{"name":"eu.hlido/mcp","slug":"hlido-mcp","title":"Hlido Agent Reviews","description":"Independent AI-agent reviews: trust checks, evidence scorecards, incident registry, recommendations.","url":"https://mcp.market/server/hlido-mcp","rating":null,"grade":"B","score":73,"certified":false,"status":"active","category":"ai","tags":["ai"],"presence":{"score":18,"stars":0,"forks":1,"downloads_week":null,"last_push_at":"2026-07-15T14:23:41.000Z","license":"MIT"},"uptime":{"percent":100,"checks":28,"ok":28,"last_checked_at":"2026-11-04T04:55:39.710Z","last_ok_at":"2026-11-04T04:55:39.710Z","latency_ms":44},"claimed":false,"transport":"remote","callable_via_gateway":true,"default_price_micros":0,"repository":"https://github.com/ankitkapur1992-hlido/hlido-mcp","website":"https://hlido.eu","version":"1.0.0","remotes":[{"type":"streamable-http","url":"https://hlido.eu/mcp"}],"packages":[],"tools":[{"name":"commerce_check","description":"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 evidence basis. Call this before an orchestrator delegates a paid/identity-bearing task to another agent.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"agent_or_url":{"type":"string","description":"The agent to check: either its Hlido slug (e.g. 'voltagent', 'aider') or its product/homepage URL. A URL is matched to the closest reviewed agent."}},"required":["agent_or_url"]}},{"name":"compare_agents","description":"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.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"slugs":{"type":"array","items":{"type":"string","description":"A Hlido agent slug (e.g. 'aider')."},"minItems":2,"maxItems":5,"description":"List of 2 to 5 Hlido agent slugs to compare side by side (e.g. ['aider','cursor','opencode'])."}},"required":["slugs"]}},{"name":"explain","description":"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.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"slug":{"type":"string","description":"The agent's Hlido slug"},"dimension":{"type":"string","description":"Optional dimension filter. Run without and check supported_dimensions in response if unsure."}},"required":["slug"]}},{"name":"find_similar_agents","description":"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.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"description":{"type":"string","description":"Free-text description of the task or capability you need"},"top_k":{"type":"integer","description":"Number of matches to return (default 5, max 20)","default":5},"min_score":{"type":"integer","description":"Minimum Laddoo score filter (default 0)","default":0}},"required":["description"]}},{"name":"find_trusted","description":"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.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"need":{"type":"string","description":"Free-text description of the capability you need (e.g. 'CLI coding agent that edits multiple files at once')."},"min_tier":{"type":"string","enum":["VITAL","STEADY","FADING","FLATLINE"],"default":"STEADY","description":"Minimum trust tier to include (VITAL is strictest, FLATLINE allows all). Defaults to STEADY."},"limit":{"type":"integer","default":10,"description":"Maximum number of agents to return (default 10)."}},"required":["need"]}},{"name":"get_behavioral_trace","description":"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.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"slug":{"type":"string","description":"The Hlido slug to fetch behavioral trace for (e.g. 'aider', 'opencode')"},"spec_version":{"type":"string","description":"Behavioral spec version (default 'v0.1'). Omit to get the latest available.","default":"v0.1"}},"required":["slug"]}},{"name":"get_incidents","description":"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.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"slug":{"type":"string","description":"Optional: only incidents for this agent slug"},"severity":{"type":"string","enum":["low","medium","high","critical"],"description":"Optional minimum-interest filter (exact match)"},"category":{"type":"string","enum":["hallucination","regression","safety","availability","cost","other"],"description":"Optional category filter"},"limit":{"type":"integer","description":"Max results (default 20, max 100)","default":20}}}},{"name":"get_scorecard","description":"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.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"slug":{"type":"string","description":"The agent's Hlido slug (e.g. 'aider', 'gumloop')"}},"required":["slug"]}},{"name":"intel_query","description":"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 country or region like 'eu'/'intl'), compliance (e.g. 'eu-ai-act-art50'), protocol (e.g. 'x402'), kind (fact/estimate/trend/signal), audience, maturity. Facet vocabularies + per-value record counts: https://hlido.eu/data/intel/taxonomy.json (fetch that first to see what's queryable). A zero-result query returns an honest empty AND is logged — misses drive what Hlido collects next, so check back. Free at answer-time, declared policy.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"sector":{"type":"string","description":"ISIC section/division code (e.g. 'K.64', 'J.62') or free-text sector match."},"geo":{"type":"string","description":"ISO-3166 country code or region: 'cz', 'de', 'eu', 'intl', ..."},"compliance":{"type":"string","description":"Named regulation, any jurisdiction (e.g. 'eu-ai-act-art50', 'gdpr')."},"protocol":{"type":"string","description":"e.g. 'mcp', 'x402', 'api', 'cli'"},"kind":{"type":"string","enum":["fact","estimate","trend","signal"],"description":"Filter by record kind."},"audience":{"type":"string","enum":["b2b","b2c","b2g","mixed"]},"maturity":{"type":"string","enum":["emerging","growing","consolidating","declining"]},"text":{"type":"string","description":"Free-text match over headlines (fallback lens — prefer facets)."},"limit":{"type":"integer","default":10,"description":"Max records (default 10, max 50)."}}}},{"name":"market_pulse","description":"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, and the not-testable mortality signal. Every module carries its own method and coverage; signals that cannot be measured this edition say 'unmeasured' rather than guessing. Use this for market-level questions ('is category X healthy?', 'how fast are agents entering/dying?'); for one specific agent use trust_check instead. Free, regenerated weekly.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"category":{"type":"string","description":"Optional: return only the market summary plus this one category's block (e.g. 'Coding')."}}}},{"name":"recommend","description":"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.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"constraints":{"type":"object","properties":{"category":{"type":"string","description":"Filter by category (e.g. 'Coding', 'Voice', 'Productivity')"},"min_score":{"type":"integer","description":"Minimum Laddoo score (0-100)","default":0},"tier":{"type":"string","enum":["VITAL","STEADY","FADING","FLATLINE"],"description":"Minimum tier filter (VITAL strictest, FLATLINE allows all)"},"use_case":{"type":"string","description":"Free-text capability description for ranking (e.g. 'multi-file refactor in TypeScript')"},"max_results":{"type":"integer","description":"Cap on results (default 5, max 25)","default":5}},"additionalProperties":false}},"required":["constraints"]}},{"name":"report_review_issue","description":"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.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"slug":{"type":"string","description":"The slug whose review has the issue"},"issue_type":{"type":"string","enum":["stale","wrong_verdict","missing_claim","broken_link","other"],"description":"Category of the report"},"detail":{"type":"string","description":"What's wrong, with a concrete reference (URL, claim id, etc) if possible"},"reporter":{"type":"string","description":"Optional self-identifier — agent name or email — purely informational"}},"required":["slug","issue_type","detail"]}},{"name":"request_quick_audit","description":"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).","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"url":{"type":"string","description":"Homepage or product URL of the agent to audit"},"name":{"type":"string","description":"Optional human-readable name (we'll derive from URL if missing)"},"why":{"type":"string","description":"Optional one-liner: why are you considering this agent? helps us prioritize"},"requester":{"type":"string","description":"Optional self-identifier — agent name, email, or session id — for rate-limiting + follow-up"}},"required":["url"]}},{"name":"scan_mcp","description":"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 runs them inline). Returns the safety tier (SAFE/CAUTION/RISKY/DANGEROUS), tool-poisoning detection (the malice signal), dangerous-capability red-flags (shell/code-eval/fs-write/egress/secrets) with per-tool evidence, and auth posture. Tier = blast radius if hijacked, not maintainer trustworthiness. A server Hlido hasn't scanned returns not_scanned — never assumed safe. Register of already-scanned servers: https://hlido.eu/mcp/","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"server":{"type":"string","description":"The MCP server to scan: an HTTP(S) MCP endpoint URL (e.g. 'https://mcp.example.com/mcp' — scanned live), OR an npm package (e.g. '@modelcontextprotocol/server-filesystem'), PyPI package, or GitHub repo URL (queued for sandbox scan)."},"requester":{"type":"string","description":"Optional self-identifier — agent name or email — for follow-up when a queued scan completes."}},"required":["server"]}},{"name":"submit_agent","description":"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.","write_action":true,"price_micros":0,"input_schema":{"type":"object","properties":{"url":{"type":"string","description":"The agent's product or homepage URL (e.g. 'https://example.com')."},"name":{"type":"string","description":"Human-readable agent name (e.g. 'Example Coder')."},"note":{"type":"string","description":"Optional context: what the agent does, or why it's worth reviewing."},"email":{"type":"string","description":"Optional contact email for the submitter — if you want a reply or a heads-up when the review publishes. Providing it always flags the submission to the Hlido team."}},"required":["url","name"]}},{"name":"subscribe","description":"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.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"slug":{"type":"string","description":"The Hlido slug to subscribe to (e.g. 'cursor', 'aider')"},"channel":{"type":"string","enum":["rss","json","webhook"],"description":"Preferred notification channel. webhook is advisory only until Wave 3 ships."}},"required":["slug"]}},{"name":"trust_check","description":"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.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"agent_or_url":{"type":"string","description":"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_case":{"type":"string","description":"Optional. The task you're considering this agent for (e.g. 'multi-file TypeScript refactor'); tailors the verdict to that use case when provided."}},"required":["agent_or_url"]}},{"name":"verify_claim","description":"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.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"agent":{"type":"string","description":"The agent's Hlido slug or product URL (e.g. 'cursor')."},"claim":{"type":"string","description":"The specific claim to verify, in plain language (e.g. 'works offline' or 'SOC 2 compliant')."}},"required":["agent","claim"]}},{"name":"verify_transparency","description":"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-interaction disclosure, machine-readable marking/provenance, deepfake/synthetic labelling, detection tool). Use before adopting or delegating to a tool ahead of the 2026-08-02 transparency obligations. The live probe is a first-pass surface read, NOT a compliance determination and NOT legal advice; an undetected signal means 'not discoverable on the public surface', not 'non-compliant'. Unreviewed agents are automatically queued for a full independent review.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"url":{"type":"string","description":"The agent's product or homepage URL (e.g. 'https://example.com'), or its Hlido slug."}},"required":["url"]}}],"scan":{"score":73,"grade":"B","scanned_at":"2026-09-27T05:28:54.015Z","report":{"scannerVersion":"0.1.9","scannedAt":"2026-09-27T05:28:54.013Z","components":{"code":{"score":-1,"max":25,"notes":["remote-only server, no package to scan"]},"reliability":{"score":20,"max":20,"notes":["remote reachable in 323ms"]},"poisoning":{"score":15,"max":15,"notes":["19 tool descriptions checked"]},"auth":{"score":3,"max":15,"notes":["open endpoint exposes 1 write-action tools with no auth"]},"maintenance":{"score":12,"max":15,"notes":["last push 74 days ago"]},"identity":{"score":5,"max":10,"notes":["namespace and repository owner differ","website matches verified namespace"]}},"findings":[{"id":"auth.open-write","severity":"high","component":"auth","title":"Write-action tools reachable without authentication"}],"inputs":{"probes":[{"url":"https://hlido.eu/mcp","reachable":true,"authRequired":false,"latencyMs":323,"serverInfo":{"name":"hlido-agent-reviews","version":"3.3.0-workers"}}],"packages":[],"repo":{"found":true,"owner":"ankitkapur1992-hlido","repo":"hlido-mcp","archived":false,"pushedAt":"2026-07-15T14:23:41Z","stars":0,"forks":1,"openIssues":1,"ownerType":"User","ownerAvatarUrl":"https://avatars.githubusercontent.com/u/238837418?v=4","ownerCreatedAt":"2025-10-18T10:45:18Z","license":"MIT"},"icon":{"url":"https://hlido.eu/assets/favicon.svg","source":"site"},"presence":{"stars":0,"forks":1,"downloadsWeek":null,"license":"MIT","lastPushAt":"2026-07-15T14:23:41.000Z","score":18}}}},"grade_history":[],"reviews":[]}