MCP
Anthropic / Linux Foundation · Tool
Agents & Tooling
Open standard for connecting AI applications to external tools and data sources.
GOOD AI PRISM · DIRECTORY OF AI OFFERINGS
This directory has one profile per AI offering. It shows what the offering does, how it is billed, where data is stored, whether it trains AI on your data and which certificates it names. Every fact has a source and a date. Start with a business function or an industry, or search for a task.
Bring your question. Together you agree the next step and its scope.
485 catalogue entries. Counts show membership in each category; entries can belong to several categories.
The map shows a selection of offerings; open a topic area to see all of them. Offerings with the most documented facts appear first, then in alphabetical order. The order shows only how much is documented; check the profile to see whether an offering fits you.
Catalogue snapshot: . Offerings as of 23 Oct 2026. Every fact shows its source and date; before you decide, check whether it applies to your use.
Good AI Prism artwork © 2026 ETHORITY & STEN.AI LLC, by Sten Franke & ETHORITY®. CC BY-NC-ND 4.0. ETHORITY additionally permits unchanged editorial and press use with credit. Commercial licences: ETHORITY. Data, software and third-party logos and trademarks are not covered.
Put AI to work, with evidence.
YOUR MARKET CONTEXT
This area connects business use, the data it works with and the technology underneath. Select a name to inspect its documented conditions and sources.
Learn about our methods →Each mark shows what kind of source backs a fact. Open the fact to read the source, the date it was checked and any conditions.
Figures marked 'Scenario' are calculated from stated assumptions. Results measured in practice are shown separately.
Choose an offering to inspect its evidence and conditions. Products with more useful documented facts appear first.
Anthropic / Linux Foundation · Tool
Open standard for connecting AI applications to external tools and data sources.
Linux Foundation · Tool
Open standard for secure communication between AI agents, now at the Linux Foundation.
LangChain · Tool
LangChain's runtime and orchestration framework for building agents that handle multi-step tasks.
CrewAI · Tool
Framework and platform for teams to build multi-agent systems, with governance controls for platform teams.
LlamaIndex · Tool
Framework and models for parsing and extracting information from documents for AI applications.
OpenAI · Tool
OpenAI's lightweight software kit for building agent applications.
Princeton · Tool
Benchmark that tests AI systems on real GitHub issues from Python projects.
LMArena · Agent platform
Public platform for comparing AI models through crowd-sourced evaluation (formerly LMArena).
Microsoft · Product
Microsoft's no-code tool for building custom agents and workflows.
AI DECISION BRIEF
You get the facts that matter for your decision, each with its source, the questions to ask each vendor and a cost estimate based on your own numbers. First you agree your three most important criteria with Sten Franke.
We deliver your brief by email within a maximum of five working days after payment is confirmed and we have agreed the question and minimum information needed to begin. ETHORITY confirms the start date and delivery date and delivers earlier when the reviewed brief is ready. Missing optional information is recorded and assessed; it does not require you to research the solution yourself. Review before delivery and email support are included.
The buttons open an email draft you can edit before sending. You agree the work and timing directly with Sten Franke.
