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Official MCPThe category default: official, enormous tool surface, both local and hosted. Watch which path you take — the hosted one drags Copilot licensing along.
The category default: official, enormous tool surface, both local and hosted. Watch which path you take — the hosted one drags Copilot licensing along.
Per-service tool docs published in llms.txt and a simple PAT instead of IAM — far easier than AWS for the same class of work.
Widest product coverage of any PM server; the gate is rate quota by plan tier, not access.
The reference example of a debugging-loop server: official, remote, free tier, and it pairs with sentry-cli for release work.
Two good paths — hosted server or glab CLI in MCP mode — and self-managed instances are supported, which GitHub's hosted endpoint can't match.
The most complete agent story in payments: official server, restricted keys, a real CLI and 92KB of llms.txt. Write tools move real money.
Strongest agent story among site builders: official, open-source, OAuth, and element/component/style writes no longer need a human in the Designer.
Covers both data and infrastructure, which is unusual — and means an agent can spin up billable clusters. Scope the API key.
Among the most capable database servers — which is the risk: unrestricted, an agent can alter schema. Read-only flag first, loosen deliberately.
Write-capable where Vercel is not — an agent can actually ship a site and wire up functions end to end.
Free, open-source and write-capable on dashboards — the default pick if you self-host your observability stack.
Was among the first five official servers in the wild; read/write is solid, watch the per-plan API complexity budget.
Both hosted and local options, plus a published MCP OpenAPI spec — one of the more thoughtfully shipped on-call servers. Write scopes touch live incidents, so gate them.
One of the few schedulers that chose a hosted remote server — no local process, standard OAuth, and it works before you pay.
Official MCP docs exist and the API underneath is mature; the practical gate is that the useful data (recordings, transcripts) lives on paid plans.
The most complete finance-ops surface in this category, and scope-gated rather than all-or-nothing. Grant read scopes first.
Great for debugging a deployment, useless for changing one — the MCP server is read-only, so writes still go through the CLI.
Fastest path from 'agent has a repo' to 'agent has a running deployment' — local and hosted servers, GraphQL API, solid CLI.
Built after MCP existed and it shows — hosted server, clean object model, write access without an enterprise conversation.
Best-in-class: official server, real write actions (flags, insights), free tier, and docs published as llms.txt.
Unusually well-matched to coding agents: the MCP server, the CLI and the schema language all target the same workflow.
Read-only by design and better for it — an analytics warehouse is exactly where you want agents querying, not writing.
The rare zero-friction entry: official, free, no auth. It loses points only because there is no hosted API or llms.txt — neither of which it needs.
Hosted, configurable per user, and free — the discovery layer for open models. No llms.txt, which is a surprising gap for this of all sites.