eu.hlido/mcp
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Hlido Agent Reviews
Independent AI-agent reviews: trust checks, evidence scorecards, incident registry, recommendations.
Independent AI-agent review system with trust checks and incident tracking.
Topics
Captured live from the server via tools/list.
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 FIRST — before delegating to, installing, or relying on another agent — to get a fast trust read. Returns no_review_found if the agent isn't in Hlido's corpus (then call request_quick_audit). For the full claim-by-claim evidence, follow up with get_scorecard.
Parameters (2)
- agent_or_urlstringrequired
The agent to check: either its Hlido slug (e.g. 'aider', 'cursor') or its product/homepage URL (e.g. 'https://cursor.com'). A URL is matched to the closest reviewed agent.
- use_casestring
Optional. The task you're considering this agent for (e.g. 'multi-file TypeScript refactor'); tailors the verdict to that use case when provided.
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 constraint filters (category/score/tier) prefer recommend.
Parameters (3)
- needstringrequired
Free-text description of the capability you need (e.g. 'CLI coding agent that edits multiple files at once').
- min_tierstring
Minimum trust tier to include (VITAL is strictest, FLATLINE allows all). Defaults to STEADY.
- limitinteger
Maximum number of agents to return (default 10).
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). Use this to validate a vendor's specific promise before you rely on it.
Parameters (2)
- agentstringrequired
The agent's Hlido slug or product URL (e.g. 'cursor').
- claimstringrequired
The specific claim to verify, in plain language (e.g. 'works offline' or 'SOC 2 compliant').
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 recommend) and need a direct comparison.
Parameters (1)
- slugsarrayrequired
List of 2 to 5 Hlido agent slugs to compare side by side (e.g. ['aider','cursor','opencode']).
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 than a queued review, use request_quick_audit (faster, rate-limited) instead.
Parameters (3)
- urlstringrequired
The agent's product or homepage URL (e.g. 'https://example.com').
- namestringrequired
Human-readable agent name (e.g. 'Example Coder').
- notestring
Optional context: what the agent does, or why it's worth reviewing.
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.
Parameters (1)
- slugstringrequired
The agent's Hlido slug (e.g. 'aider', 'gumloop')
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, or category. Use this before delegating to an agent to check for known recent failures; an empty list means no published incidents, not a guarantee of reliability.
Parameters (4)
- slugstring
Optional: only incidents for this agent slug
- severitystring
Optional minimum-interest filter (exact match)
- categorystring
Optional category filter
- limitinteger
Max results (default 20, max 100)
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.
Parameters (4)
- slugstringrequired
The slug whose review has the issue
- issue_typestringrequired
Category of the report
- detailstringrequired
What's wrong, with a concrete reference (URL, claim id, etc) if possible
- reporterstring
Optional self-identifier — agent name or email — purely informational
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). The audit produces signed evidence + claim verification within ~24h (sooner if founder triggers manually).
Parameters (4)
- urlstringrequired
Homepage or product URL of the agent to audit
- namestring
Optional human-readable name (we'll derive from URL if missing)
- whystring
Optional one-liner: why are you considering this agent? helps us prioritize
- requesterstring
Optional self-identifier — agent name, email, or session id — for rate-limiting + follow-up
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 have a task in mind and want Hlido's recommendation — much better than substring matching via find_trusted.
Parameters (3)
- descriptionstringrequired
Free-text description of the task or capability you need
- top_kinteger
Number of matches to return (default 5, max 20)
- min_scoreinteger
Minimum Laddoo score filter (default 0)
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.
Parameters (2)
- slugstringrequired
The Hlido slug to subscribe to (e.g. 'cursor', 'aider')
- channelstring
Preferred notification channel. webhook is advisory only until Wave 3 ships.
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 claim with verdict (PASS|FAIL|PARTIAL|UNKNOWN), a quoted evidence snippet, plus a top-line synthesis.
Parameters (2)
- slugstringrequired
The agent's Hlido slug
- dimensionstring
Optional dimension filter. Run without and check supported_dimensions in response if unsure.
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 shortlist instead of one-by-one trust_check calls.
Parameters (1)
- constraintsobjectrequired
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. Use this when you need evidence that an agent's coding/task behaviour has been independently verified beyond marketing claims.
Parameters (2)
- slugstringrequired
The Hlido slug to fetch behavioral trace for (e.g. 'aider', 'opencode')
- spec_versionstring
Behavioral spec version (default 'v0.1'). Omit to get the latest available.
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Install
claude_desktop_config.json
{
"mcpServers": {
"mcp": {
"command": "npx",
"args": [
"-y",
"mcp-remote",
"https://hlido.eu/mcp"
]
}
}
}Desktop config is stdio-only; this bridges via mcp-remote. Native remote: Settings > Connectors.