Attic Standard
REMOTE · MCP.ATTICSTANDARD.COM
The global price benchmark for AI inference: 23 price indexes, market KPIs and SKU-level prices.
Available components
Last scanned (13 hours ago)
Scores higher than 85% of remote servers
Unreachable for 1 day in a row. Last reached 4 Nov 2026.
Category Finance and Payments
How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. How we score → Why this is hard to score →
Endpoint Security11
- TLS not yet verified: we couldn't open a connection to check the certificate. View diagnostics → Unverified
- Authorisation not yet verified: we couldn't confirm whether this endpoint requires it. View diagnostics → Unverified
- HTTPS is enforced; there's no plaintext access path. View diagnostics → Pass
- HSTS not yet verified: we couldn't read the response headers to check for it. View diagnostics → Unverified
- DNSSEC check failed: this domain isn't protected by DNSSEC. See how to fix → View diagnostics → Fail
Transport & Reachability0
- Transport check failed: declared streamable-http, but we couldn't connect to verify it. See how to fix → View diagnostics → Fail
Schema Quality & AI Usability0
- Schema not yet verified: we couldn't read the endpoint's schema, or could read only part of its tool list.Unverified
Stability & Change Management0
- Stability not yet verified: not enough scan history yet (needs a 30-day window).Unverified
Tool Coverage0
- Tool coverage not yet verified: we couldn't read the endpoint's tools, or could read only part of the list.Unverified
Tool Safety0
- Tool safety not yet verified: we couldn't read the endpoint's tools, or could read only part of the list.Unverified
Capabilities0
- Capabilities not yet verified: we couldn't read the endpoint's capabilities.Unverified
Unverified: 5 categories
Categories scored 0 because we could not verify them: authentication we do not have, an unreachable endpoint, or not enough scan history. We only credit what we can confirm.
Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.
- 5 Nov 26 0
- Endpoint reachability: reachable → unreachable ▼ security
- HSTS header: fail → unverified ▼ security
- Authorization: partial → unverified ▼ security
- Tool safety: pass → unverified ▼ security
- TLS certificate: pass → unverified ▼ security
- Stability: 0.97 → unverified ▼ security
- Transport: pass → fail ▼ security
- Capabilities: pass → unverified ▼ functional
- Tool coverage: 100 → unverified ▼ functional
- First check of Schema quality: unverified functional
- 4 Nov 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 93 to 97. That category is still filling its 30-day observation window: 28 days of observed history at the previous scan, 29 at this one. The score rises as the window fills, whether or not the server changes.
- 3 Nov 26 0
- Tool “get_index_benchmarks” rewrote its description, which is the text the model reads security
- Tool “get_price_history” rewrote its description, which is the text the model reads security
- “get_index_benchmarks” reworded the description of “index_code” cosmetic
- “get_price_history” reworded the description of “index_code” cosmetic
- 1 Nov 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 83 to 87. That category is still filling its 30-day observation window: 25 days of observed history at the previous scan, 26 at this one. The score rises as the window fills, whether or not the server changes.
- 30 Oct 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 77 to 80. That category is still filling its 30-day observation window: 23 days of observed history at the previous scan, 24 at this one. The score rises as the window fills, whether or not the server changes.
- 28 Oct 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 70 to 73. That category is still filling its 30-day observation window: 21 days of observed history at the previous scan, 22 at this one. The score rises as the window fills, whether or not the server changes.
- 27 Oct 26 0
- Tool “compare_prices” rewrote its description, which is the text the model reads security
- Tool “get_market_stats” rewrote its description, which is the text the model reads security
- Tool “list_vendors” rewrote its description, which is the text the model reads security
- 26 Oct 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 63 to 67. That category is still filling its 30-day observation window: 19 days of observed history at the previous scan, 20 at this one. The score rises as the window fills, whether or not the server changes.
Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.
Captured 5 Nov 2026 · Probed https://mcp.atticstandard.com/mcp
TLS unreached
Background: What to check on a remote MCP endpoint →
DNSSEC insecure
Validation of mcp.atticstandard.com. — Not signed
| Zone | DS | Keys | Algorithms | Outcome |
|---|---|---|---|---|
| . | trust_anchor | 20326, 38696 | 8, 8 | Verified |
| com. | present | 19718 | 13 | Verified |
| atticstandard.com. | absent | Unsigned (proven) parent-signed NSEC/NSEC3 proves an unsigned delegation |
Authentication Inconclusive
We could not reach the endpoint well enough to judge its authorisation posture.
| Result | Inconclusive |
|---|
Background: How OAuth 2.1 works in the 2026 MCP spec →
Transports 2 probes
| Transport | URL | Outcome | Status | Location |
|---|---|---|---|---|
| streamable-http | https://mcp.atticstandard.com/mcp | Unreachable | ||
| http (plaintext) | http://mcp.atticstandard.com/mcp | HTTPS enforced |
The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability. A tool's description is untrusted text the model reads on every call, which is what makes this list a security surface and not just an inventory: how tool poisoning works →
compare_prices Compare prices across vendors ~288
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). Examples: - "Cheapest place to run Llama 3.3 70B" -> model_name="Llama 3.3 70B" - "Qwen family output prices" -> model_family="Qwen", direction="Output"
| Name | Type | Req | Description |
|---|---|---|---|
| _atom_api_key | string | – | Your Attic Standard MCP PRO key for vendor- and SKU-level data. Omit for the free tier. |
| direction | string | – | Pricing direction |
| limit | integer | – | Maximum SKUs (default 50) |
| model_family | string | – | Whole family instead of one model, e.g. 'Llama', 'Qwen' |
| model_name | string | – | Model to compare, e.g. 'GPT-4o', 'Llama 3.3 70B', 'DeepSeek V3' |
No output schema declared.
No examples provided.
get_index_benchmarks Attic Standard index benchmarks ~428
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; 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. 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"
| Name | Type | Req | Description |
|---|---|---|---|
| _atom_api_key | string | – | Your Attic Standard MCP PRO key for vendor- and SKU-level data. Omit for the free tier. |
| index_category | string | – | Index family: 'Modality', 'Channel', 'Tier', 'License', 'Origin', 'Use case'. |
| index_code | string | – | 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. |
No output schema declared.
No examples provided.
get_index_constituents Index basket ~180
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"
| Name | Type | Req | Description |
|---|---|---|---|
| _atom_api_key | string | – | Your Attic Standard MCP PRO key for vendor- and SKU-level data. Omit for the free tier. |
| direction | string | – | Limit to one pricing direction |
| index_code | string | yes | Index to open, e.g. 'TXT', 'FLG', 'CHN' or 'AIPI TXT GLB' |
No output schema declared.
No examples provided.
get_kpis Market KPIs ~175
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.
| Name | Type | Req | Description |
|---|---|---|---|
| _atom_api_key | string | – | Your Attic Standard MCP PRO key for vendor- and SKU-level data. Omit for the free tier. |
| group | string | – | Optional group: 'Price structure', 'Price dynamics' or 'Competition' |
| weeks | integer | – | Weeks of history per KPI (default 1, latest only) |
No output schema declared.
No examples provided.
get_market_stats Market coverage and price distribution ~178
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).
| Name | Type | Req | Description |
|---|---|---|---|
| _atom_api_key | string | – | Your Attic Standard MCP PRO key for vendor- and SKU-level data. Omit for the free tier. |
| modality | string | – | Optional modality: Text, Multimodal, Image, Video, Audio, Voice |
No output schema declared.
No examples provided.
get_model_detail Model detail ~162
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.
| Name | Type | Req | Description |
|---|---|---|---|
| _atom_api_key | string | – | Your Attic Standard MCP PRO key for vendor- and SKU-level data. Omit for the free tier. |
| model_name | string | yes | Model to look up, e.g. 'GPT-4o', 'Claude Sonnet 4.5', 'Llama 3.3 70B' |
No output schema declared.
No examples provided.
get_model_intelligence Model intelligence ~110
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.
| Name | Type | Req | Description |
|---|---|---|---|
| _atom_api_key | string | – | Your Attic Standard MCP PRO key for vendor- and SKU-level data. Omit for the free tier. |
No output schema declared.
No examples provided.
get_price_history Price history ~330
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. 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
| Name | Type | Req | Description |
|---|---|---|---|
| _atom_api_key | string | – | Your Attic Standard MCP PRO key for vendor- and SKU-level data. Omit for the free tier. |
| direction | string | – | Pricing direction |
| index_code | string | – | Index history, e.g. 'TXT', 'DEV', 'OSS', 'AIPI TXT GLB' or a regional version such as 'TXT CNY'. Free. |
| model_name | string | – | Model price history across every vendor that sells it, e.g. 'GPT-4o'. PRO. |
| vendor | string | – | With model_name: limit to one vendor. PRO. |
| weeks | integer | – | How many weeks back (default 26) |
No output schema declared.
No examples provided.
get_vendor_catalog Vendor catalog ~200
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).
| Name | Type | Req | Description |
|---|---|---|---|
| _atom_api_key | string | – | Your Attic Standard MCP PRO key for vendor- and SKU-level data. Omit for the free tier. |
| direction | string | – | Optional pricing direction |
| limit | integer | – | Maximum SKUs (default 100) |
| modality | string | – | Optional modality: Text, Multimodal, Image, Video, Audio, Voice |
| vendor | string | yes | Vendor name or id, as listed by list_vendors |
No output schema declared.
No examples provided.
list_vendors List vendors ~185
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.
| Name | Type | Req | Description |
|---|---|---|---|
| _atom_api_key | string | – | Your Attic Standard MCP PRO key for vendor- and SKU-level data. Omit for the free tier. |
| channel | string | – | Optional channel: 'Model developer' (DEV), 'Cloud marketplace' (CLD), 'Inference platform' (PLT), 'Neocloud' (NCL) |
| country | string | – | Optional country, e.g. 'United States', 'China', 'France' |
| region | string | – | Optional region, e.g. 'North America', 'Europe', 'Asia' |
No output schema declared.
No examples provided.
search_models Search models and prices ~491
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"
| Name | Type | Req | Description |
|---|---|---|---|
| _atom_api_key | string | – | Your Attic Standard MCP PRO key for vendor- and SKU-level data. Omit for the free tier. |
| channel | string | – | 'Model developer', 'Cloud marketplace', 'Inference platform' or 'Neocloud' |
| creator | string | – | Model creator (the lab that built the model) |
| direction | string | – | Pricing direction |
| license | string | – | License class, e.g. 'open', 'restricted', 'proprietary' |
| limit | integer | – | Results to return (default 20) |
| max_price | number | – | Maximum price in the SKU's own unit (per 1,000 tokens for token models) |
| min_context_window | integer | – | Minimum context window in tokens |
| modality | string | – | Text, Multimodal, Image, Video, Audio, Voice |
| model_family | string | – | Model family, e.g. 'Llama', 'Qwen', 'Claude' |
| offset | integer | – | Offset for paging |
| open_source | string | – | 'true' for models with published weights |
| origin | string | – | Creator's home country, e.g. 'United States', 'China' |
| reasoning | string | – | 'true' for reasoning models only, 'false' to exclude them |
| tier | string | – | Lineup tier: 'Flagship', 'Core' or 'Compact' |
| vendor | string | – | Vendor name or id |
No output schema declared.
No examples provided.
How do I install the Attic Standard MCP server?
Attic Standard is a hosted endpoint at https://mcp.atticstandard.com/mcp, so there is nothing to install locally. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.
remote · mcp.atticstandard.com
claude mcp add --transport http atticstandard-atom-mcp-server 'https://mcp.atticstandard.com/mcp'
What is the Attic Standard MCP server?
Attic Standard is an MCP server listed in the public MCP registry as io.github.AtticStandard/atom-mcp-server. The global price benchmark for AI inference: 23 price indexes, market KPIs and SKU-level prices. This page covers its hosted endpoint (https://mcp.atticstandard.com/mcp).
Is the Attic Standard MCP server safe to use?
Attic Standard scores 82 out of 100 on VerifyMCP. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.
What tools does the Attic Standard MCP server expose?
Attic Standard exposes 11 tools: get_index_benchmarks, get_price_history, get_kpis, get_model_intelligence, get_index_constituents, and 6 more. Their descriptions and schemas cost roughly 2,727 tokens of context every time the server is loaded.
Does the Attic Standard MCP server require authentication?
Its publisher declares no required credentials for Attic Standard. We have not been able to confirm that against the live endpoint, and a server can require authorisation without declaring it here.
Is the Attic Standard MCP server still maintained?
Attic Standard is still listed in the MCP registry, though our most recent checks did not reach this channel. We last reached this channel on 4 November 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.