AI-first company: evidence on AI adoption
company.ai-first/evidence · v0.3.6 · MCP 2025-11-25
Rated evidence on AI adoption: practices, company cases, claim checks and readiness assessments.
Reachability
reachable
checked 2026-10-26 05:30 UTC
Registry status active
Tools pinned 10
a220c9a35ade
Tools last changed
unchanged since first capture 2026-10-26
Provenance
Registry namespace company.ai-first
(domain verified by the official registry)
Website
https://mcp.ai-first.company/
Remote endpoints
https://mcp.ai-first.company/mcp (streamable-http)
Observed changes
| When (UTC) | Event | Detail |
|---|---|---|
| 2026-10-26 05:30 | first capture | 10 tools pinned |
Pinned tool definitions (10)
| Tool | Description |
|---|---|
| start | 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... |
| open | 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... |
| get_evidence | 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... |
| check_ai_figure | 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... |
| check_vendor_claim | 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... |
| review_ai_transformation_plan | 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... |
| find_practices | 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... |
| find_company_cases | 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... |
| find_readiness_assessment | 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... |
| board_brief | 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... |
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