Mmcp.market

AI Cost Analyzer MCP server

by vpatser1·io.github.vpatser1/ai-cost-analyzer·v1.1.4

Analyze LLM API costs: token waste detection, caching savings estimates, model comparison

C55/100grade C
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Safety scan
C55/100

full report

Adoption
New

28 downloads/wk

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If you have run it, two minutes of your experience saves the next person an afternoon.

AI Cost Analyzer tools (5)

write = sends, deletes, buys or posts

Read from the package source without running it. The installed server may list more.

  • analyze_usage

    Analyze AI API usage data and return cost breakdowns by model, average cost per request, token waste estimation, and daily/weekly trends.

  • compare_models

    Compare cost and quality tradeoffs across Claude, GPT-4o, GPT-4o-mini, and Gemini models for a given task. Returns cost per request, monthly projections, and recommendations.

  • estimate_savings

    Estimate potential monthly savings from prompt caching, model routing, and context pruning based on current usage patterns.

  • get_pricing

    Return current pricing for all major LLM APIs (Claude, OpenAI, Gemini) with input, output, and cached token rates per million tokens.

  • optimize_prompt

    Analyze a system prompt and tool definitions, return an optimized version with redundant content removed, token counts before/after, and cost reduction estimates.

Public scan report

scanner v0.1.9 · 2026-09-24 · same rubric, same numbers if you re-run it

no findings
  • Code scan17 source files scanned25/25
  • Live reliabilityno gateway calls yet and no remote to proben/a
  • Tool poisoningtools not inspected (local package is not executed); not countedn/a
  • Auth qualitystatic API keys via environment variables6/15
  • Maintenancerepository not readable: repo not found3/15
  • Maintainer identityno repository or website to verify2/10
Overall 55/100. Components that don't apply are left out of the denominator. Any critical finding is an F.RubricAppeal a findingJSON

Install directly

Runs npx -y ai-cost-analyzer on your machine. Read the scan report first; the gateway never runs local packages.

claude mcp add ai-cost-analyzer -- npx -y ai-cost-analyzer
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AI Cost Analyzer: common questions

Is AI Cost Analyzer MCP server safe?
With care: it is graded C, so read the findings first (55/100). Read the AI Cost Analyzer safety report
How do I install AI Cost Analyzer?
It runs on your machine. Copy the Claude Code, Claude Desktop or Cursor config from the install section.
Does AI Cost Analyzer need an API key?
Yes. The registry entry asks for LICENSE_KEY.
Is AI Cost Analyzer maintained?
The latest release is v1.1.4.
What can I use instead of AI Cost Analyzer?
Servers from other publishers that do the same job: llmtrim MCP server, mcptoon MCP server and Agent Lsp MCP server. Compare all AI Cost Analyzer alternatives.

Alternatives to AI Cost Analyzer

Same job from other publishers: the closest match first, then the best rated.

All AI Cost Analyzer alternatives →
  • llmtrim
    MCP server and proxy that compresses LLM prompts, tool output, and replies to cut token cost.
    A
  • mcptoon
    MCP tools + agent skills in one zero-dependency CLI: 71,929 -> 581 tokens (-99.2%, measured).
    A
  • Agent Lsp
    Orchestrates language servers into 65 code-intelligence tools across 31 languages, token-optimized.
    A
  • Hermoso
    Marketing on autopilot from your agent. 856 tools, usable alone. Publishing and ads cost no credits.
    B

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