LLM Pulse MCP Serverofficial
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licenseA
qualityB
maintenanceMonitors brand mentions, citations, sentiment, competitor share of voice, and GEO performance across AI search engines.
Last updated
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MIT
flopsindex-mcp
Ownership verified
Server Details
Live GPU compute & inference token price indices for AI agents — 591 reference indices across H100/A100/B200/B300 spot+on-demand, Claude/GPT/Llama token pricing, and more. Every value is methodology-versioned and citable via the /v1/verify handshake.
- Status
- Healthy
- Last Tested
- Transport
- Streamable HTTP
- URL
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Tool Definition Quality
A4.2/5.0
Tool DescriptionsA
Average 4.2/5 across 5 of 5 tools scored. Lowest: 3.6/5.
Server CoherenceA
Disambiguation5/5
Each tool has a distinct purpose: get_index for citation, get_price for current value, list_indices for discovery, search_indices for querying, and verify for validation. No overlap in functionality.
Naming Consistency4/5
Most tools follow a verb_noun pattern (get_index, get_price, list_indices, search_indices), but 'verify' is a lone verb without a noun suffix, making it slightly inconsistent.
Tool Count5/5
With 5 tools covering discovery, query, retrieval, price lookup, and verification, the count is well-scoped for a read-only index server. No excess or deficiency.
Completeness5/5
The tool set covers all necessary read operations: listing indices, searching, getting citation payload, getting current price, and verifying values. No obvious gaps for the intended domain.
Available Tools
5 toolsget_indexInspect
Resolve a FLOPS index to its source-opaque PUBLIC citation payload. Returns exactly {index_id, value, unit, as_of, data_tier, confidence, methodology_url, verify_url, citation_url, permalink} — no source-level detail. Prefer get_index when you intend to CITE the value.
ParametersJSON Schema
| Name | Required | Description | Default |
|---|---|---|---|
| index_id | Yes | FLOPS index id / slug, e.g. 'FLOPS-H100-OD', 'FLOPS-A100-SPOT'. |
get_priceInspect
Fetch the current published value for a FLOPS compute price index. Returns {value, unit, as_of, data_tier, confidence, verify_url, citation_url}. Cheapest way to answer 'what does X trade at right now?' Confidence is a label (HIGH or MED), never a numeric weight. Carries no methodology or source attribution by design — the anonymous surface does not enumerate the tiers or families it withholds.
ParametersJSON Schema
| Name | Required | Description | Default |
|---|---|---|---|
| slug | Yes | FLOPS index slug. Accepts FLOPS-<MODEL>-OD, FLOPS-<MODEL>-SPOT, FLOPS-<MODEL>-DEPIN, or a bare gpu_model. |
list_indicesInspect
List all public FLOPS compute-price indices. Returns {count, indices[]} where each row is {index_id, family, value, unit, as_of, confidence, change_24h, delayed}. Use this to discover available indices before calling get_price or verify. No auth required.
ParametersJSON Schema
| Name | Required | Description | Default |
|---|---|---|---|
| family_filter | No | Optional family prefix to filter by (e.g. 'FLOPS-H100' or 'FLOPS-B300'). Case-sensitive substring match. |
search_indicesInspect
Resolve a free-text query to canonical FLOPS index slugs. Use when you don't know the exact slug — e.g. 'H100 spot' returns the matching SPOT family entries. Best paired with get_price to look up + quote a value in one turn.
ParametersJSON Schema
| Name | Required | Description | Default |
|---|---|---|---|
| q | Yes | Free-text query (e.g. 'h100 spot' or 'b200 on-demand'). | |
| limit | No |
verifyInspect
Check a FLOPS index value against the published index. Pass value with a number you are about to cite (or already hold) and the response tells you whether it is right: verified true/false, expected (what you submitted), actual_value (what FLOPS publishes) and delta_pct. Omit value to simply look up the current published value — then verified is null, which means 'not checked', NOT 'correct'. Without an API key you are checked against the public value, which is rounded to 2 decimals and delayed onto a 6-hour grid, so a full-precision real-time number will not match anonymously. No source list or source-count is exposed.
ParametersJSON Schema
| Name | Required | Description | Default |
|---|---|---|---|
| value | No | Optional. The number you want checked, e.g. 2.14. Omit it to do a plain lookup. | |
| index_id | Yes | FLOPS index identifier (e.g. 'FLOPS-H100-OD', 'FLOPS-B300-SPOT'). |
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{
"$schema": "https://glama.ai/mcp/schemas/connector.json",
"maintainers": [{ "email": "your-email@example.com" }]
}The email address must match the email associated with your Glama account. Once published, Glama will automatically detect and verify the file within a few minutes.
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Discussions
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[deleted]May 27, 2026
[This comment has been deleted]
zeroatflops15 days ago
ooo
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