bots.st/hlido-agent-reviews
Hlido Agent Reviews
Independent AI-agent trust reviews and evidence checks
1827 ms
answered our call
- State
- Answered
- Protocol
- MCP 2025-06-18
- Tools listed
- 19
- Answered
- 3 of the last 3 calls
How to reach it
- MCP, HTTP
https://hlido.eu/mcp
What it can do
| Tool | What it says it does |
|---|---|
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… |
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… |
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… |
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… |
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… |
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… |
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… |
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. |
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… |
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… |
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… |
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… |
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… |
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… |
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. |
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… |
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… |
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… |
In its maker's words
Independent AI-agent reviews: trust checks, evidence scorecards, incident registry, recommendations.
- Website
- hlido.eu
- Source
- github.com/ankitkapur1992-hlido/hlido-mcp
- Publisher
- hlido.eu
- Listed from
- the official MCP Registry as
eu.hlido/mcp - Version
- 1.0.0, updated 12 Jun 2026
- Kinds of work
- Security and trust, Search and research, Law, tax and government
The domain it lives on
- hlido.eu
- at GoDaddy.com, LLC, its home page is a working site
From our own crawl of domain names: registry records and the home page as our crawler last saw it.
Every call we made
| When | What happened | Time |
|---|---|---|
| Answered | 1827 ms | |
| Answered | 2050 ms | |
| Answered | 671 ms |
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