Persistent, local, cross-IDE memory for AI agents — markdown source of truth, LanceDB-powered semantic search, zero cloud dependency
概览
1.2.0 (2026-09-16) · companion GUI 1.2.0 (unified numbering) Stop re-explaining your architecture to Cursor, Zed, and Claude Code and other IDEs every single session. You're developing a single project but switching between different agents — Cursor, Zed, Claude Code, OpenCode, etc. Every one of them loses context of architectural decisions, system requirements, and user preferences the moment you close the tab. You end up re-explaining the same things over and over, or copy-pasting a stale CLAUDE.md between tools. bridges this gap: a single, isolated, centralized Markdown vault — perfectly structured for LLM consumption — that any MCP-compatible IDE can read from and write to. turns your vault into a visual workspace — full graph editor, per-project Git & GitHub sync, one-click Doctor repair, and an AI-assisted Wiki generator (bring your own key). One-time desktop app, works on top of everything below. The MCP server stays 100% free and standalone either way.
README
The Problem
You’re developing a single project but switching between different agents — Cursor, Zed, Claude Code, OpenCode, etc. Every one of them loses context of architectural decisions, system requirements, and user preferences the moment you close the tab. You end up re-explaining the same things over and over, or copy-pasting a stale CLAUDE.md between tools.
RMS Memory MCP bridges this gap: a single, isolated, centralized Markdown vault — perfectly structured for LLM consumption — that any MCP-compatible IDE can read from and write to.
🖥️ Prefer a GUI over raw Markdown?
RMS Memory GUI turns your vault into a visual workspace — full graph editor, per-project Git & GitHub sync, one-click Doctor repair, and an AI-assisted Wiki generator (bring your own key). One-time desktop app, works on top of everything below. The MCP server stays 100% free and standalone either way.
✨ Key Features
| 🗂️ Global Centralized Vaults | Project context lives outside your repo — zero .mcp file pollution. |
| 🔍 Hybrid Retrieval (LanceDB) | Embedded Vector Search + Tantivy Full-Text Search for zero-fail context hits. |
| 🌐 Multilingual Semantic Parsing | fastembed-rs + multilingual-e5-small — native Russian & English understanding. |
| 🌳 AST Markdown Chunker | pulldown-cmark-based chunking keeps code blocks and lists bound to their parent heading. |
| 🧩 Semantic Code Memory | Optional Tree-sitter indexing for Rust, Go, JS/JSX, TS/TSX, Python, C/C++, Java, Ruby, Swift, and Vue `` blocks; stable segment identities and repeated preambles preserve context when large implementations split. Opt-in watch mode reindexes only dirty paths (with full-walk fallback). |
| 🕸️ Knowledge Graph (v1.2.0) | Durable Markdown/code relationships via MCP rms_graph (neighbors, path, snapshot, mutations) and optional search include_graph_neighbors. Companion GUI still owns the visual GraphView. |
| 🧹 Safe Project Lifecycle | Unregistering preserves vault/index data; permanent GUI deletion requires the exact project key, is confined to the master vault, and never touches source code. |
| 🔀 Federated Corpus Search | Search vault, code, or all; mixed results use Reciprocal Rank Fusion rather than incompatible raw vector distances. |
| 🎯 Bounded Recall (v1.0.7) | rms_search returns an inject/abstain envelope with max_chars, optional min_score, fail-closed errors, and retrieval_mode (hybrid or short-query fts_prefer). |
| ♻️ Knowledge Lifecycle | Frontmatter status / supersedes / temporal valid_* gate Lance recall; soft supersede via rms_write; Doctor freshness lint (7/7); rms-memory prune archives aged superseded notes (dry-run default). |
| 🔄 Session Continuity (v1.0.7) | Vault-backed checkpoints (rms_checkpoint_save/done/load/query), rms_overview project orientation, rms_system_instructions self-bootstrap, editor-agnostic rms-memory hook CLI, installer L3 thin adapters, and pinned notes that bypass temporal/min_confidence recall gates. |
| 🧭 Multi-project MCP routing (v1.0.8+) | Explicit project always rebinds the active vault; empty Cursor roots/list falls back to process cwd; injected rules require project: "" on every memory tool call; rms-memory inject-rules [--all] refreshes keys. |
| 🔗 Cross-project federated search (v1.0.9) | Pass projects: [key, …] to rms_search / rms_code_search for read-only RRF federation. Vault/all across multiple projects requires cross_project_vault=true on every listed key (hard fail otherwise). |
| 🧊 Concurrent bind cache (v1.0.9) | Up to 4 warm Store+watcher pairs (LRU); multi-root IDE sessions stop thrashing open/close. |
| 🧱 Cargo workspace (v1.0.9+) | rms-memory-{core,index,vault,cli} path crates under crates/; public umbrella rms-memory-mcp keeps stable module paths for the GUI. cli hosts cycle-free gc/prune (1.1.1). See docs/crate-split.md. |
| 📦 Unified Releases | Public assets use rms_memory_mcp__.* / rms_memory_gui__* on the same vX.Y.Z tag (MCP + GUI share numbering). Unversioned names are no longer published. |
| ⚙️ Dynamic Auto-Installer | rms-memory install scans your system and wires itself into every supported IDE. |
| 📜 Rules-as-Code Patching | Non-destructive AST patching of .cursorrules, .zed/assistant.md, etc. Opt-in by default. |
| 🧪 Durable Vault Writes | rms_write creates rolling .bak backups and atomically replaces create/replace targets after fsync, so interrupted writes never expose a truncated Markdown file. Optional dry_run previews create/update/noop without touching disk or the index (fingerprint ignores volatile audit stamps). |
| 📜 File git history (v1.1.2) | Derived code_path file→commit cache (rms_file_history / rms-memory file-history); agents should not shell git log. Optional search include_file_history attaches the last 3 commits per code hit (not with federated projects). |
| 📚 Canonical Wiki Isolation | Generated /wiki/** stay Git-synchronized but are excluded from indexes/search/watchers/graph/packs; MCP write and canonical DocumentService also reject wiki paths (wiki-safe writers only). |
| 🛡️ Ten-Point Resiliency | GC, background sync, write-guard snapshots, macOS sandbox bypass, llms.txt export, path traversal + injection protection, zombie prevention, graceful shutdown. |
| 🔒 Security Hardened | Panic-free database layer, symlink traversal blocked, JSON-RPC error responses, request size limits. See SECURITY.md and NOTICE. |
| 🧠 Audit Metadata | Every record auto-receives last_modified_by, timestamp, confidence, source — agents can filter by reliability. |
| 🔀 Multi-Scope | --scope flag supports arbitrary identifiers beyond filesystem paths (thread IDs, lead IDs, etc.). |
| 🖥️ Optional Companion GUI | Paid Tauri desktop app: visual Markdown/graph editor, Git & Vault sync, Doctor dashboard, AI-assisted organizer/Wiki (BYOK), and cross-tool spend tracking — layered on top of the same vault, never required. See GUI-README.md. |
📦 Installation
Option 1: Homebrew (macOS Apple Silicon & Linux)
brew tap max-ramas/tap
brew install rms-memory-mcp
Installs a prebuilt binary — no Rust toolchain required. The formula updates automatically with every release.
Not covered by Homebrew: macOS Intel (dropped as of v1.0.1) and Windows (Homebrew doesn’t run there — use Option 2 or the
.zipbelow).
Option 2: GitHub release binary
Prebuilt binaries for aarch64-apple-darwin (Apple Silicon), x86_64-unknown-linux-gnu,
aarch64-unknown-linux-gnu, and x86_64-pc-windows-msvc are published on every
release, along with
.deb/.rpm packages for Linux. One-line installers auto-detect your architecture:
curl -fsSL https://raw.githubusercontent.com/max-ramas/rms-memory-mcp/master/scripts/install.sh | bash
irm https://raw.githubusercontent.com/max-ramas/rms-memory-mcp/master/scripts/install.ps1 | iex
Option 3: Build from Source
# 1. Clone the repository
git clone https://github.com/max-ramas/rms-memory-mcp.git
cd rms-memory-mcp
# 2. Build the optimized release binary
cargo build --release
# 3. Add the binary to your global PATH
cp target/release/rms-memory ~/.cargo/bin/
crates.io (cargo install)
As of 1.1.0+, tag push publishes only the umbrella crate rms-memory-mcp
to crates.io. Internal workspace members (rms-memory-core / index / vault /
cli) stay publish = false (path deps for local builds and the companion GUI).
Release packaging flattens those crates into a staging tree via
scripts/flatten-for-crates-io.py before cargo publish (as of 1.1.1 the
staging tree also inlines rms-memory-cli) — see
docs/crate-split.md.
cargo install rms-memory-mcp
# Prefer Homebrew or a GitHub release binary if you want a pinned installer.
Optional RMS Memory GUI installers
The companion RMS Memory GUI is a paid, optional Tauri desktop control plane: a visual Markdown/graph editor, per-project and Vault-wide Git/GitHub sync, a Doctor dashboard with one-click repair, an AI-assisted organizer and Wiki generator (bring your own key, proposal-only), and cross-tool spend tracking. The MCP server remains fully standalone: it does not require the GUI, an AI provider, or a GUI license to index, search, sync or serve MCP clients.
See GUI-README.md for the full feature breakdown, supported platforms, installer verification and release-distribution policy.
GUI source is private, but desktop installers are published as binary assets
on this repository’s GitHub Releases
under the matching v tag. Until Apple/Windows signing certificates
exist, macOS builds may be unsigned — see GUI-README.md for
Gatekeeper notes. The private GUI workflow transfers only the completed
.dmg, .msi/.exe, .AppImage, .deb, and .rpm installer files (plus
SHA256SUMS.txt when present). With updater signing enabled, the GUI pipeline
mirrors signed latest.json, companion .sig files, and macOS *.app.tar.gz
onto this public release (URLs rewritten to rms-memory-mcp; in-app Install
reads …/releases/latest/download/latest.json). It never mirrors GUI source,
build logs, credentials, or private GUI release archives.
The same publication flow runs for a v* GUI tag and for a manually dispatched,
version-validated GUI release.
🚀 Quick Start
The fastest way to get every IDE on your machine connected:
rms-memory install
This scans ~/.config/ and ~/Library/Application Support/ and hooks rms-memory directly into Cursor, Zed, Claude Code, OpenCode, and others — no manual JSON editing.
Generated Wiki namespace
The optional desktop GUI writes human-readable Wiki pages to /wiki/. RMS Memory MCP remains AI-free and treats this directory as generated output rather than canonical memory. A shared case-insensitive path policy (src/path_policy.rs, also reused by the GUI) excludes the entire namespace from Markdown/code indexing, vector and full-text retrieval, watchers, the durable graph and Wiki context packs. Write isolation matches that policy: rms_write requires .md and rejects wiki/**; canonical DocumentService list/read/write APIs exclude or reject wiki; Wiki page mutations use wiki-safe methods that skip memory audit-frontmatter injection. Linked-document link: resolution always re-checks that the canonical target stays inside the vault. Full or incremental sync removes legacy Wiki-derived records by path without deleting the files, and doctor reports the isolation state explicitly.
For virtual projects without a filesystem path (threads, leads, etc.), use --scope:
rms-memory --scope "thread:abc-123" serve
Use multiple isolated scopes
A scope is an isolation boundary for a vault and its index. Without --scope, RMS Memory uses the canonical current working directory; an explicit filesystem path addresses that same kind of project vault. Any other non-empty identifier creates an isolated virtual vault:
rms-memory serve # current project scope
rms-memory --scope "/home/user/my-project" serve # explicit project scope
rms-memory --scope "thread:abc-123" serve # virtual thread scope
rms-memory --scope "product:acme" serve # virtual product scope
For project knowledge plus per-thread history, query each scope explicitly and merge the results in the caller. RMS Memory intentionally does not mix scopes implicitly. Scope IDs may not be empty or exceed 512 characters; absolute and .//../ values are resolved as paths, while all other values are opaque identifiers.
When using min_confidence, start with an unfiltered search. Use 0.3–0.5 for broad refinement and reserve 0.7+ for verified canonical facts; records without a confidence value remain visible.
Configure your vault
The simplest way to configure the server is to run the interactive setup wizard. You don’t need to memorize any CLI flags — just run:
rms-memory config
(Alternatively, set the vault root directly with rms-memory config --vault-path ~/MyVaults/, then run rms-memory init in each repository you want to register.)
Register a repository explicitly from its root before connecting IDE agents:
cd /path/to/project
rms-memory init
This creates the project mapping in ~/.rms-memory/registry.toml and provisions its isolated, structured vault. Routine MCP discovery is read-only and fail-closed: it never creates a project from /, never falls back to a shared global vault, and never guesses between multiple registered projects.
~/MyVaults/
└── /
├── rules/
├── decisions/
├── architecture/
├── artifacts/
├── docs/
└── api/
Optional semantic code memory
Markdown memory remains the default corpus. Semantic source indexing is separate, supports all bundled language adapters, and never changes source files:
rms-memory reindex --code # build/update only derived code memory
rms-memory reindex --all # refresh Markdown vault + code memory
Registered projects support code_index_mode = "off" | "manual" | "watch"; the default is off. Set it from the project root with rms-memory config --code-index-mode watch (or add --scope ). watch is explicitly opt-in, coalesces supported source saves for three seconds, and reindexes only the dirty paths (try_index_code_paths) with a full-walk fallback when the index is cold, the dirty set is empty/oversized (>200), or the watcher channel overflows. Concurrent IDE processes share a completion marker so an unchanged workspace stays idle. Code search results include their source language.
Perf smoke for large fixtures: ./scripts/bench_large_vault.sh [notes] [code_files].
Language selection is project-scoped and defaults to every bundled adapter:
rms-memory config --code-languages auto
rms-memory config --code-languages go,typescript,tsx,vue
Supported names are rust, go, javascript, jsx, typescript, tsx, python, c, cpp, java, ruby, swift, and vue. Generated paths (node_modules, .next, .nuxt, target, vendor, and coverage) are always excluded. Ambiguous .h files are indexed as C exactly once; use .hpp, .hh, or .hxx for C++ headers. Vue indexes only inline JavaScript/TypeScript `` contents and maps results back to the .vue host file; templates, styles, script setup macros, and external src scripts remain outside v1.0.5 semantic extraction.
🛠 CLI Commands
| Command | Description |
|---|---|
rms-memory serve |
Starts the JSON-RPC stdio server (auto-triggered by your IDE). |
rms-memory init |
Registers a project into the global registry. --dry-run supported. --full forces creation of all IDE rule templates. |
rms-memory inject-rules [--all] |
Re-injects managed IDE rule blocks with the concrete registry project key (existing files only, unless --full). Use after template updates. Fail-closed: a single unregistered path is refused rather than injected with a guessed key — run init there first, or use --all to refresh every registered project. |
rms-memory import |
Scans for existing docs (README.md, docs/, ADR/) and imports them — interactively or via --auto-import. |
rms-memory install |
Hooks the server into supported IDEs. --dry-run supported. |
rms-memory uninstall |
Removes the server from all discovered IDE configurations. |
rms-memory doctor |
Runs 7-point vault health diagnostics. --repair-frontmatter safely repairs duplicate, missing, and known attached frontmatter IDs with backups; arbitrary invalid YAML is reported but never rewritten automatically. |
rms-memory config |
Without flags: prints global + current-project settings, then offers interactive global editing. Any flag runs non-interactively. Global: --vault-path, --auto-add, --inject-rules, --auto-import skip|link|import_organize|import, --max-backups N. Project (cwd or --scope ): --code-index-mode off|manual|watch, --code-languages auto|, --include , --exclude , --cross-project-vault true|false. |
rms-memory reindex [--vault|--code|--all] |
Refreshes Markdown memory (default), derived semantic code memory, or both. |
rms-memory sync |
Incremental LanceDB delete-then-insert sync (also runs automatically during serve). |
rms-memory gc |
Prunes orphaned LanceDB indices belonging to deleted vaults. |
rms-memory prune [--older-than-days N] [--apply] |
Archives superseded notes older than N days (default 30) under artifacts/pruned/YYYY-MM-DD/. Dry-run by default; never deletes. Distinct from gc (orphan DBs) and from supersession (lifecycle marking). |
rms-memory file-history catch-up|reindex|query |
Derived code_path git file→commit cache (Lance). reindex requires --project. Prefer MCP rms_file_history for agents. |
rms-memory features |
Live GUI/AI status banner + capability catalog (GUI/AI tags; soft yellow when GUI absent, gray when installed). Informational only — MCP core is never paywalled. |
rms-memory graph status|ensure|neighbors|path|snapshot|export-dot|… |
Durable knowledge graph (same actions as MCP rms_graph). Mutations require --project. |
rms-memory log |
Tails the telemetry log (~/.rms-memory/rms.log). |
rms-memory export-llms |
Compiles the current vault into a single llms.txt payload. |
rms-memory projects list |
Lists registered project keys and their code/vault paths. |
rms-memory projects locate --project |
Resolves one registered project key. |
rms-memory projects resolve-key --path |
Looks up the registry key for a code path (including post-migrate redirects). |
rms-memory projects migrate --project --to |
Moves/renames a registered project after the repo folder changed. Plans key rename, vault/db moves, and link: repairs; supports --dry-run, --no-repair-links, --strict-git. Prefer this over recreating .git or re-running init. |
rms-memory projects remove |
Removes an erroneous project registration while preserving its vault files. |
rms-memory hook --event |
Editor-agnostic continuity hook (session_start, pre_compact, session_stop); JSON on stdout. --project or unique cwd resolution (fail-closed); --apply creates/updates or closes a checkpoint. |
| All commands | Accept --scope to target arbitrary isolated vaults (threads, leads, etc.). |
🔌 MCP Tools Exposed
Tool descriptions are written to be action-oriented, so agents use the vault proactively without being asked.
The server resolves an explicit scope or legacy rootUri, then negotiates MCP roots/list. If a client exposes neither (or opens several registered roots), pass the short registry key in project; injected agent rules contain the correct key for that repository. rms_projects lists valid keys without requiring a bound workspace. An explicit project on any tool call always wins and rebinds the active vault — one long-lived MCP process can serve every registered project. Without project, ambiguity stays fail-closed (no silent pick-first).
To remove an accidental registration without deleting its Markdown vault:
rms-memory projects remove
If the repository folder was moved or renamed, do not recreate .git or
re-run init from scratch. Plan and apply a migrate instead:
rms-memory projects migrate --project --to /new/path/to/repo --dry-run
rms-memory projects migrate --project --to /new/path/to/repo
rms-memory projects resolve-key --path /new/path/to/repo
The CLI command projects remove is intentionally non-destructive. The companion GUI exposes a
separate Delete project and data action for permanent cleanup of the
registration, Markdown vault, and derived index. It requires typing the exact
project key and accepts only a dedicated child of the configured master vault;
the repository source path is explicitly excluded from deletion.
🏗 Architecture Highlights
🧩 Supported IDEs
| IDE | Auto-Install | Rules Injection |
|---|---|---|
| Cursor | ✅ | .cursorrules |
| Zed | ✅ | .zed/assistant.md |
| Claude Code | ✅ | .claude/CLAUDE.md |
| OpenCode | ✅ | — |
| Codex | ✅ | — |
| VS Code | ✅ | — |
| Antigravity | ✅ | — |
📄 License
MIT License — see LICENSE for details.
安装
This server does not publish a one-line install command.
Open the repository installation guide