A minimal YAML-frontmatter + markdown-body card substrate for agentic and human knowledge work.
Cards live as .md files in a directory under git. A derived SQLite index at ~/.cache/mddb/ provides fast structured + full-text queries. Rationales live in commit messages. The substrate has no domain knowledge — flat YAML. The substrate filing vocabulary is id, title, summary, relpath, and tags (structures the substrate provides; the names are user choice). Anything heavier is layer code or an agent reasoning in a REPL.
import mddb
db = mddb.MDDB.init("~/my-mddb") # or mddb.MDDB(path) to open an existing one
with db.editor(rationale="bought today") as editor:
card = editor.create(
title="Shed inventory",
summary="Tools and equipment kept in the shed.",
tags=["shed"],
yaml={"location": "shed"},
body="A wheelbarrow.",
)
# read by id
card = db.read(card.id)
# mutate and write back
card.yaml["location"] = "barn"
with db.editor(rationale="moved to barn") as editor:
editor.update(card, summary="Tools and equipment, moved to the barn.")db.editor() is the only mutation primitive. Batch many mutations into one commit + one SQLite transaction. A body exception inside the with block discards the buffer; on-disk state is unchanged.
with db.editor(rationale="bulk import") as editor:
for item in ["fridge", "shed", "loft"]:
editor.create(title=item.title(), summary=f"contents of the {item}")
# full-text via raw SQL — no DSL
ids = [r[0] for r in db.conn.execute(
"SELECT id FROM entries WHERE rowid IN "
"(SELECT rowid FROM entries_fts WHERE entries_fts MATCH ?)",
("wheelbarrow",),
)]
# history
for commit in db.history(card.id):
print(commit["sha"][:7], commit["message"])See CLAUDE.md for the philosophy and the SQLite schema, src/mddb/schema.sql for the schema itself.
For cross-process agents (Codex, Clawde), the mddb[mcp] extra ships a FastMCP
server. One server serves many decks — each tool call passes the deck path.
pip install mddb[mcp]
claude mcp add mddb -- mcp-mddbTwo tools: read(deck, op=list|get|history|query|blob, ...) and
editor(deck, rationale, ops) (a JSON-array of operations applied as one
commit). For example, read(deck="/home/me/finance", op="list") or
editor(deck="/home/me/home", rationale="...", ops='[{"op":"create",...}]').
A non-existent/non-deck path errors clearly rather than reading empty; bootstrap
a new deck with editor(deck, rationale, ops='[{"op":"init"}]'). The core
import mddb does not pull in the MCP dependency.
Prototype. Single-writer. Linux only.