Steward
An AI-powered operations console for volunteer admins of small Fediverse instances, automating spam filtering, abuse triage, donor outreach, and member migration so a single person can run a community without burning out.
Volunteer admins of small Mastodon, GoToSocial, or other Fediverse instances
- AI moderation assistant that triages abuse reports and flags personal-disagreement noise from real rule-breaking
- Member migration wizard that helps departing users export their data and follow their contacts to a new home
- Donations and Patreon-style funding widget with transparent cost breakdown for the instance
- Spam and bot detection tuned to Fediverse-specific patterns
A widely-shared admin shutdown post names exactly the operational pain points — moderation burden, donations falling short, spam and bots — that small fediverse admins face every day.
IFTAS 2024 Trust & Safety Needs Assessment reports 1 in 5 moderators experience trauma/burnout, and toot.community is permanently closing on Oct 28, 2026 citing exactly the stress/donations/spam pain points the idea targets.Toot.community Shuts Down Due to Moderation Burnout and Financial Shortfalls ↗Fediverse Trust & Safety Needs Assessment Report 2024 (IFTAS) ↗
Existing fediverse tooling is fragmented: FediHost/GoFedi do managed hosting, FediSuite handles content scheduling, halcy's Goku/Piccolo are OSS moderation helpers — no integrated AI ops console combining spam + abuse triage + donor outreach + migration exists.FediHost - Managed Fediverse Hosting ($4/mo) ↗GoFedi — Fully-Managed Fediverse Hosting ↗halcy/mastodon_mod_tools (Goku + Piccolo) ↗
IFTAS data shows most instances operate on donations and admins 'are not generating enough money to cover costs'; SnipeSearch notes donations come from 'a small number of users' — paid SaaS from already-stretched volunteers is a hard sell without a free or donation-funded tier.How SnipeSearch Protects the Fediverse: A Sustainability Model ↗Fediverse Trust & Safety Needs Assessment Report 2024 (IFTAS) ↗
Fediverse retains a committed open-source community (IFTAS, Fedihosting Foundation, multi-software ecosystem) but instance mortality and post-2022 growth slowdown signal ongoing instability rather than secular expansion.Toot.community migration — Fedihosting Foundation ↗Fediverse Report #114 on admin burnout ↗
Components (spam classifiers, LLM abuse triage, donation templates, Mastodon move API) are individually tractable, but supporting Mastodon + GoToSocial + Misskey + others means per-platform API work and ongoing LLM inference cost passed to users with thin budgets.Moderation actions - Mastodon documentation ↗FediSuite: Open Source Fediverse Social Media Management ↗