NicheDB

MCP serverDatabases & data

Sources in, feeds out: an open, ever-growing database of real-time public data, enriched.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the stats tool from NicheDB

From the project's README

As published by profullstack/niche-db in README.md.

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.

The model

ThingWhat it is
collectionA niche: games, packages, filings.
sourceOne adapter pointed at one upstream, fetched on its own cadence. Steam's new-releases list. The npm changes feed. EDGAR Form D filings.
itemOne row a source produced. Title, URL, when (with time_known and precision), tags, and the adapter's payload in data.
feedA 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. Seventy-nine ship today across twenty-seven collections:

CollectionAdaptersKey needed
gamessteam, steam-news, igdbIGDB only (Twitch client)
packagesnpm, pypi, crates, go-modules, huggingface, github-releasesno (GitHub token optional)
filingsedgar, federal-register, courtlistenerCourtListener only
musicmusicbrainzno
booksopenlibraryno
tabletopscryfall-sets, scryfall-cardsno
spacelaunch-libraryno
chesslichess-broadcastsno
alertsusgs-earthquakes, gdacsno
weathernws-alerts, nhc-cyclones, swpc-space-weather, eonet-eventsno
outagesstatuspage (any Statuspage host)no
extensionsfirefox-addons, vscode-extensions, mcp-registryno
healthopenfda-recalls, clinical-trialsno
researcharxiv, crossrefno
automotivefueleconomy-catalog, nhtsa-recalls, nhtsa-complaints, nhtsa-safety-ratingsno
marketsiso-mic-exchanges, alpaca-corporate-actions, alpaca-news, nasdaq-halts, ecb-fx-ratesAlpaca only
crimesocrata-crime, uk-police-crime, fbi-crime-estimatesFBI only (free api.data.gov key)
public-moneyusaspending-awards, ocds-tenders, ted-noticesno
housinguk-land-registry, freddie-mac-rates, building-permitsno
jobsbls-series, eurostat, warn-layoffsno
ai-incidentsrogue-ai-incidents, rogue-ai-research, aiid-reportsno
newsnewsfeed, gdelt, rssamplifier, brisk, news-channelsno
domainsntld-totals, ntld-tlds, ntld-launches, ntld-changesno
podcastspodcastsno
aviationfaa-nas-status, aviation-hazards, aviation-metar, ntsb-accidents, adsb-flightsno (NTSB needs mdbtools + unzip, in the Dockerfile)
waternwps-river-gauges, coops-water-levels, drought-monitor, ndbc-buoys, nws-surf-zoneno
consumer-financecfpb-complaints, fdic-institutions, fdic-structure-changesno
sportsespn-catalogue, espn-schedule, espn-live, espn-plays, livetennis, sportsdb-tvLive Tennis; TheSportsDB (SPORTSDB_API_KEY, the shared key 3 returns one row per query); ESPN is keyless (SPORTS_PROXY_URL for cloud egress)
screentmdb-releases, tvmaze-schedule, anilist-airing, imdb-ratingsTMDB only
channelsiptv-org-channelsno

Enrichment

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>:

EnricherAddsDefault on for
youtubetop videos (trailers, official audio, webcasts); Data API key optionalgames, music, tabletop, space, chess, books
wikipediathe article's lead paragraph and picturegames, music, books, space, tabletop
github-repostars, forks, topics, licence, language, last pushpackages, extensions
npm-statslast week's downloadspackages
sec-companytickers, exchange, industry, state, website of the filerfilings
semantic-scholarTL;DR, citation counts, open-access PDF (key optional)research
openlibrary-workdescription and subjectsbooks
opengraphthe page's own preview image and descriptionmost collections
tmdb-artworkposter, backdrop, synopsis, rating and TMDB id for a title that came in from the IMDb dumps with none (TMDB_API_KEY)screen

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 (ENRICH_PER_RUN a tick, ENRICH_PER_COLLECTION of them from any one collection), and a missing image, summary or tags are filled from whatever the enrichers found while the source's own words always win.

Run it

git clone https://github.com/profullstack/niche-db && cd niche-db
bun install
docker compose up -d db redis          # or point at your own Postgres 16+ and Redis
cp .env.example .env                    # DATABASE_URL, SITE_URL, CONTACT_EMAIL at minimum
bun run build:client
bun run dev                             # web + worker in one process on :3000

Migrations apply themselves on boot. Every collection, its default sources and its 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.

Surfaces

  • Web: a PWA. /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.
  • RSS / JSON Feed: /f/<slug>.rss, /f/<slug>.json.
  • API: /api/v1, documented at /docs/api. Reads need no key.
  • CLI: npm i -g @profullstack/nichedbnichedb. Documented at /docs/cli.
  • MCP: /mcp (Streamable HTTP, stateless) or nichedb mcp over stdio. Documented at /docs/mcp.
  • llms.txt: /llms.txt describes the whole deployment in one document.

Accounts and money

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-externalagent…) 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.

Knowledge Influencers

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 — 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.

Stack

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.

Configuration

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:

bun run secrets:pull     # logicsrc teams pull profullstack nichedb prod --env .env
bun run secrets:push     # after adding a key locally

ROLES=web,worker runs everything in one container; ROLES=worker on a second service splits ingestion out when one instance stops being enough.

Deploy

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.

Adding an adapter

import { defineAdapter } from '@nichedb/core/adapter';

export const example = defineAdapter({
  name: 'example',
  title: 'Example API',
  collection: 'packages',
  description: 'What it watches, in one paragraph.',
  kinds: ['thing'],
  cadenceMinutes: 30,
  configFields: [{ key: 'topic', label: 'Topic', required: true }],
  defaultSources: [{ slug: 'example-default', name: 'Example', config: { topic: 'all' } }],
  async pull({ config, cursor, http, log, budget, deadline }) {
    const page = await http.json(`https://example.com/api?topic=${config.topic}&since=${cursor.since ?? ''}`);
    return {
      items: page.results.map((r) => ({ externalId: r.id, kind: 'thing', title: r.name, url: r.url, publishedAt: r.at, tags: r.tags, data: r })),
      cursor: { since: page.next },
      note: `${page.results.length} things`,
    };
  },
});

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.

License

MIT

Tools it offers (16)

What this server listed when ahel dialed its public endpoint in Sep 2026, with no key and no account of yours. The names are the server’s own.

  • stats
  • list_collections
  • list_adapters
  • list_enrichers
  • list_sources
  • list_feeds
  • feed_items
  • recent_items
  • upcoming
  • search_items
  • match_items
  • get_item
  • create_feed
  • follow_feed
  • add_source
  • run_source

Signals

GitHub stars
1
Last commit
Sep 2026
Advanced
Delivery
nichedb MCP server → your ahel gateway (mcp.ahel.ai) → every connected AI client.
Catalog kind
mcp-server
Gateway key
dev-nichedb-nichedb
Source
github.com/profullstack/niche-db
Hosted endpoint
https://nichedb.dev/mcp