local-memory-mcp

https://github.com/studiomeyer-io/local-memory-mcp

SQLite + FTS5 + BM25 ranking. Stores learnings, decisions with reasoning and alternatives , entities, observations. Loads context from last 3 sessions. Only server that captures why a decision was made + alternatives considered.

At a glance

Type
SQLite + FTS5 with decision-tracking
Tier
T2
Created
2026-04
Latest release
v1.0.7 2026-04-21
License
MIT
Pricing
free / open source (MIT); no paid tier
Funding
not applicable — not commercial

Taxonomy

storage
relational
retrieval
exact-match
persistence
long-term
update
overwrite
unit
fact
governance
inspectable
conflict
append

When to use

Optimised for: Claude-Code-native + MCP-portable memory

Anti-fit: not for non-Claude-Code clients (some are MCP-portable)

Pros & cons

Pros

Local-only MCP memory server — no cloud round-trip; fastest possible memory ops.

Cons

Local-only; no cross-device sync; smaller community.

Claims & capabilities

Zero config, no cloud, no API keys. npx @studiomeyer/local-memory-mcp .

Technical surface

API surface
searched not found
Backend storage
searched not found
Deployment
local — SQLite + FTS5; zero cloud dependency; no API keys required
Embedding model
searched not found
Multi-tenancy
searched not found
MCP
native (first-party)
A2A
not supported
OpenTelemetry
no

Similar systems

Other claude code memory mechanisms in the catalog, ranked by inbound references.

  • Official MCP Memory server T1

    Knowledge-graph-based persistent memory MCP server — the canonical reference implementation. npx -y @modelcontextprotocol/server-memory ; configurable via MEMORY_FILE_PATH .

  • Anthropic Auto Dream T1

    Background sub-agent in Claude Code that periodically scans ~/.claude/projects/<project>/memory/ + recent JSONL transcripts via grep, prunes stale notes, deduplicates, resolves contradictions, converts relative dates to absolute timestamps, and rewrites MEMORY.md (kept under 200 lines). Triggers automatically when 24+ hours elapsed AND 5+ sessions completed; manually via /dream.

  • Claude Code auto-memory T1

    Persistent file-based memory at ~/.claude/projects/<project>/memory/ with a MEMORY.md index plus typed memory files (user / feedback / project / reference). Loaded into context across sessions.

  • claude-brain T2

    Claude Code plugin packaging of Memvid (see Dedicated memory layers). Wraps the Memvid .mv2 single-file store as a slash-command-installable plugin so per-project memory becomes a git-committable file inside the repo.

  • Claude-CursorMemoryMCP T2

    FastAPI server. RBAC + API-key auth, encryption, backup/recovery, embedding pipeline with deduplication. Only server in this list with role-based access control over pgvector.

  • claude-mem T1

    Hooks into Claude Code's session lifecycle; compresses tool outputs into ~500-token observations via Claude's agent SDK. SQLite + FTS5 with optional Chroma vector. "Endless Mode" compresses in-flight to extend session length. Captures what the agent did , not just what the user typed.

Related systems

References (2)

Row last verified 2026-05-14. Catalog data is CC-BY-4.0 — see how to read this.