
target_oraclestringyesTarget AI engine (ChatGPT, Perplexity, Gemini)
verified_factstringyes–

No output schema declared.

No examples provided.

dante.run_audit ~146

Execute a 9-Circle Dante IX Brand, Reputation & Multi-Model GEO Audit (ChatGPT, Gemini, Perplexity) with cryptographic SHA-256 attestation on danteix.com.

NameTypeReqDescription
industry_or_contextstringyesIndustry vertical and market context
langstring–Output language: 'es' or 'en'
live_geoboolean–Run live multi-model queries (requires paid DANTE_API_KEY)
target_namestringyesBrand, product, or organization name
vertical_modestring–Vertical mode: 'COMMERCIAL_BRAND', 'INTERNAL_PROJECT', or 'POLITICAL_WAR_ROOM'

No output schema declared.

No examples provided.

Install

How do I install the Dante IX — Autonomous Brand & GEO Agency MCP server?

Dante IX — Autonomous Brand & GEO Agency MCP runs locally as a PyPI package, launched with uvx dante-mcp. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.

pypi · dante-mcp

# add to Claude Code
claude mcp add heuristicolab-dante-mcp -- uvx dante-mcp
Common questions

What is the Dante IX — Autonomous Brand & GEO Agency MCP server?

Dante IX — Autonomous Brand & GEO Agency MCP is listed in the public MCP registry as io.github.heuristicolab/dante-mcp. 9-Circle Brand Reputation, Social Listening & Multi-Model GEO Audit + Shield Forge (danteix.com). This page covers its PyPI package (dante-mcp).

Is the Dante IX — Autonomous Brand & GEO Agency MCP server safe to use?

Dante IX — Autonomous Brand & GEO Agency MCP scores 61 out of 100 on VerifyMCP. We found no known CVEs affecting it as of 5 November 2026. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.

What tools does the Dante IX — Autonomous Brand & GEO Agency MCP server expose?

Dante IX — Autonomous Brand & GEO Agency MCP exposes 5 tools: dante.run_audit, dante.probe_geo_share, dante.query_street_friction, dante.forge_geo_shield, dante.remediate_hallucination. Their descriptions and schemas cost roughly 579 tokens of context every time the server is loaded.

Is the Dante IX — Autonomous Brand & GEO Agency MCP server still maintained?

Dante IX — Autonomous Brand & GEO Agency MCP is still listed as active in the MCP registry. We last reached this channel on 5 November 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.

What licence is the Dante IX — Autonomous Brand & GEO Agency MCP server under?

Dante IX — Autonomous Brand & GEO Agency MCP declares the MIT licence, which is OSI-approved. That covers the source only, and says nothing about the cost of any service it calls.

What did VerifyMCP test on the Dante IX — Autonomous Brand & GEO Agency MCP server?

VerifyMCP ran 15 checks on Dante IX — Autonomous Brand & GEO Agency MCP, covering Malware scan, Known CVEs, Install scripts, Dependency health and 11 more. One item could not be completed, a gap on our side rather than a finding about Dante IX — Autonomous Brand & GEO Agency MCP: Stability. One category scores 0 for that reason, because we only credit what we can confirm. Endpoint Security and Transport & Reachability do not apply to a PyPI package, so they were not tested. The score does not measure everything, and the scoring documentation lists what it leaves out.