mallory-grapher
Click on "Install Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@mallory-grapherstart a headless session and compute 5 * 7 = ?"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
mallory-grapher
A headless, DOM-less session runtime for the mallory family's reactive
compute graph (CellGraph), agent-drivable over MCP.
Why this exists
mallory-graph's in-page WebMCP tools (useCellGraphTools:
${prefix}_list_cells/get_cell/set_cell) already let an agent drive a
live, reactive CellGraph — but only from inside a rendered browser tab.
The server-side MCP endpoint mallory-graph ships today (mallory-mcp,
packages/mcp in mallory-plus) only covers stateless math tools
(Symbolic eval, guarded tensor/linalg) plus read-only, serialized
gallery access (gallery_list/gallery_get read NotebookState.blocks[]
JSON — no computed/derived-cell evaluation, no reactivity).
Real session parity — "an agent could run an entire modeling session headlessly" — means running the reactive compute graph itself server-side, with no DOM/React tree at all. That's a materially different, bigger project than either of the above, so it lives here instead of inside mallory-graph.
Split out of mallory-graph#163
after that issue's own audit trail: a feasibility spike
(cell-graph-headless-spike.test.ts) already confirmed CellGraph itself
has zero window/document references — set/define/get/
subscribe/subscribeAll are plain data-structure + closure code. What
doesn't exist yet is the actual session API around it.
Related MCP server: chuk-mcp-runtime
Relationship to mallory-graph
Optional, not coupled. mallory-grapher does not depend on
mallory-graph, and mallory-graph does not need to depend on
mallory-grapher to function. mallory-graph may choose to mount a
mallory-grapher-backed MCP route the same way it mounts mallory-mcp
today (src/routes/api.mcp.ts) — a separate integration issue, not a
prerequisite for this repo to exist or ship v1.
Concretely, this repo owns:
The headless session runtime (open a session, drive its cells, read results) — no rendering, no React, no DOM.
An MCP tool surface over that runtime.
It deliberately does NOT own:
Canvas/WebGL rendering — session parity is about the same get/set/list contract WebMCP already gives an in-page agent, not pixels.
mallory-graph's specific panel components, gallery storage, or UI.
What's known so far (carried over from #163's audit)
CellGraph's core (cell-graph.tsin mallory-graph, ~500 lines) has no structural blocker to running headless — proven empirically, not just asserted.Most panels'
useXGraph()seed step readswindow.location.hash/getComputedStylefor URL-state hydration and theming. Both are already guarded withtypeof window !== "undefined"checks (existing SSR-safety code), so they degrade gracefully rather than crash — but a real agent-drivable session needs a way to seed state from something other than a browser's URL bar (an MCP tool argument, presumably).Write-path auth precedent: mallory-graph's
gallery_savetool (#163 item 1, shipped) is gated OFF by default behind an explicit env var (MALLORY_GRAPH_ENABLE_MCP_WRITE=1), mirroringllmtm'sLLMTM_HUB_ENABLE_*convention. A session-runtime write surface should follow the same default-off, explicit-opt-in posture.
Status
v1 implemented. docs/design.md is the settled design; the session runtime, op catalog, MCP tool surface, and both transports are built and tested.
Usage
# stdio (the transport MCP hosts speak natively -- e.g. `claude mcp add`)
npx mallory-grapher
# Streamable HTTP on http://localhost:3920/mcp (or a custom port)
npx mallory-grapher --http
npx mallory-grapher --http 8123Tools: session_open (kind generic or graph-theory), session_close,
session_list, session_set_cell, session_get_cell,
session_list_cells, session_define. Computed cells are declared as
JSON define-specs over a server-side op catalog (math_eval,
graph_parse_edge_list, graph_analyze, graph_bfs/dfs/dijkstra)
with {"$cell": "name"} live references — see
docs/design.md §5.
Resource guards default modest and are overridable:
MALLORY_GRAPHER_MAX_SESSIONS (16), MALLORY_GRAPHER_MAX_CELLS (512),
MALLORY_GRAPHER_EVAL_BUDGET_MS (250), MALLORY_GRAPHER_MAX_PAYLOAD_BYTES
(262144).
Maintenance
Resources
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