Youbank

A read-only Model Context Protocol server that exposes a personal knowledge vault to AI agents — hybrid search, atomic claims, entity graph, user-curated highlights, and vault stats — over a documented Supabase/Postgres schema.

This is the MCP layer from YouBank, Daz Alderson's personal AI vault for YouTube + article + Reddit + podcast ingestion. The vault itself (Next.js app, enrichment pipeline, sync jobs) lives in a private repo. This MCP server is published as:

1. The interface any MCP client (Claude Desktop, Cursor, Cline, Claude Code, etc.) uses to read Daz's vault, and
2. An open-source reference for anyone building their own personal-vault MCP — the schema, retrieval function, and tool surface are documented in full.

Heads-up: this server reads from a populated Postgres schema. The write path (ingestion, enrichment, embedding, atomic-note generation, entity extraction, co-occurrence) lives in the companion YouBank app, which is not open-source. If you want a working install with non-empty results, you'll need to either (a) point this server at a Supabase project where you've applied schema/ and populated rows yourself, or (b) seed it with schema/99_sample_data.sql to verify the tools work end-to-end. See docs/DEPLOY.md.

Tools

Name	Purpose	Inputs
youbank_hybrid_search	BM25 + cosine + RRF fusion over vault items + atomic notes. The primary "find stuff" tool.	query, optional top_n (max 25)
youbank_get_vault_item	Full row for one vault item by UUID. Transcript, key points, enrichment metadata.	item_id (UUID)
youbank_get_atomic_notes	All atomic claims extracted from one item — single-sentence factual statements with [@<seconds>s] source-timestamp pointers.	vault_item_id (UUID)
youbank_entity_neighbours	Top co-occurring entities for a named entity, ranked by co-occurrence weight.	entity_name, optional top_n (max 25)
youbank_get_highlights	User-curated transcript-segment highlights — the passages the human explicitly flagged as important.	optional item_id, category, since (ISO), limit (max 200)
youbank_vault_stats	Singleton stats row from a materialised view — total items, enriched count, atomic-note count, active-entity count.	(none)
youbank_get_patterns	Synthesised patterns — claims observed across multiple sources, lifted into a higher-confidence layer above raw atomic notes. Each reports occurrence_count, source_diversity, avg_confidence.	optional query, min_occurrence, since (ISO), limit (max 100)

All tools are read-only. There are no write tools.

Install (for use with Claude Desktop / Cursor / Cline)

1. Provision Postgres

Apply the schema from schema/ to a Supabase project (or any Postgres 15+ with the vector and pgcrypto extensions available):

# Concat the schema files and run them in order:
cat schema/*.sql | psql "$DATABASE_URL"

Or via the Supabase SQL Editor: paste each file in order, execute.

To verify the tools return non-empty results before pointing an MCP client at the server, also run schema/99_sample_data.sql to seed two sample vault items, atomic notes, entities, and a highlight.

2. Build the server

git clone https://github.com/Dalydoo/youbank-mcp.git
cd youbank-mcp
npm install
npm run build

This produces dist/index.js — the stdio MCP binary.

3. Smoke-test

export YOUBANK_SUPABASE_URL="https://<project-ref>.supabase.co"
export YOUBANK_SUPABASE_SERVICE_ROLE_KEY="<service-role-key>"
npm run smoke

Expected output:

smoke: initialize OK
smoke: tools/list OK (7 tools: youbank_hybrid_search, youbank_get_vault_item, ..., youbank_get_patterns)
smoke: tools/call youbank_hybrid_search OK
smoke: tools/call youbank_vault_stats OK
smoke: OK

If you applied 99_sample_data.sql, youbank_hybrid_search will return the two seed items; youbank_vault_stats will report non-zero counts.

4. Wire into your MCP client

Claude Desktop — edit claude_desktop_config.json:

• macOS: ~/Library/Application Support/Claude/claude_desktop_config.json
• Windows: %APPDATA%\Claude\claude_desktop_config.json
• Linux: ~/.config/Claude/claude_desktop_config.json

{
  "mcpServers": {
    "youbank": {
      "command": "node",
      "args": ["/absolute/path/to/youbank-mcp/dist/index.js"],
      "env": {
        "YOUBANK_SUPABASE_URL": "https://<project-ref>.supabase.co",
        "YOUBANK_SUPABASE_SERVICE_ROLE_KEY": "<service-role-key>"
      }
    }
  }
}

Restart Claude Desktop. In a new chat, ask "what youbank tools do you have?" — Claude should list all seven youbank_* tools.

Cursor / Cline / Claude Code — same shape, written to the host's MCP config (.cursor/mcp.json, .cline/mcp_settings.json, or .mcp.json).

Environment variables

Var	Required	Fallback	Purpose
YOUBANK_SUPABASE_URL	yes	NEXT_PUBLIC_SUPABASE_URL	Project URL of the Supabase/Postgres backend
YOUBANK_SUPABASE_SERVICE_ROLE_KEY	yes	SUPABASE_SERVICE_ROLE_KEY	Service-role key — required because yb_atomic_notes / yb_entity_relations are service-role-only by design

The server has no API keys of its own and makes no outbound HTTP calls beyond the configured Supabase project. The hybrid-search RPC uses a local 384-dim embedder (@xenova/transformers running MiniLM-L6-v2) — first call downloads ~46MB to ~/.cache/transformers, subsequent calls inference in ~50-100ms.

Architecture

┌────────────────────┐    stdio JSON-RPC    ┌────────────────────┐
│  MCP client        │  ───────────────▶    │  youbank-mcp       │
│  (Claude Desktop,  │                      │  ─ index.ts        │
│   Cursor, Cline,   │  ◀───────────────    │  ─ tools/*.ts      │
│   Claude Code)     │   tools, results     │  ─ db/*.ts         │
└────────────────────┘                      └──────────┬─────────┘
                                                       │
                                                       │ supabase-js
                                                       ▼
                                            ┌─────────────────────┐
                                            │  Supabase / Postgres│
                                            │  ─ yb_vault_items   │
                                            │  ─ yb_atomic_notes  │
                                            │  ─ yb_entity_*      │
                                            │  ─ yb_highlights    │
                                            │  ─ yb_patterns      │
                                            │  ─ yb_vault_stats_mv│
                                            │  ─ yb_hybrid_search │
                                            └─────────────────────┘

Hybrid search fuses four candidate sources via Reciprocal Rank Fusion (RRF, k=60 per Cormack et al. 2009):

1. Metadata FTS — yb_vault_items.search_vector (title + summary + category + channel)
2. Transcript FTS — yb_vault_items.transcript_tsv
3. Vault-item cosine — yb_vault_items.embedding via pgvector HNSW
4. Atomic-note FTS — yb_atomic_notes.atomic_claim_tsv, rolled up to parent vault item

Each sub-source caps at top-50; RRF fuses, returns top-N.

Schema overview

See docs/SCHEMA.md for the full table reference. Quick map of what each tool reads:

Tool	Tables / Functions
youbank_hybrid_search	yb_hybrid_search() RPC → yb_vault_items
youbank_get_vault_item	yb_vault_items (full row)
youbank_get_atomic_notes	yb_atomic_notes
youbank_entity_neighbours	yb_research_entities, yb_entity_relations
youbank_get_highlights	yb_highlights joined to yb_vault_items
youbank_vault_stats	yb_vault_stats_mv (materialised view)
youbank_get_patterns	yb_patterns (via yb_patterns_search RPC)

Cost model

MCP-spawned Claude Desktop / Cursor / Cline calls bill against the host client's plan, not against this server. This server has zero marginal API spend — it issues no outbound LLM calls. The only outbound network traffic is Supabase REST calls plus the one-time ~46MB MiniLM model download to ~/.cache/transformers.

Status

• v0.1.0 — seven read-only tools, stdio transport.
• Companion app (YouBank vault) is private; the schema and tool interface are open.
• No write tools planned for v0.x — write paths belong in the companion app where enrichment and validation happens.

License

MIT © Daz Alderson