A sidecar-daemon + MCP bridge designed to give CLI/IDE-based AI agents (Claude Code, Codex, etc.) deep access to a project's filesystem, git state, and source code without paying the per-call fork/exec tax of traditional shell-tool wrappers.

Significant wins across both major agents measured on 2026-04-21 (analysis of openai/codex@rust-v0.122.0).

• −44 % Wall-clock (209s → 117s)
• −66 % execve calls (64 → 22)
• −64 % Input tokens (1.9M → 0.7M)

• −5 % Wall-clock (even on cold pass)
• −82 % execve calls (85 → 15)
• −14 % Output tokens

Warm-cache bonus: Re-running tasks on a resident daemon saves an additional 650k–950k tokens per pass via tree-sitter parse and grep result caching.

There is now a matching Claude Code twin benchmark under bench/claudecode-forkexec/: same target workload, but three passes (baseline, cold mcp-cli, warm mcp-cli) so the daemon's cross-session cache payoff is visible too. The Codex run above is still the headline result in the README; the Claude Code twin broadens the measurement surface beyond a single agent and is the next place to fold into the top-level story.

+---------------------+         stdio (MCP)         +----------------------+
|  Claude Code /      | <-------------------------> | mcp-cli-bridge       |
|  Codex / IDE        |                             | (MCP stdio server)   |
+---------------------+                             +----------+-----------+
                                                               |
                                              UDS + length-prefixed JSON-RPC
                                                               |
                                                    +----------v-----------+
                                                    | mcp-cli-daemon       |
                                                    |  - mmap VFS          |
                                                    |  - libgit2           |
                                                    |  - grep-searcher     |
                                                    |  - (future) tree-    |
                                                    |    sitter, LSP       |
                                                    +----------------------+

• crates/protocol - shared JSON-RPC request/response types between bridge and daemon.
• crates/daemon - long-lived mcp-cli-daemon process that owns the project. Listens on a Unix Domain Socket and exposes in-process tools:
  • fs.read - mmap-backed file read (no read(2) per call).
  • fs.snapshot / fs.changes - incremental sync. The daemon runs an inotify (Linux) / FSEvent (macOS) watcher with a gitignore-aware filter, maintains a monotonic version cursor, and returns coalesced created/modified/removed events since a client-supplied version. If the client falls too far behind, the response sets overflowed: true so the client can re-scan instead of silently missing events.
  • git.status - libgit2 status (no git fork/exec).
  • search.grep - ripgrep's grep-searcher library over the project tree.
• crates/mcp-bridge - small mcp-cli-bridge stdio binary that the agent spawns. Translates MCP tools/call requests into UDS calls. Cheap to spawn, but the heavy state stays in the daemon.

Every traditional shell-wrapped tool call (cat, git status, rg ...) costs a fork + exec + page-table setup + library loading + syscall stream + tear down. For an agent that issues hundreds of small reads per task, that's dominated by kernel overhead, not useful work. By keeping a single hot daemon:

• File reads come from an mmap already in the page cache - the kernel only pages in on misses; no per-call read syscall stream.
• Git, search, and (planned) parse operations stay in-process, so the kernel sees one long-lived process instead of thousands of short-lived ones.
• The bridge stays tiny and the per-call cost is a UDS round-trip on a single pre-warmed socket.

This is the foundation for later layers (incremental inotify diffs, tree-sitter indexing, language-specific backends like clangd / rust-analyzer reuse).

cargo build --release

Artifacts under target/release/: mcp-cli-daemon, mcp-cli-bridge, and the mcp-cli installer.

One-command registration for the agents the installer knows about:

# Claude Code + Codex at once (auto-spawns the daemon on first tool
# call; no always-on process needed).
target/release/mcp-cli install

For codex specifically, also pass --prefer-mcp so codex actually routes through the daemon instead of preferring its own built-in Bash (this is the configuration the headline numbers were measured under):

target/release/mcp-cli install --target codex --prefer-mcp

--prefer-mcp writes [features] shell_tool = false to ~/.codex/config.toml (so codex stops emitting Bash tool calls for cat / rg / git / etc.) and sets per-tool approval_mode = "approve" for every mcp-cli tool (so codex doesn't prompt for approval in non-interactive codex exec).

Without --prefer-mcp, codex still mounts mcp-cli but keeps reaching for Bash — see the v1 benchmark writeup for evidence.

The daemon auto-spawns per project root on the bridge's first connect and idle-exits after 30 min of inactivity; you don't need to run anything by hand. To always keep one resident, see doc/services/.

See doc/ROADMAP.md and doc/TODO.md.

• Done (M0–M6 + parts of M7) — Daemon/Bridge skeleton, incremental watch sync, tree-sitter indexing (rust, python, c, cpp, ts, go), drop-in mcp-cli install, per-cwd auto-spawn, reconnect-on-dead, mimalloc + buffer pooling, full M5 performance benchmarks, and git.log / git.diff RPCs.
• In Progress (M7) — Token-killer compaction (?compact on git.status, search.grep, fs.scan; ?strip_noise on fs.read), metrics telemetry, and the generic tool.run wrapper.
• Open (M8–M10) — Write-path with optimistic concurrency (fs.apply_patch), advanced structural tools (dependency graphs, dynamic folding), and deep git/process management.