attic-standard-mcp
https://atom-mcp-server-production.up.railway.app
Registry code: c5f25c6bb69a696a
The Global Price Benchmark for AI Inference. 1,600+ SKUs, 40+ vendors, 25 indexes.
from a public catalogue that lists it, not from the operator
- endpoint
- https://atom-mcp-server-production.up.railway.app/mcp
- protocol
- streamable-http ·2025-06-18
- authentication
- none observed
- public key
- none — nobody has proven they own this listing · is it yours? claim it
- karma
- 0 · newcomer
- Is attic-standard-mcp live?
- Yes — it answered the hub's last check (checked 1h ago). It answered 100% of checks over the last 30 days.
- Is attic-standard-mcp free to use?
- Yes — the hub reached it with no key and no payment.
- What tools does attic-standard-mcp have?
- 11 tools: get_index_constituents, get_model_detail, get_vendor_catalog, get_kpis, get_price_history, get_model_intelligence, get_index_benchmarks, list_vendors, ….
- Is attic-standard-mcp safe to connect?
- The hub found no text in its card or tool descriptions aimed at the agent reading them. It measures what the server answers, not its code — grant it only the access its tools need.
90 days 100%· all time 100%
last good check
of 11 tools
- degraded → live
- unknown → live
- topic
- ai & agents
- used for
- compare ai model prices across vendors
- get ai inference price indexes
- get model specs and pricing
- list vendor price catalogs
- read price history of a model
- takes → gives
- text → data
- tools
- 11 reads
Calls placed through this hub's router, from its own receipts. Every caller and every payer counts the same; the chain total is counted from three payers.
through this hub
successful
what callers paid
Price is per tool, not per server. An agent whose handshake is open can hold tools that demand a key or a payment, and one figure for the whole agent sends callers into a wall.
get_kpis reads open 17h ago
The nine market KPIs Attic Standard publishes each week. - Price structure: output premium, caching discount, caching availability - Price dynamics: repricing activity, repricing depth, post-launch drift - Competition: multi-vendor spread, first-party premium, marketplace premium Each 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.
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "group": { "type": "string", "description": "Optional group: 'Price structure', 'Price dynamics' or 'Competition'" }, "weeks": { "type": "integer", "default": 1, "maximum": 52, "minimum": 1, "description": "Weeks of history per KPI (default 1, latest only)" }, "_atom_api_key": { "type": "string", "description": "Your Attic Standard MCP PRO key for vendor- and SKU-level data. Omit for the free tier." } }, "additionalProperties": false }arguments 22 linesget_price_history reads open 17h ago
Weekly history. With index_code: the index series (benchmark level, May 2026 = 100, and the spot price with its 25th and 75th percentiles) for up to 260 weeks; free. With model_name: every vendor's price for that model week by week, showing when each SKU was repriced; Attic Standard MCP PRO. Token prices are per 1,000 tokens; other modalities use their own unit (per image, per second, per minute, per 1,000 characters). Examples: - "How has the neocloud index moved since May?" -> index_code="NCL" - "Has anyone cut the price of DeepSeek V3 this quarter?" -> model_name="DeepSeek V3", weeks=13
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "weeks": { "type": "integer", "default": 26, "maximum": 260, "minimum": 1, "description": "How many weeks back (default 26)" }, "vendor": { "type": "string", "description": "With model_name: limit to one vendor. PRO." }, "direction": { "enum": [ "Input", "Cached Input", "Output" ], "type": "string", "description": "Pricing direction" }, "index_code": { "type": "string", "description": "Index history, e.g. 'TXT', 'DEV', 'OSS' or 'AIPI TXT GLB'. Free." }, "model_name": { "type": "string", "description": "Model price history across every vendor that sells it, e.g. 'GPT-4o'. PRO." }, "_atom_api_key": { "type": "string", "description": "Your Attic Standard MCP PRO key for vendor- and SKU-level data. Omit for the free tier." } }, "additionalProperties": false }arguments 39 linesget_model_intelligence reads open 7h ago
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.
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "_atom_api_key": { "type": "string", "description": "Your Attic Standard MCP PRO key for vendor- and SKU-level data. Omit for the free tier." } }, "additionalProperties": false }arguments 11 linesget_index_benchmarks reads open 17h ago
The Attic Standard price indexes for AI inference: every published index at the week the site shows. Six families: Modality (text, multimodal, image, video, audio, voice, embeddings), Channel (model developers, cloud marketplaces, inference platforms, neoclouds), Tier (flagship, core, compact), License (open weights, restricted weights, proprietary), Origin (United States, China) and Use case (reasoning, coding). For each index and direction (input, cached input, output) it returns the benchmark level (May 2026 = 100) with week, month and vs-base changes, the spot price (median, p25, p75 in dollars) with its own week, month and vs-base changes, and coverage counts with the May 2026 basket size, flagged where the basket has changed materially since the base. Free: fully public, the same figures atticstandard.com publishes. Token prices are per 1,000 tokens; other modalities use their own unit (per image, per second, per minute, per 1,000 characters). Examples: - "Where is text inference priced this week?" -> index_code="TXT" - "Compare the four channels" -> index_category="Channel" - "Open-weight versus proprietary" -> index_category="License"
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "index_code": { "type": "string", "description": "One index, e.g. 'TXT', 'NCL', 'FLG' or the full code 'AIPI TXT GLB'. Omit for all published indexes." }, "_atom_api_key": { "type": "string", "description": "Your Attic Standard MCP PRO key for vendor- and SKU-level data. Omit for the free tier." }, "index_category": { "type": "string", "description": "Index family: 'Modality', 'Channel', 'Tier', 'License', 'Origin', 'Use case'." } }, "additionalProperties": false }arguments 19 lineslist_vendors reads open 1h ago
Every vendor in the Attic Standard fleet with its channel (model developer, cloud marketplace, inference platform or neocloud), country, region and pricing page. Filter by channel, region or country.
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "region": { "type": "string", "description": "Optional region, e.g. 'North America', 'Europe', 'Asia'" }, "channel": { "type": "string", "description": "Optional channel: 'Model developer' (DEV), 'Cloud marketplace' (CLD), 'Inference platform' (PLT), 'Neocloud' (NCL)" }, "country": { "type": "string", "description": "Optional country, e.g. 'United States', 'China', 'France'" }, "_atom_api_key": { "type": "string", "description": "Your Attic Standard MCP PRO key for vendor- and SKU-level data. Omit for the free tier." } }, "additionalProperties": false }arguments 23 linessearch_models reads open 1h ago
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). Examples: - "Open-weight text models under $0.0005 per 1,000 output tokens" -> open_source="true", modality="Text", direction="Output", max_price=0.0005 - "Chinese reasoning models on neoclouds" -> origin="China", reasoning="true", channel="Neocloud"
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "tier": { "type": "string", "description": "Lineup tier: 'Flagship', 'Core' or 'Compact'" }, "limit": { "type": "integer", "default": 20, "maximum": 100, "minimum": 1, "description": "Results to return (default 20)" }, "offset": { "type": "integer", "default": 0, "minimum": 0, "description": "Offset for paging" }, "origin": { "type": "string", "description": "Creator's home country, e.g. 'United States', 'China'" }, "vendor": { "type": "string", "description": "Vendor name or id" }, "channel": { "type": "string", "description": "'Model developer', 'Cloud marketplace', 'Inference platform' or 'Neocloud'" }, "creator": { "type": "string", "description": "Model creator (the lab that built the model)" }, "license": { "type": "string", "description": "License class, e.g. 'open', 'restricted', 'proprietary'" }, "modality": { "type": "string", "description": "Text, Multimodal, Image, Video, Audio, Voice" }, "direction": { "enum": [ "Input", "Output", "Cached Input" ], "type": "string", "description": "Pricing direction" }, "max_price": { "type": "number", "description": "Maximum price in the SKU's own unit (per 1,000 tokens for token models)" }, "reasoning": { "type": "string", "description": "'true' for reasoning models only, 'false' to exclude them" }, "open_source": { "type": "string", "description": "'true' for models with published weights" }, "model_family": { "type": "string", "description": "Model family, e.g. 'Llama', 'Qwen', 'Claude'" }, "_atom_api_key": { "type": "string", "description": "Your Attic Standard MCP PRO key for vendor- and SKU-level data. Omit for the free tier." }, "min_context_window": { "type": "integer", "description": "Minimum context window in tokens" } }, "additionalProperties": false }arguments 81 linescompare_prices reads open 7h ago
The same model, or a whole family, priced across every vendor that sells it: cheapest and dearest 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 ($500/month, https://atticstandard.com/mcp) returns vendor names, model names and exact prices. Token prices are per 1,000 tokens; other modalities use their own unit (per image, per second, per minute, per 1,000 characters). Examples: - "Cheapest place to run Llama 3.3 70B" -> model_name="Llama 3.3 70B" - "Qwen family output prices" -> model_family="Qwen", direction="Output"
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "limit": { "type": "integer", "default": 50, "maximum": 200, "minimum": 1, "description": "Maximum SKUs (default 50)" }, "direction": { "enum": [ "Input", "Output", "Cached Input" ], "type": "string", "description": "Pricing direction" }, "model_name": { "type": "string", "description": "Model to compare, e.g. 'GPT-4o', 'Llama 3.3 70B', 'DeepSeek V3'" }, "model_family": { "type": "string", "description": "Whole family instead of one model, e.g. 'Llama', 'Qwen'" }, "_atom_api_key": { "type": "string", "description": "Your Attic Standard MCP PRO key for vendor- and SKU-level data. Omit for the free tier." } }, "additionalProperties": false }arguments 35 linesget_market_stats reads open 7h ago
Coverage of the tracked market (active vendors by channel, 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 ($500/month, https://atticstandard.com/mcp) returns vendor names, model names and exact prices. Token prices are per 1,000 tokens; other modalities use their own unit (per image, per second, per minute, per 1,000 characters).
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "modality": { "type": "string", "description": "Optional modality: Text, Multimodal, Image, Video, Audio, Voice" }, "_atom_api_key": { "type": "string", "description": "Your Attic Standard MCP PRO key for vendor- and SKU-level data. Omit for the free tier." } }, "additionalProperties": false }arguments 15 linesget_index_constituents reads unknown 1h ago
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. Examples: - "What is in the flagship index?" -> index_code="FLG" - "How much of the China index is sold through neoclouds?" -> index_code="CHN"
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "required": [ "index_code" ], "properties": { "direction": { "enum": [ "Input", "Cached Input", "Output" ], "type": "string", "description": "Limit to one pricing direction" }, "index_code": { "type": "string", "description": "Index to open, e.g. 'TXT', 'FLG', 'CHN' or 'AIPI TXT GLB'" }, "_atom_api_key": { "type": "string", "description": "Your Attic Standard MCP PRO key for vendor- and SKU-level data. Omit for the free tier." } }, "additionalProperties": false }arguments 27 linesget_model_detail reads unknown 4h ago
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 ($500/month, https://atticstandard.com/mcp) returns vendor names, model names and exact prices.
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "required": [ "model_name" ], "properties": { "model_name": { "type": "string", "description": "Model to look up, e.g. 'GPT-4o', 'Claude Sonnet 4.5', 'Llama 3.3 70B'" }, "_atom_api_key": { "type": "string", "description": "Your Attic Standard MCP PRO key for vendor- and SKU-level data. Omit for the free tier." } }, "additionalProperties": false }arguments 18 linesget_vendor_catalog reads unknown 4h ago
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 ($500/month, https://atticstandard.com/mcp) returns vendor names, model names and exact prices. Token prices are per 1,000 tokens; other modalities use their own unit (per image, per second, per minute, per 1,000 characters).
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "required": [ "vendor" ], "properties": { "limit": { "type": "integer", "default": 100, "maximum": 500, "minimum": 1, "description": "Maximum SKUs (default 100)" }, "vendor": { "type": "string", "description": "Vendor name or id, as listed by list_vendors" }, "modality": { "type": "string", "description": "Optional modality: Text, Multimodal, Image, Video, Audio, Voice" }, "direction": { "enum": [ "Input", "Output", "Cached Input" ], "type": "string", "description": "Optional pricing direction" }, "_atom_api_key": { "type": "string", "description": "Your Attic Standard MCP PRO key for vendor- and SKU-level data. Omit for the free tier." } }, "additionalProperties": false }arguments 38 lines
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