oid-mcp

MCP server that gives AI agents eyes on OpenImageDebugger buffers in a live gdb/lldb session: list observable symbols at a breakpoint, view renderings, read exact values, dump lossless .npy copies, and mirror buffers into the human viewer.

⚠️ Experimental. This is a new, experimental feature — the control protocol, tool surface, and behavior may change without notice, and it is not yet covered by any stability guarantee. It is opt-in (OID_AGENT=1) and exposes debuggee memory to local processes; enable it only in trusted, local development. Feedback welcome.

How it works

Two cooperating pieces, connected over a localhost socket:

• The in-debugger endpoint (part of OID's oid.py, stdlib-only) starts inside your debugger's embedded Python when OID_AGENT=1 is set. It writes a per-session discovery file (host, port, random token) into a private per-user directory.
• The oid-mcp server (this package) is launched by your MCP client, reads the discovery file, connects with the token, and does the heavy lifting (decode, PNG rendering, stats, .npy) outside the fragile debugger process.

You run the debugger; the MCP client runs oid-mcp. They find each other through the discovery directory, so both must be able to read the same directory (see Troubleshooting).

Prerequisites

• A built and installed OpenImageDebugger with a deployed oid.py. See the top-level README's Building the Open Image Debugger.
• A debugger with embedded Python: gdb, or (on macOS) Homebrew lldb — the same debugger you already use with OID.
• uv — runs the server in a managed virtualenv, no manual pip install needed. Install with curl -LsSf https://astral.sh/uv/install.sh | sh (or brew install uv).
• An MCP-capable client (e.g. Claude Code).

Deploy

1. Verify the server launches (optional but recommended). From a shell:

   bash

   uv run --directory /path/to/OpenImageDebugger/resources/oidmcp oid-mcp
   

   The first run resolves mcp/numpy/pillow into a local venv. It prints an experimental/security warning to stderr and then waits for MCP traffic on stdin — that blocking wait means it started correctly. Press Ctrl-C to exit.

2. Register it with your MCP client. Every stdio MCP client uses the same mcpServers schema — only the file location differs. Each client spawns its own oid-mcp process, so you can register it in several clients at once; they all discover the same debug session.

   Claude Code — one-liner:

   bash

   claude mcp add oid -- \
     uv run --directory /path/to/OpenImageDebugger/resources/oidmcp oid-mcp
   

   or add it to .mcp.json:

   json

   {
     "mcpServers": {
       "oid": {
         "command": "uv",
         "args": ["run", "--directory",
                  "/path/to/OpenImageDebugger/resources/oidmcp",
                  "oid-mcp"]
       }
     }
   }
   

   Cursor — put the same entry in ~/.cursor/mcp.json (global, all projects) or <workspace>/.cursor/mcp.json (one project). Settings → MCP / Tools & Integrations → Add new MCP server opens that file. The tools are only usable from Cursor's Agent chat.

   json

   {
     "mcpServers": {
       "oid": {
         "command": "/absolute/path/to/uv",
         "args": ["run", "--directory",
                  "/path/to/OpenImageDebugger/resources/oidmcp",
                  "oid-mcp"]
       }
     }
   }
   

   Use an absolute command path in desktop editors. Cursor and other GUI IDEs do not inherit your shell PATH, so a bare "uv" often fails to launch. Use the output of command -v uv (e.g. /opt/homebrew/bin/uv with Apple-Silicon Homebrew). The same goes for any interpreter the client can't resolve on its own.

   Optional environment variables (set them on the server entry via your client's env field, and — for OID_AGENT_DIR — on the debugger too):

   Variable	Default	Purpose
   OID_MCP_MAX_BYTES	268435456 (256 MiB)	Reject buffers larger than this before transfer
   OID_AGENT_DIR	~/.oid-agent/ (%LOCALAPPDATA%\oid-agent on Windows)	Discovery directory shared by debugger and server

   Discovery location. The default directory is derived from your home directory (via the password database), so a GUI-spawned oid-mcp and a terminal debugger resolve the same path regardless of $TMPDIR/$HOME. To relocate it, set OID_AGENT_DIR in both environments to the same absolute path (~ is not expanded).

Use

1. Start the debugger with the endpoint enabled and OID loaded:

   bash

   OID_AGENT=1 gdb ./your-program
   (gdb) source /path/to/OpenImageDebugger/oid.py
   

   lldb works the same way:

   bash

   OID_AGENT=1 lldb ./your-program
   (lldb) command script import /path/to/OpenImageDebugger/oid.py
   

   (If oid.py is already in your ~/.gdbinit / ~/.lldbinit, just launch the debugger with OID_AGENT=1 in its environment.)

2. Run to a breakpoint. The endpoint activates and publishes its discovery file on the first stop. The OID viewer window also opens as usual — plot needs it, the other tools do not.

3. Drive it from the agent. A typical flow:

   text

   list_sessions()                       # confirm the server sees your debugger
   list_buffers()                        # what's observable at this stop
   view("frame")                         # look at the whole buffer
   view("frame", region=[100,100,64,64]) # zoom into a suspicious spot
   stats("frame")                        # min/max/mean/std, NaN/Inf/zero counts
   values("frame", x=100, y=100, w=4, h=4)  # exact numbers for a tiny crop
   dump("frame")                         # lossless .npy for offline analysis
   plot("frame")                         # mirror it into the human's viewer
   

   Every tool accepts session=<pid> to target a specific debugger when more than one is live; it defaults to the most recently started session.

Viewer sessions

The pixel tools (view, stats, values, dump, list_buffers) don't require a debugger at all. A viewer started standalone with the agent endpoint enabled:

OID_AGENT=1 oidwindow --open path/to/image.png

exposes the same endpoint even with no debugger attached, so an agent can inspect whatever a user currently has open in the viewer.

When a debugger did spawn the viewer, that viewer's session carries a debugger_pid back-pointer, so set_view/get_view accept either the viewer's own pid or its debugger's pid to address that window. (The pixel tools — view/stats/values/dump/list_buffers — prefer the debugger's own buffers when given a debugger pid, and fall back to the viewer only when there's no live debugger session.) list_sessions() reports the pairing (see below).

set_view/get_view always target a viewer (there's nothing to move in a debugger without one), resolved the same way: a viewer pid, or a debugger pid paired to a live viewer.

Tools

Notes

• The endpoint only starts when OID_AGENT=1 is set; it binds localhost with a per-session token (discovery files under ~/.oid-agent/, override with OID_AGENT_DIR). It exposes debuggee memory to local processes that can read those files — the same trust domain as your user account.
• Buffers transfer fully on first access per stop and are cached; the cap is OID_MCP_MAX_BYTES (default 256 MiB).
• The debuggee must be stopped for symbol evaluation; while it runs, tools return a retryable error.
• The viewer window still opens on the first debugger stop (normal OID behavior); plot requires it, the other tools do not.

Troubleshooting

• no live OID debug session found — the server can't see a session. Check, in order: OID_AGENT=1 was set in the debugger's environment; oid.py was actually sourced/imported; the debuggee has stopped at a breakpoint at least once; and the debugger and oid-mcp agree on the discovery directory. If they run under different TMPDIR values (common on macOS, where each process may get its own per-user temp dir), set OID_AGENT_DIR to the same absolute path on both sides.
• Refusing to read OID discovery files from … (stderr) — the discovery directory is a symlink, is not owned by you, or is group/world-accessible, so a token there can't be trusted. Point OID_AGENT_DIR at a private directory you own with mode 0700.
• The debuggee is running — pause at (or step to) a breakpoint; symbols can only be evaluated while stopped, then retry.
• Buffer exceeds the transfer cap — raise OID_MCP_MAX_BYTES (bytes) on the server entry, or narrow what you fetch.