ZBS Index What actually exists in applied AI, with the source next to it

mcp server

ComparEdge Pricing

Verified SaaS, AI, and LLM pricing for 490+ tools: plans, hidden costs, TCO, and alternatives.

Description as published by the maintainer. Source

  • version 1.0.0
  • active

active — Most recent push to the repository was 2026-07-15.

Signals

These are separate measurements of different things. They are deliberately not combined into one score, because a popularity number that mixes website traffic with saves and stars cannot be checked or acted on.

Signal Value What it measures Window Observed Source
GitHub stars 2 Number of GitHub accounts that bookmarked this repository since it was created. It is a bookmark count, not installs, not active users and not quality. cumulative, all time GitHub
Last commit 2026-07-15 Date of the most recent push to any branch. This is the strongest cheap indicator of whether the project is still maintained. point in time GitHub
Open issues 0 Open issues plus open pull requests, as GitHub counts them together. A high number can mean an active project or an abandoned one. as of fetch GitHub
Latest published version 1.0.0 Latest version string the maintainer published to the registry. as of fetch Model Context Protocol
Registry record last updated 2026-07-13 When the registry record was last updated by its maintainer. point in time Model Context Protocol
First listed in the MCP Registry 2026-07-13 Date this server was first published to the official MCP Registry. Not a usage or quality measure. point in time Model Context Protocol
repository status active The repository exists on GitHub and is not archived. This says nothing about how recently it was worked on. as of fetch GitHub

Where to get it

Related, by what their authors tagged them

  • PromptSpend — last commit 2026-08-06, shares llm-pricing, pricing-api
    LLM pricing where every rate carries its source and the date it was last confirmed.
  • CostBench — last commit 2026-07-25, shares pricing, saas, software-pricing
    Verified pricing, hidden costs, negotiation data & TCO for 3,290+ software products.
  • The Front Desk Review — last commit 2026-07-22, shares saas-pricing
    4,764 products, 626 categories: sourced prices, dated price history, independent-test coverage.
  • ATOM Pricing Intelligence — last commit 2026-06-23, shares llm-pricing
    The Global Price Benchmark for AI Inference. 1,600+ SKUs, 40+ vendors, 14 price indexes.
  • Cloudprice — last commit 2026-08-02, shares pricing
    Compare on-demand compute + storage pricing across AWS, Azure, and GCP. Bulk workload compare.
  • io.github.Daichi-Kudo/llm-advisor — last commit 2026-06-18, shares pricing
    Real-time LLM/VLM benchmarks, pricing, and recommendations. 300+ models, 5 sources.
  • DABLOCK AI Visibility Index — last commit 2026-08-06, shares saas
    Measured share of answer for 24 crypto and Web3 brands. An open dataset, not an audit of your site.
  • DABYTE AI Visibility Index — last commit 2026-08-06, shares saas
    Measured share of answer for 20 SaaS brands. An open dataset, not an audit of your site.
  • com.blackveilsecurity/dns — last commit 2026-08-06, shares saas
    DNS and email security scanner with 80 MCP tools for SPF, DMARC, DNSSEC, SSL, and brand audits.
  • DuckHub QR Menu — last commit 2026-07-13, shares saas
    Hosted MCP server to manage a restaurant menu from AI agents - 39 tools over the DuckHub API.

These share tags the maintainers applied themselves, such as llm-pricing, pricing-api, pricing, saas. Common tags like "mcp" or "ai" are ignored for this: agreeing with six hundred other projects is not a similarity.

This is not a recommendation and not a test result. It is a map of what the authors said their work is about.

Also from comparedge

  • ComparEdge LLM Cost
    Token cost math for LLM API calls: verified per-1M-token rates for 69 models, 17 providers.
  • ComparEdge
    Verified pricing, alternatives, and comparisons for 495+ SaaS and AI tools.
  • ComparEdge Price Watch
    Dated log of SaaS, AI and crypto price changes: recent moves, history, biggest increases.

How the author describes it

Topics the maintainer set on GitHub: ai-tools, api, llm-pricing, mcp, model-context-protocol, openapi, pricing, pricing-api, pricing-dataset, saas, saas-pricing, software-pricing.

Bring your own setup

We take apart real AI setups every week and show what broke, what cost too much, and what the trace actually said. If you run agents on real work, that is where the useful conversation is.

Join ZBS AI Practice Lab

Sources

  1. comparedge/pricing-api on GitHub — GitHub, observed , trust tier 3.
  2. Official MCP Registry — Model Context Protocol, observed , trust tier 1.