MCP server

AI-first company: evidence on AI adoption Official

company.ai-first/evidence

Checked 26 Oct 2026, 08:29 UTC · Connected to it and listed its tools

Rated evidence on AI adoption: practices, company cases, claim checks and readiness assessments.

Website

At a glance

Type

MCP server

Publisher

ai-first.company (verified by the MCP Registry)

Status

Working at last check

Tools

10

Token cost

About 3,393 tokens per request

Sets up in

Claude Code, Claude Desktop, Codex, Gemini CLI, Cursor, VS Code, Antigravity, ChatGPT, OpenAI API, Grok

Last checked

26 Oct 2026, 08:29 UTC

Connect it to your agent

Add to CursorAdd to VS CodeVS Code Insiders

Opens the app, which shows the server and asks you to confirm. For other apps, copy the setup below.

Claude Code

claude mcp add --transport http evidence https://mcp.ai-first.company/mcp

Claude Desktop

Settings → Connectors → Add custom connector, and paste the URL.

Codex (config.toml)

[mcp_servers.evidence]
url = "https://mcp.ai-first.company/mcp"

Gemini CLI

{"mcpServers":{"evidence":{"httpUrl":"https://mcp.ai-first.company/mcp"}}}

Cursor

{"mcpServers":{"evidence":{"url":"https://mcp.ai-first.company/mcp"}}}

VS Code

{"servers":{"evidence":{"type":"http","url":"https://mcp.ai-first.company/mcp"}}}

Antigravity

agy mcp add evidence https://mcp.ai-first.company/mcp

ChatGPT

Settings → Apps & Connectors → Advanced settings: turn on Developer mode, then Create a connector and paste the URL. Which plans can do this varies.

OpenAI API (Responses tools)

{"type":"mcp","server_label":"evidence","server_url":"https://mcp.ai-first.company/mcp","require_approval":"always"}

Grok (xAI API tools)

{"type":"mcp","server_label":"evidence","server_url":"https://mcp.ai-first.company/mcp"}

Tools

• board_brief ~413 tokens
  Prepare a one-page board brief on a question about AI adoption, from rated evidence only. Returns the company cases by the kind of work AI was used for, the themes (with practice counts for the company’s size), the claim checks and figure groups, and how to write the brief: open the cases for the wo
• check_ai_figure ~172 tokens
  Before quoting an AI statistic (e.g. '95% of AI pilots fail', 'only 13% of companies are ready for AI'), check where it comes from, who was asked and what it covers. Returns every claim check of a widely repeated statistic and the groups of other figures; fetch the matching claim check, or open the
• check_vendor_claim ~184 tokens
  Check a claim made by an AI vendor or consultant, such as '30% productivity gain', 'cuts support costs by 40%' or 'our agents replace 700 staff'. Returns the questions to ask the vendor, the claim checks, the groups of figures and the company cases by the kind of work AI was used for, so you can fin
• find_company_cases ~492 tokens
  List real companies that used AI and how it turned out: measured result, company-reported result, went wrong, or partly walked back. Use it for 'Who has done this?' or 'What went wrong for others?'. Filter by the kind of work AI was used for (task), outcome, theme, industry or company size; returns
• find_practices ~364 tokens
  List practices for adopting AI that fit a company's size, rated by strength of evidence. Use it for 'Where should we start with AI?' or 'What should a 120-person manufacturer do first?'. Pass the number of employees or a size band, and optionally the theme, stage or priority. Returns the practices i
• find_readiness_assessment ~210 tokens
  List published questionnaires, tests and task maps to assess AI readiness, AI literacy, staff attitudes or which tasks suit AI, best tested first, optionally by kind or free to use. Fetch the ones that fit with get_evidence for how well each has been tested, who answers it, its length, licence and c
• get_evidence ~219 tokens
  Get the full records for ids from the menus and lists (such as "case:klarna-ai-customer-service" or "claim-check:mit-95-percent-of-ai-pilots-fail"): figures, ratings, verdicts, caveats, primary sources, the ai-first.company link, and the ids of related studies, cases and practices to follow. Up to 2
• open ~744 tokens
  Open one part of the evidence map: a list (practices, cases, studies, figures, claim-checks, assessments) with filters such as theme, outcome, industry, company size, stage, priority, figure group (line) or assessment kind. Returns every matching row in one line with its id, or, when there are more
• review_ai_transformation_plan ~404 tokens
  Review an AI transformation proposal, business case or rollout memo, for example before it goes to a board. Returns the do-first practices for the company’s size as a checklist, each with its evidence rating and wording that may show it, and how to find similar cases. You read the plan and decide fo
• start ~191 tokens
  Start here for any question about adopting AI in a company: the map of the ai-first.company evidence. Returns the company cases by the kind of work AI was used for (customer service, legal work, office assistant and others), the six themes (with counts of practices, cases and studies), the claim che

Browse

• Legal research
• Government and public data

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