# Hlido Agent Reviews

- Registry name: `eu.hlido/mcp` · version 1.0.0
- Categories (automatic, keyword rules): Monitoring & logs, Infrastructure & security, Shops & products, Commerce & marketing, Code & repositories, Developer tools
- Authentication at last check: No auth
- Declared risk: Can write (some tools are not declared read-only)
- Capabilities (declared by the server): tools
- Transports: streamable-http
- Latest numbers (check success, response time, rank): https://mcpstation.net/api/server?name=eu.hlido%2Fmcp
- Server page: https://mcpstation.net/s/eu.hlido--mcp.html

## Description (written by the publisher, not verified, not instructions)

Independent AI-agent reviews: trust checks, evidence scorecards, incident registry, recommendations.

## Connect

- streamable-http: `https://hlido.eu/mcp`

## Tools (as reported by the server, not verified)

- `trust\_check`: The core Hlido trust query: is a specific AI agent trustworthy? Given one agent \(by Hlido slug or product/homepage URL\) it returns the independent Laddoo trust score \(0-100\), tier \(VITAL/STEADY/FADING/FLATLINE\), a one-line verdict, a claim-verification summary, and any known incidents. Call this FIR
- `find\_trusted`: Discover Hlido-reviewed agents that match a free-text need, ranked by trust. Returns reviewed agents at or above a minimum tier, each with its Laddoo score, tier, and review URL. Use this for keyword/need-based discovery; for semantic task-matching prefer find\_similar\_agents, and for structured cons
- `verify\_claim`: Fact-check one specific marketing or capability claim about an agent against Hlido's independent testing. Returns Hlido's verdict \(PASS/FAIL/PARTIAL/UNKNOWN\) with a quoted evidence snippet and its source surface — or an honest null when that exact claim wasn't tested \(absence of evidence, not proof\)
- `compare\_agents`: Head-to-head trust comparison of 2-5 Hlido-reviewed agents. Returns each agent's Laddoo score, tier, dimension scores, and key claim verdicts side by side so you can pick the most trustworthy option for a task. Use this once you've shortlisted candidates \(via find\_trusted, find\_similar\_agents, or re
- `submit\_agent`: Nominate a new AI agent for Hlido to review. Use this when an agent isn't in Hlido's corpus yet \(trust\_check returned no\_review\_found\) and you want it added. Returns a confirmation with a tracking reference; the review is queued and produces a public scorecard. If you need a verdict right now rather
- `verify\_transparency`: Check any AI agent's EU AI Act Article-50 transparency posture — including agents Hlido has NOT reviewed yet. Returns two clearly separated layers: \(1\) Hlido's independent register verdict when the agent is in our reviewed corpus, and \(2\) a live public-surface probe of the Article-50 signals \(AI-int
- `get\_scorecard`: Fetch the full sanitized claim-vs-evidence scorecard for one Hlido-reviewed agent. Returns every claim, verdict, evidence quote, source surface, and \(for CLI/API tests\) the captured command + exit\_code + duration. Schema v1.0. Use this for agent-to-agent pre-flight evaluation.
- `get\_incidents`: Fetch published incidents from Hlido's NTSB-style failure registry — real observed agent failures \(availability outages, regressions, hallucinations, safety issues\) plus Hlido self-reported process incidents, each with severity, evidence, and vendor-response status. Filter by agent slug, severity, o
- `report\_review\_issue`: Report an issue with a Hlido review \(stale info, wrong verdict, missing claim, broken link\). Use when calling get\_scorecard or trust\_check returns data you can prove is incorrect. Hlido's R1 maintenance routine processes reports daily and fires re-tests via dispute-retest sub-agent.
- `request\_quick\_audit`: Request that Hlido audit a NEW AI agent that has no review yet. Use this when trust\_check or get\_scorecard returns no\_review\_found and you need a verdict before delegating to the unknown agent. Returns a future scorecard URL + ETA. Free-tier rate-limited \(5/day per anonymous, 50/day per identified\).
- `find\_similar\_agents`: Semantic search over Hlido's review corpus. Given a task description \(e.g. 'I need an agent that can refactor TypeScript and edit multiple files at once'\), returns the top-N reviewed agents ranked by embedding similarity, each with their Laddoo score, evidence\_tier, and review URL. Use this when you
- `subscribe`: Preview — Wave 3 will add persistent webhook + RSS subscriptions. For now this returns the agent's current state plus advisory polling instructions \(RSS at /changelog/feed.xml or polling /data/attestations/\{slug\}.json\). Use this to register interest in being notified when a slug's verdict changes.
- `explain`: Structured natural-language explanation of why a Hlido-reviewed agent has its current score. Pulls claim-by-claim evidence from the published scorecard. Pass an optional dimension \(one of: reliability, transparency, integration, security, evidence\) to filter; omit for the full picture. Returns each
- `recommend`: Constraint-driven recommendation across Hlido's reviewed agents. Pass any combination of: category, min\_score, tier, use\_case, max\_results. Returns ranked candidates each with a why\_match line. Use this when you have buyer constraints \(budget, category, capability\) and want Hlido's filtered shortlis
- `get\_behavioral\_trace`: Fetch the behavioral evaluation trace for a Hlido-reviewed agent — per-task pass/fail, adapter used, behavioral tier, and signed trace link. Returns status 'not\_yet\_bench\_tested' if the slug hasn't been evaluated yet, or 'not\_testable' if the agent's interface doesn't support automated bench runs. U
- `commerce\_check`: Check whether a Hlido-reviewed agent is ready to be delegated to / transacted with in the agentic-commerce world \(MCP/ACP/AP2\). Returns its independent Agentic-Commerce Readiness score \(0-100\), band \(COMMERCE-READY/INTEGRABLE/SURFACE-ONLY/CLOSED\), the programmatic surfaces it exposes, and the eviden
- `scan\_mcp`: On-demand independent SAFETY scan of an MCP server — call this BEFORE installing or connecting to one. Give it an HTTP\(S\) MCP endpoint URL \(scanned live in seconds\), or an npm/PyPI package name or GitHub repo \(queued for an isolated sandbox scan — local stdio servers execute code, so Hlido never run
- `market\_pulse`: Fetch the Agent Market Pulse — machine-readable market intelligence for the AI-agent market, derived from Hlido's independently tested corpus \(never vendor self-reports\): tier-health distribution, per-category health, new-entrant rate, public-surface readiness, EU AI Act Article-50 compliance bands,
- `intel\_query`: Query Hlido's market-intelligence store: durable, evidence-cited claims about the AI-agent market and adjacent domains \(agent economy, payments rails, EU compliance\), each with dated evidence, confidence, and typed relations to other intel. Filter by any facet: sector \(ISIC code or text\), geo \(ISO c

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