Sources in, feeds out: an open, ever-growing database of real-time public data, enriched.
Copy the AI prompt to install this server into Claude Code, Cursor, or another agent β or use 1-click editor setup below.
π‘ Paste the JSON block into your client's configuration file under mcpServers, then restart the application.
Sources in, feeds out. An open platform for databases that only ever grow: game releases, package registries, government filings, and any other public data with a big seed and daily growth. One Postgres, one Redis, and every row reachable by web, RSS, JSON, API, CLI and MCP.
The first deployment is nichedb.dev. Run your own on anything that has Postgres and Redis.
| Thing | What it is |
|---|---|
| collection | A niche: games, packages, filings. |
| source | One adapter pointed at one upstream, fetched on its own cadence. Steam's new-releases list. The npm changes feed. EDGAR Form D filings. |
| item | One row a source produced. Title, URL, when (with time_known and precision), tags, and the adapter's payload in data. |
| feed | A saved query over a collection. Has a page, RSS and JSON Feed renderings, an API endpoint, and followers who are told when it changes by push, email or signed webhook. |
Adapters are one file each in packages/adapters/src. Twenty-nine ship today across thirteen collections:
| Collection | Adapters | Key needed |
|---|---|---|
| games | steam, steam-news, igdb | IGDB only (Twitch client) |
| packages | npm, pypi, crates, go-modules, huggingface, github-releases | no (GitHub token optional) |
| filings | edgar, federal-register, courtlistener | CourtListener only |
| music | musicbrainz | no |
| books | openlibrary | no |
| tabletop | scryfall-sets, scryfall-cards | no |
| space | launch-library | no |
| chess | lichess-broadcasts | no |
| alerts | usgs-earthquakes, nws-alerts, gdacs | no |
| outages | statuspage (any Statuspage host) | no |
| extensions | firefox-addons, vscode-extensions, mcp-registry | no |
| health | openfda-recalls, clinical-trials | no |
| research | arxiv, crossref | no |
After ingest, every item is enriched by the enrichers that apply to it (packages/enrichers/src), and the results live on the item under enrichment.<name>:
| Enricher | Adds | Default on for |
|---|---|---|
youtube | top videos (trailers, official audio, webcasts); Data API key optional | games, music, tabletop, space, chess, books |
wikipedia | the article's lead paragraph and picture | games, music, books, space, tabletop |
github-repo | stars, forks, topics, licence, language, last push | packages, extensions |
npm-stats | last week's downloads | packages |
sec-company | tickers, exchange, industry, state, website of the filer | filings |
semantic-scholar | TL;DR, citation counts, open-access PDF (key optional) | research |
openlibrary-work | description and subjects | books |
opengraph | the page's own preview image and description | most collections |
A feed's enrichers list picks which of these it shows; absent means the collection's defaults. The feed builder exposes them as checkboxes. Items are enriched once, newest first with a fair share per collection, and a missing image, summary or tags are filled from whatever the enrichers found while the source's own words always win.
Migrations apply themselves on boot. The three collections, their default sources and a dozen feeds are seeded on first boot; sources whose adapter needs a credential the deployment lacks are created paused. The first account to sign in is an admin.
bun run ingest [slug ...] runs sources from a terminal without Redis. bun test runs the suite against an in-process Postgres (PGlite), so it needs no server.
/sources manages sources (status, last run, next run, run now, pause, edit config). /feeds/new builds a feed with a live preview. /settings holds passkeys, API keys and notifications./f/<slug>.rss, /f/<slug>.json./api/v1, documented at /docs/api. Reads need no key.npm i -g @profullstack/nichedb β nichedb. Documented at /docs/cli./mcp (Streamable HTTP, stateless) or nichedb mcp over stdio. Documented at /docs/mcp./llms.txt describes the whole deployment in one document.Magic link and passkey only; there is no password column. API keys are minted from settings and shown once.
Free pages and feeds carry one CrawlProof ad and a tracker (CRAWLPROOF_AD_SLOT, CRAWLPROOF_SITE_ID). Pro ($120 a month through CoinPay) is the tier without them: no ads, no tracking, the high API rate limit, unlimited feeds, own sources, and a crawl pass for the whole term (GET /api/v1/crawl-pass) so a member's own agents walk through the paywall. Referral links give the new customer 20% off and the referrer 60% of the first payment.
Training crawlers (GPTBot, ClaudeBot, CCBot, meta-externalagentβ¦) get a 402 with an x402 offer and buy a pass at /crawl: $1 a day for everything, and the more a buyer has paid here the less a day costs (CRAWL_LOYALTY, default 20% off after $10, 40% after $50, 60% after $100; every sale is a row in crawl_sales). A pass may switch ads or tracking off for its own requests with ?disable=ads,tracking. People, search engines and retrieval crawlers pass through untouched.
Every collection here is also a niche someone can operate. A Knowledge Influencer is a person who knows how an industry actually works and supervises the agents building software, data and promotion for it β no code required. They start at 20% of what the niche makes and climb to 80% as verified contribution accumulates.
/opportunities lists the niches looking for one. /<niche> is the niche's
public page (plus skill.md and manifest.json for agents), /@<handle> is an
operator's profile, /dashboard/niches is their own view, and
/admin/knowledge is where claims and contributions are verified.
When an agent gets stuck on something only a person who has done the job can settle, it asks: the question lands on the operator's dashboard, the answer becomes niche knowledge and a scored contribution, and Chovy is told. Saying "not enough context" is a first-class answer that costs nothing, because a guess that gets verified is worse for the niche than an open question. See docs/agent-questions.md.
Score comes only from contributions somebody verified, and volume does not buy
it: repeated submissions of a type pay less each time, anything claiming a
customer or a payment needs an outside reference, and a duplicate books once.
The ladder lives in contribution_tiers, so a deployment can tune it. What a
niche earns is divided at the moment it settles, using the shares in force
right then, so a tier that moves tomorrow never re-prices yesterday's sale
(docs/revenue-ledger.md). See
docs/knowledge-influencers.md and
docs/revenue-share.md.
Bun, Hono (server-rendered JSX), Postgres via Bun's native driver, BullMQ on Redis, Biome. bun apps/worker/src/enrich-cli.js [n] runs enrichment from a terminal. Shared Profullstack modules: @profullstack/x402-gateway, @profullstack/emailer, @profullstack/coinpay, @profullstack/referrals, @profullstack/api-key-manager, @profullstack/autoblog (signed webhooks), @profullstack/favicon-generator.
Everything is read once from the environment in packages/config/src/index.js; .env.example lists every variable. Production secrets live in the nichedb--prod logicsrc vault:
ROLES=web,worker runs everything in one container; ROLES=worker on a second service splits ingestion out when one instance stops being enough.
One Dockerfile, one Railway service, plus Railway's Postgres and Redis. railway.json sets the healthcheck at /healthz. Set SITE_URL to the public origin before anyone registers a passkey: the passkey relying-party id is derived from it.
Register it in packages/adapters/src/index.js. The core normalises items, hashes them so unchanged rows cost no write, writes in batches, records the run and reschedules.
MIT
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