{"$schema":"https://verifymcp.io/schemas/trust-report.json","schemaVersion":1,"license":{"name":"CC BY-NC 4.0","url":"https://creativecommons.org/licenses/by-nc/4.0/"},"generatedAt":"2026-11-05T15:51:58.682Z","url":"https://verifymcp.io/servers/atticstandard-atom-mcp-server/mcp","markdownUrl":"https://verifymcp.io/servers/atticstandard-atom-mcp-server/mcp.md","server":{"slug":"atticstandard-atom-mcp-server","name":"Attic Standard","registryName":"io.github.AtticStandard/atom-mcp-server","description":"The global price benchmark for AI inference: 23 price indexes, market KPIs and SKU-level prices.","registryStatus":"active","deletedAt":null,"statusMessage":null,"liveness":"live","publisher":{"class":"unknown","claimed":false}},"component":{"slug":"mcp","type":"remote","identifier":"https://mcp.atticstandard.com/mcp","withdrawn":false,"url":"https://verifymcp.io/servers/atticstandard-atom-mcp-server/mcp","version":"2.1.0","transport":null,"scoredAt":"2026-11-05T01:30:54.250Z"},"score":{"total":82,"tier":"high trust","status":"scored","weekDelta":3,"history":[{"date":"2026-11-05","total":82},{"date":"2026-11-04","total":82},{"date":"2026-11-03","total":81},{"date":"2026-11-02","total":81},{"date":"2026-11-01","total":81},{"date":"2026-10-31","total":80},{"date":"2026-10-30","total":80},{"date":"2026-10-29","total":79},{"date":"2026-10-28","total":79},{"date":"2026-10-27","total":78},{"date":"2026-10-26","total":78},{"date":"2026-10-25","total":77},{"date":"2026-10-24","total":77},{"date":"2026-10-23","total":77},{"date":"2026-10-22","total":76},{"date":"2026-10-21","total":76},{"date":"2026-10-20","total":75},{"date":"2026-10-19","total":75},{"date":"2026-10-18","total":74},{"date":"2026-10-17","total":74},{"date":"2026-10-16","total":73},{"date":"2026-10-15","total":73},{"date":"2026-10-14","total":72},{"date":"2026-10-13","total":72},{"date":"2026-10-12","total":71},{"date":"2026-10-11","total":71},{"date":"2026-10-10","total":70},{"date":"2026-10-07","total":69},{"date":"2026-10-06","total":69}]},"categories":[{"name":"Endpoint Security","score":11,"verdict":"fail","reasons":["TLS not yet verified: we couldn't open a connection to check the certificate.","Authorisation not yet verified: we couldn't confirm whether this endpoint requires it.","HTTPS is enforced; there's no plaintext access path.","HSTS not yet verified: we couldn't read the response headers to check for it.","DNSSEC check failed: this domain isn't protected by DNSSEC."],"codes":[{"code":"tls.unreachable","args":{}},{"code":"auth.unreachable","args":{}},{"code":"https.enforced","args":{}},{"code":"headers.inconclusive","args":{}},{"code":"dnssec.absent","args":{}}]},{"name":"Transport & Reachability","score":0,"verdict":"fail","reasons":["Transport check failed: declared streamable-http, but we couldn't connect to verify it."],"codes":[{"code":"transport.unreachable","args":{"transport":"streamable-http"}}]},{"name":"Schema Quality & AI Usability","score":0,"verdict":"unverified","reasons":["Schema not yet verified: we couldn't read the endpoint's schema, or could read only part of its tool list."],"codes":[{"code":"schema.unreachable","args":{}}]},{"name":"Stability & Change Management","score":0,"verdict":"unverified","reasons":["Stability not yet verified: not enough scan history yet (needs a 30-day window)."],"codes":[{"code":"stability.insufficient_history","args":{}}]},{"name":"Tool Coverage","score":0,"verdict":"unverified","reasons":["Tool coverage not yet verified: we couldn't read the endpoint's tools, or could read only part of the list."],"codes":[{"code":"toolquality.unreachable","args":{}}]},{"name":"Tool Safety","score":0,"verdict":"unverified","reasons":["Tool safety not yet verified: we couldn't read the endpoint's tools, or could read only part of the list."],"codes":[{"code":"toolsafety.unreachable","args":{}}]},{"name":"Capabilities","score":0,"verdict":"unverified","reasons":["Capabilities not yet verified: we couldn't read the endpoint's capabilities."],"codes":[{"code":"cap.unreachable","args":{}}]}],"inconclusive":["TLS not yet verified: we couldn't open a connection to check the certificate.","Authorisation not yet verified: we couldn't confirm whether this endpoint requires it.","HSTS not yet verified: we couldn't read the response headers to check for it.","Schema not yet verified: we couldn't read the endpoint's schema, or could read only part of its tool list.","Stability not yet verified: not enough scan history yet (needs a 30-day window).","Tool coverage not yet verified: we couldn't read the endpoint's tools, or could read only part of the list.","Tool safety not yet verified: we couldn't read the endpoint's tools, or could read only part of the list.","Capabilities not yet verified: we couldn't read the endpoint's capabilities."],"malware":[],"components":[{"slug":"mcp","type":"remote","identifier":"https://mcp.atticstandard.com/mcp","withdrawn":false,"score":82,"current":true,"url":"https://verifymcp.io/servers/atticstandard-atom-mcp-server/mcp","markdownUrl":"https://verifymcp.io/servers/atticstandard-atom-mcp-server/mcp.md"}],"facts":[{"label":"Endpoint","value":"https://mcp.atticstandard.com/mcp"},{"label":"Transports","value":"streamable-http"},{"label":"Auth","value":"none"},{"label":"Version","value":"2.1.0"}],"install":{"available":true,"bundleSha256":null},"tools":[{"name":"get_index_benchmarks","title":"Attic Standard index benchmarks","description":"The Attic Standard price indexes for AI inference: every published index at the week the site shows.\n\nSix families: Modality (text, multimodal, image, video, audio, voice, embeddings), Channel (model developers, cloud marketplaces, inference platforms, neoclouds), Tier (flagship, core, compact), License (open weights, restricted weights, proprietary), Origin (United States, China) and Use case (reasoning, coding).\n\nFor each index and direction (input, cached input, output) it returns the benchmark level (May 2026 = 100; regional EUR and CNY versions October 19, 2026 = 100) with week, month and vs-base changes, the spot price (median, p25, p75, in dollars, or in euros or yuan for regional versions) with its own week, month and vs-base changes, and coverage counts with the May 2026 basket size, flagged where the basket has changed materially since the base.\n\nFree: fully public, the same figures atticstandard.com publishes. Token prices are per 1,000 tokens; other modalities use their own unit (per image, per second, per minute, per 1,000 characters).\n\nExamples:\n  - \"Where is text inference priced this week?\" -> index_code=\"TXT\"\n  - \"Compare the four channels\" -> index_category=\"Channel\"\n  - \"Open-weight versus proprietary\" -> index_category=\"License\"","inputs":[{"name":"_atom_api_key","type":"string","required":false,"description":"Your Attic Standard MCP PRO key for vendor- and SKU-level data. Omit for the free tier."},{"name":"index_category","type":"string","required":false,"description":"Index family: 'Modality', 'Channel', 'Tier', 'License', 'Origin', 'Use case'."},{"name":"index_code","type":"string","required":false,"description":"One index, e.g. 'TXT', 'NCL', 'FLG', the full code 'AIPI TXT GLB', or a regional version such as 'TXT CNY' or 'AIPI MML EUR'. Omit for all published indexes."}],"outputs":[],"hasOutputSchema":false,"hasExamples":false,"tokenEstimate":428},{"name":"get_price_history","title":"Price history","description":"Weekly history. With index_code: the index series (benchmark level, May 2026 = 100 or October 19, 2026 = 100 for regional EUR and CNY versions, and the spot price with its 25th and 75th percentiles) for up to 260 weeks; free. With model_name: every vendor's price for that model week by week, showing when each SKU was repriced; Attic Standard MCP PRO.\n\nToken prices are per 1,000 tokens; other modalities use their own unit (per image, per second, per minute, per 1,000 characters).\n\nExamples:\n  - \"How has the neocloud index moved since May?\" -> index_code=\"NCL\"\n  - \"Has anyone cut the price of DeepSeek V3 this quarter?\" -> model_name=\"DeepSeek V3\", weeks=13","inputs":[{"name":"_atom_api_key","type":"string","required":false,"description":"Your Attic Standard MCP PRO key for vendor- and SKU-level data. Omit for the free tier."},{"name":"direction","type":"string","required":false,"description":"Pricing direction"},{"name":"index_code","type":"string","required":false,"description":"Index history, e.g. 'TXT', 'DEV', 'OSS', 'AIPI TXT GLB' or a regional version such as 'TXT CNY'. Free."},{"name":"model_name","type":"string","required":false,"description":"Model price history across every vendor that sells it, e.g. 'GPT-4o'. PRO."},{"name":"vendor","type":"string","required":false,"description":"With model_name: limit to one vendor. PRO."},{"name":"weeks","type":"integer","required":false,"description":"How many weeks back (default 26)"}],"outputs":[],"hasOutputSchema":false,"hasExamples":false,"tokenEstimate":330},{"name":"get_kpis","title":"Market KPIs","description":"The nine market KPIs Attic Standard publishes each week.\n- Price structure: output premium, caching discount, caching availability\n- Price dynamics: repricing activity, repricing depth, post-launch drift\n- Competition: multi-vendor spread, first-party premium, marketplace premium\n\nEach KPI returns its value, interquartile range, population, week, month and vs-base changes, and its published definition. Free: fully public, the same figures atticstandard.com publishes.","inputs":[{"name":"_atom_api_key","type":"string","required":false,"description":"Your Attic Standard MCP PRO key for vendor- and SKU-level data. Omit for the free tier."},{"name":"group","type":"string","required":false,"description":"Optional group: 'Price structure', 'Price dynamics' or 'Competition'"},{"name":"weeks","type":"integer","required":false,"description":"Weeks of history per KPI (default 1, latest only)"}],"outputs":[],"hasOutputSchema":false,"hasExamples":false,"tokenEstimate":175},{"name":"get_model_intelligence","title":"Model intelligence","description":"Six capability and coverage measures drawn from the metadata behind every tracked model: reasoning tier share, long-context saturation, frontier context ceiling, output ceiling spread, training cutoff lag and vendor modality breadth. Read alongside the market KPIs, they explain why models are priced the way they are. Free: fully public, the same figures atticstandard.com publishes.","inputs":[{"name":"_atom_api_key","type":"string","required":false,"description":"Your Attic Standard MCP PRO key for vendor- and SKU-level data. Omit for the free tier."}],"outputs":[],"hasOutputSchema":false,"hasExamples":false,"tokenEstimate":110},{"name":"get_index_constituents","title":"Index basket","description":"What sits inside an index basket this week. Free tier: the composition (SKUs, models and vendors, split by channel, origin, tier and license). Attic Standard MCP PRO: the model-by-model basket with the vendors selling each model.\n\nExamples:\n  - \"What is in the flagship index?\" -> index_code=\"FLG\"\n  - \"How much of the China index is sold through neoclouds?\" -> index_code=\"CHN\"","inputs":[{"name":"_atom_api_key","type":"string","required":false,"description":"Your Attic Standard MCP PRO key for vendor- and SKU-level data. Omit for the free tier."},{"name":"direction","type":"string","required":false,"description":"Limit to one pricing direction"},{"name":"index_code","type":"string","required":true,"description":"Index to open, e.g. 'TXT', 'FLG', 'CHN' or 'AIPI TXT GLB'"}],"outputs":[],"hasOutputSchema":false,"hasExamples":false,"tokenEstimate":180},{"name":"get_market_stats","title":"Market coverage and price distribution","description":"Coverage of the tracked market (vendors and pricing services, in total, by channel and in published indexes; countries, models, priced SKUs, published indexes) and price distributions split by modality, unit and direction. Free tier returns counts, ranges and redacted samples; Attic Standard MCP PRO ($500/month, https://atticstandard.com/mcp) returns vendor names, model names and exact prices. Token prices are per 1,000 tokens; other modalities use their own unit (per image, per second, per minute, per 1,000 characters).","inputs":[{"name":"_atom_api_key","type":"string","required":false,"description":"Your Attic Standard MCP PRO key for vendor- and SKU-level data. Omit for the free tier."},{"name":"modality","type":"string","required":false,"description":"Optional modality: Text, Multimodal, Image, Video, Audio, Voice"}],"outputs":[],"hasOutputSchema":false,"hasExamples":false,"tokenEstimate":178},{"name":"list_vendors","title":"List vendors","description":"Every pricing service in the Attic Standard fleet, with its vendor (the company, in parent), channel (model developer, cloud marketplace, inference platform or neocloud), country, region, currency and pricing page. Returns the vendor and pricing-service totals. Filter by channel, region or country.","inputs":[{"name":"_atom_api_key","type":"string","required":false,"description":"Your Attic Standard MCP PRO key for vendor- and SKU-level data. Omit for the free tier."},{"name":"channel","type":"string","required":false,"description":"Optional channel: 'Model developer' (DEV), 'Cloud marketplace' (CLD), 'Inference platform' (PLT), 'Neocloud' (NCL)"},{"name":"country","type":"string","required":false,"description":"Optional country, e.g. 'United States', 'China', 'France'"},{"name":"region","type":"string","required":false,"description":"Optional region, e.g. 'North America', 'Europe', 'Asia'"}],"outputs":[],"hasOutputSchema":false,"hasExamples":false,"tokenEstimate":185},{"name":"search_models","title":"Search models and prices","description":"Search every priced SKU by modality, vendor, channel, creator, family, tier, license, origin, reasoning, open weights, direction, maximum price and minimum context window. Cheapest first. Free tier returns counts, ranges and redacted samples; Attic Standard MCP PRO ($500/month, https://atticstandard.com/mcp) returns vendor names, model names and exact prices. Token prices are per 1,000 tokens; other modalities use their own unit (per image, per second, per minute, per 1,000 characters).\n\nExamples:\n  - \"Open-weight text models under $0.0005 per 1,000 output tokens\" -> open_source=\"true\", modality=\"Text\", direction=\"Output\", max_price=0.0005\n  - \"Chinese reasoning models on neoclouds\" -> origin=\"China\", reasoning=\"true\", channel=\"Neocloud\"","inputs":[{"name":"_atom_api_key","type":"string","required":false,"description":"Your Attic Standard MCP PRO key for vendor- and SKU-level data. Omit for the free tier."},{"name":"channel","type":"string","required":false,"description":"'Model developer', 'Cloud marketplace', 'Inference platform' or 'Neocloud'"},{"name":"creator","type":"string","required":false,"description":"Model creator (the lab that built the model)"},{"name":"direction","type":"string","required":false,"description":"Pricing direction"},{"name":"license","type":"string","required":false,"description":"License class, e.g. 'open', 'restricted', 'proprietary'"},{"name":"limit","type":"integer","required":false,"description":"Results to return (default 20)"},{"name":"max_price","type":"number","required":false,"description":"Maximum price in the SKU's own unit (per 1,000 tokens for token models)"},{"name":"min_context_window","type":"integer","required":false,"description":"Minimum context window in tokens"},{"name":"modality","type":"string","required":false,"description":"Text, Multimodal, Image, Video, Audio, Voice"},{"name":"model_family","type":"string","required":false,"description":"Model family, e.g. 'Llama', 'Qwen', 'Claude'"},{"name":"offset","type":"integer","required":false,"description":"Offset for paging"},{"name":"open_source","type":"string","required":false,"description":"'true' for models with published weights"},{"name":"origin","type":"string","required":false,"description":"Creator's home country, e.g. 'United States', 'China'"},{"name":"reasoning","type":"string","required":false,"description":"'true' for reasoning models only, 'false' to exclude them"},{"name":"tier","type":"string","required":false,"description":"Lineup tier: 'Flagship', 'Core' or 'Compact'"},{"name":"vendor","type":"string","required":false,"description":"Vendor name or id"}],"outputs":[],"hasOutputSchema":false,"hasExamples":false,"tokenEstimate":491},{"name":"get_model_detail","title":"Model detail","description":"One model in depth: specs (creator, origin, tier, license, context window, output limit, training cutoff, modalities), the Attic Standard indexes it belongs to, and its price at every vendor. Free tier returns counts, ranges and redacted samples; Attic Standard MCP PRO ($500/month, https://atticstandard.com/mcp) returns vendor names, model names and exact prices.","inputs":[{"name":"_atom_api_key","type":"string","required":false,"description":"Your Attic Standard MCP PRO key for vendor- and SKU-level data. Omit for the free tier."},{"name":"model_name","type":"string","required":true,"description":"Model to look up, e.g. 'GPT-4o', 'Claude Sonnet 4.5', 'Llama 3.3 70B'"}],"outputs":[],"hasOutputSchema":false,"hasExamples":false,"tokenEstimate":162},{"name":"compare_prices","title":"Compare prices across vendors","description":"The same model, or a whole family, priced across every vendor that sells it: cheapest and highest offer, vendor count and spread ratio for each direction, plus each offer with its channel. Free tier returns counts, ranges and redacted samples; Attic Standard MCP PRO ($500/month, https://atticstandard.com/mcp) returns vendor names, model names and exact prices. Token prices are per 1,000 tokens; other modalities use their own unit (per image, per second, per minute, per 1,000 characters).\n\nExamples:\n  - \"Cheapest place to run Llama 3.3 70B\" -> model_name=\"Llama 3.3 70B\"\n  - \"Qwen family output prices\" -> model_family=\"Qwen\", direction=\"Output\"","inputs":[{"name":"_atom_api_key","type":"string","required":false,"description":"Your Attic Standard MCP PRO key for vendor- and SKU-level data. Omit for the free tier."},{"name":"direction","type":"string","required":false,"description":"Pricing direction"},{"name":"limit","type":"integer","required":false,"description":"Maximum SKUs (default 50)"},{"name":"model_family","type":"string","required":false,"description":"Whole family instead of one model, e.g. 'Llama', 'Qwen'"},{"name":"model_name","type":"string","required":false,"description":"Model to compare, e.g. 'GPT-4o', 'Llama 3.3 70B', 'DeepSeek V3'"}],"outputs":[],"hasOutputSchema":false,"hasExamples":false,"tokenEstimate":288},{"name":"get_vendor_catalog","title":"Vendor catalog","description":"Everything one vendor sells: channel, country, pricing page, model and SKU counts, and the full price list. Free tier returns counts, ranges and redacted samples; Attic Standard MCP PRO ($500/month, https://atticstandard.com/mcp) returns vendor names, model names and exact prices. Token prices are per 1,000 tokens; other modalities use their own unit (per image, per second, per minute, per 1,000 characters).","inputs":[{"name":"_atom_api_key","type":"string","required":false,"description":"Your Attic Standard MCP PRO key for vendor- and SKU-level data. Omit for the free tier."},{"name":"direction","type":"string","required":false,"description":"Optional pricing direction"},{"name":"limit","type":"integer","required":false,"description":"Maximum SKUs (default 100)"},{"name":"modality","type":"string","required":false,"description":"Optional modality: Text, Multimodal, Image, Video, Audio, Voice"},{"name":"vendor","type":"string","required":true,"description":"Vendor name or id, as listed by list_vendors"}],"outputs":[],"hasOutputSchema":false,"hasExamples":false,"tokenEstimate":200}],"toolsTruncatedAtCapture":false,"diagnostics":{"capturedAt":"2026-11-05T01:30:54.000Z","track":"remote","endpoint":"https://mcp.atticstandard.com/mcp","declaredUrl":null,"truncated":false,"tls":{"outcome":"unreached","label":"Not reached","version":null,"cipherSuite":null,"chainError":null,"certificates":[]},"dnssec":{"result":"insecure","label":"Not signed","name":"mcp.atticstandard.com.","steps":[{"zone":".","outcome":"verified","label":"Verified"},{"zone":"com.","outcome":"verified","label":"Verified"},{"zone":"atticstandard.com.","outcome":"insecure_proven","label":"Unsigned (proven)"}]},"auth":{"outcome":"inconclusive","label":"Inconclusive","gate":null,"gateLabel":null,"status":null,"authorizationServers":[]},"httpsRedirect":{"outcome":"https_enforced","label":"HTTPS enforced","status":null},"transports":[{"transport":"streamable-http","outcome":"unreachable","label":"Unreachable","status":null,"followed":false}],"provenance":null,"installScripts":[],"installScriptsTotal":null,"vulnerabilities":[],"vulnerabilitiesTotal":null,"dependencies":null},"mismatches":[],"changelog":{"trackingSince":"2026-10-06","recent":[{"id":"chg_01a1a954-91bd-79a8-bd9b-f8523a0dae13","kind":"check.unverifiable","summary":"HSTS header (fail → unverified)","materiality":"security","direction":"regression","scoreDelta":null,"occurredOn":"2026-11-05","url":"https://verifymcp.io/servers/atticstandard-atom-mcp-server/mcp#chg-chg_01a1a954-91bd-79a8-bd9b-f8523a0dae13"},{"id":"chg_01a1a954-91be-75f7-b184-a390c4559fba","kind":"check.unverifiable","summary":"Authorization (partial → unverified)","materiality":"security","direction":"regression","scoreDelta":null,"occurredOn":"2026-11-05","url":"https://verifymcp.io/servers/atticstandard-atom-mcp-server/mcp#chg-chg_01a1a954-91be-75f7-b184-a390c4559fba"},{"id":"chg_01a1a954-91be-7bd5-ae35-e5ea8c381021","kind":"check.unverifiable","summary":"Tool safety (pass → unverified)","materiality":"security","direction":"regression","scoreDelta":null,"occurredOn":"2026-11-05","url":"https://verifymcp.io/servers/atticstandard-atom-mcp-server/mcp#chg-chg_01a1a954-91be-7bd5-ae35-e5ea8c381021"},{"id":"chg_01a1a954-91bf-721e-939d-b3fd58a1f6cb","kind":"check.unverifiable","summary":"TLS certificate (pass → unverified)","materiality":"security","direction":"regression","scoreDelta":null,"occurredOn":"2026-11-05","url":"https://verifymcp.io/servers/atticstandard-atom-mcp-server/mcp#chg-chg_01a1a954-91bf-721e-939d-b3fd58a1f6cb"},{"id":"chg_01a1a954-91bf-787b-a93a-fba4fb9dae09","kind":"check.verdict","summary":"Transport (pass → fail)","materiality":"security","direction":"regression","scoreDelta":null,"occurredOn":"2026-11-05","url":"https://verifymcp.io/servers/atticstandard-atom-mcp-server/mcp#chg-chg_01a1a954-91bf-787b-a93a-fba4fb9dae09"},{"id":"chg_01a1a954-91bf-7e01-a87a-b91cebbc7e78","kind":"check.unverifiable","summary":"Stability (0.97 → unverified)","materiality":"security","direction":"regression","scoreDelta":null,"occurredOn":"2026-11-05","url":"https://verifymcp.io/servers/atticstandard-atom-mcp-server/mcp#chg-chg_01a1a954-91bf-7e01-a87a-b91cebbc7e78"},{"id":"chg_01a1a954-91c0-7419-96f0-70dd962ea846","kind":"check.unverifiable","summary":"Capabilities (pass → unverified)","materiality":"functional","direction":"regression","scoreDelta":null,"occurredOn":"2026-11-05","url":"https://verifymcp.io/servers/atticstandard-atom-mcp-server/mcp#chg-chg_01a1a954-91c0-7419-96f0-70dd962ea846"},{"id":"chg_01a1a954-91c0-7b2a-a277-a65bd28612ce","kind":"check.unverifiable","summary":"Tool coverage (100 → unverified)","materiality":"functional","direction":"regression","scoreDelta":null,"occurredOn":"2026-11-05","url":"https://verifymcp.io/servers/atticstandard-atom-mcp-server/mcp#chg-chg_01a1a954-91c0-7b2a-a277-a65bd28612ce"},{"id":"chg_01a1a954-91c1-716b-91d5-e55d1260aff5","kind":"check.appeared","summary":"First check of Schema quality (unverified)","materiality":"functional","direction":"neutral","scoreDelta":null,"occurredOn":"2026-11-05","url":"https://verifymcp.io/servers/atticstandard-atom-mcp-server/mcp#chg-chg_01a1a954-91c1-716b-91d5-e55d1260aff5"},{"id":"chg_01a1a954-91c1-7677-872a-89c241e698b7","kind":"capture.status_changed","summary":"Endpoint 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