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th-memory-mcp

Adaptive Memory MCP server - SQLite-backed memory for OpenCode

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th-memory-mcp

npm version npm downloads License: MIT Node CI Version Sync

Listed on mcpservers.org th-memory-mcp MCP server – quality and maintenance score on Glama Th Memory MCP on mcprush

Requirements

  • Node.js 22.23.4+, 24.22.1+, or 26.12.1+ — patched releases only; the server uses Node-only APIs (better-sqlite3 native build, import.meta.url). Node.js 20 is EOL and unsupported. CI tests the minimum patched version of each supported line (22/24/26).
  • npm — for npm install, npm run build, npm test. No external services, accounts, or API keys — everything lives in a single local SQLite file.
  • OpenCode — the host that loads the MCP server and the auto-capture plugin (any build with MCP over stdio + plugins). The plugin uses node:sqlite on OpenCode Desktop/Node 22.5+ and falls back to bun:sqlite on the Bun-based CLI.
  • OS: Windows / macOS / Linux — cross-platform (Node); Windows: set MEMORY_DB_PATH with setx, macOS/Linux: export in your shell profile.

Security: Use a patched Node.js release — check your runtime with npx is-my-node-vulnerable. npm audit covers npm dependencies only, not Node.js core CVEs.

Quick Start

Fastest path: npm run quickstart (after cloning) builds, wires opencode.json, deploys the plugin, and sets MEMORY_DB_PATH — the steps below are the manual equivalent. npm alternative: npm install -g th-memory-mcp (or npx th-memory-mcp) and point mcp.command to th-memory-mcp instead of dist/index.js (plugin still from this repo; not on GitHub Packages anymore).

# 1. Clone and build
git clone https://github.com/worakorn-prince/th-memory-mcp.git
cd th-memory-mcp && npm install && npm run build
# 2. Share one DB between the server and the plugin
setx MEMORY_DB_PATH "$PWD/data/memory.db"      # Windows (PowerShell)
# export MEMORY_DB_PATH="$PWD/data/memory.db"  # macOS/Linux — add to your shell profile (~/.zshrc)
  • Merge this into ~/.config/opencode/opencode.json (replace <REPO> with the absolute clone path; ready-made block in opencode.example.json). MEMORY_DB_PATH must be the SAME file for server and plugin — a system/user-level env var covers both; environment below covers the server only. Example rules: AGENTS.memory.example.md (attachable at project level).
{ "instructions": ["<REPO>/AGENTS.memory.example.md"],
  "mcp": { "memory": { "type": "local", "command": ["node", "<REPO>/dist/index.js"], "enabled": true, "environment": { "MEMORY_DB_PATH": "<REPO>/data/memory.db" } } } }
  • (Optional) Auto-capture: copy src/plugin/learning-capture.ts → ~/.config/opencode/plugins/
  • Restart OpenCode (config loads at startup only), then try: "Remember that I prefer pnpm" → new session → "What package manager do I prefer?"

If startup reports Failed to load plugin ... Received protocol 'bun:', you copied an older plugin. Re-copy the current src/plugin/learning-capture.ts; it loads node:sqlite first and only falls back to bun:sqlite under Bun.

Architecture

OpenCode loads the plugin learning-capture (Node/Bun) — auto-captures prompt/tool/error into the DB, injects the profile on compaction — and the MCP server th-memory-mcp (Node stdio) exposing the 16 tools on that same SQLite DB; global rules (memory-protocol.md) teach the AI to use them.

Why th-memory-mcp?

  • Context-based learning, not fine-tuning — captures your preferences, corrections, and habits, then recalls them next session; no data leaves your machine.
  • 100% local & private — one SQLite file, no cloud, no external API; secrets (api_key=, password:, token) filtered before storage.
  • Low overhead & resilient — tool calls are capped (latency < 10 ms, bounded output) and degrade gracefully if the DB is unavailable.
  • Open & extensible — MIT licensed; 16 documented tools, rule-based distill, auto-capture plugin; Node + better-sqlite3 only (no extra native extensions).

Highlights

  • Structured memory — preferences with confidence scoring plus lesson records (situation → mistake → correction), not just flat facts.
  • Lifecycle, temporal & conflict-aware — states (active/stale/superseded/archived), confidence/importance/salience scoring, per-type decay, validity intervals for point-in-time truth and supersession chains; duplicate/contradiction resolution keeps both sides of ambiguous evidence.
  • Hybrid retrieval — get_context blends FTS5 keyword search with dependency-free lexical fuzzy matching (hashed n-gram similarity, 512-dim FNV-1a) via RRF fusion, then assembles a token-budgeted context with optional memory-graph expansion.
  • Consolidation — clusters similar memories into derived ones with full provenance (derived_from links).
  • First-class Thai / i18n — Thai-aware tokenization in distill; Thai and English accepted interchangeably.

Works with other harnesses

A standard MCP server: 16 tools anywhere MCP-over-stdio works; all harnesses share one SQLite file via MEMORY_DB_PATH. Auto-capture needs a hook runtime (built into OpenCode, bridged for Claude Code).

FeatureOpenCodeClaude CodeQwen CodeCodexCursor
16 MCP tools✅✅✅✅✅
Auto-capture (background)✅ plugin✅ hooks⚠️ adapter❌ manual❌ Rules
Profile injection✅ compaction✅ UserPromptSubmit❌ get_profile❌ get_profile❌ get_profile
Lexical fuzzy matching✅ (v2.0)✅ (v2.0)✅ (v2.0)✅ (v2.0)✅ (v2.0)

Scripts

CommandDescription
npm run buildcompile TypeScript → dist/
npm startrun the MCP server (stdio) from dist/index.js
npm run distillinteractions → profile sections + prune old data (RETENTION_DAYS, default 30)
npm testbuild + full suite (32 files, 75 tests)
node test/<name>.test.mjsrun one suite: capture, distill, lifecycle, temporal, conflict, retrieval, graph, context, consolidation, benchmark, security
node test/smoke.mjsend-to-end smoke test over JSON-RPC (16 tools)

Tools (16)

ToolDescription
rememberupsert preference (category+key); re-save +0.1 confidence (cap 1.0)
recallsearch preferences + lessons (FTS5) + recent matching interactions — run before a new task
get_profileprofile sections + top preferences + 5 most recent lessons
save_lessonrecord a lesson from a correction (situation / mistake / correction)
search_historysearch past prompts by keyword (200-char snippets)
forgetdelete one row (preference/lesson/interaction) by id (+type avoids cross-table id clash)
memory_statscounts by kind, DB size, oldest/newest interaction, profile sections
get_recent_interactionsrecent raw interactions (filter by kind) — Smart Distill feedstock
export_memoryexport to JSON under data/exports/ only (filename auto-sanitized)
get_contexttask-relevant memories via hybrid retrieval (+ graph expansion), token-budgeted
consolidatecluster similar memories via embedding similarity; optionally create derived memories linked via derived_from
link_memorytyped link between two memories: supports/contradicts/supersedes/derived_from/related_to/caused_by/depends_on
merge_memorymerge a duplicate into canonical memory (source superseded; provenance in metadata.merged_from)
update_memoryupdate fields in place, or create a superseding memory when content changes (supersede=false edits in place)
import_memoryimport from JSON (validates type, dedupes, never overwrites blindly); dry-run by default, apply=true to insert
extract_memoriesscan recent interactions for memory-intent phrases, propose candidates (deterministic, no LLM); dry-run by default, apply=true to create (source=captured)

CLI (th-memory)

BinaryEntryPurpose
th-memory-mcpdist/index.jsMCP server (stdio) — the 16 tools above
th-memorydist/cli.jszero-dep local CLI (same DB via MEMORY_DB_PATH)

Usage: th-memory [--db <path>] [--json] [--plain] <command> [options] — per-command help via th-memory <command> --help. highlight/recall --highlight: matches underlined (ESC[4m) on a color TTY, else [mem]…[/mem] markers (piped, --plain, --json).

FlagEffect
--db <path>use this SQLite file (sets MEMORY_DB_PATH)
--jsonprint JSON {ok,data} instead of plain text
--plain / --no-colordisable colors
-h, --help / -V, --versionshow help / print version
CommandUsage
rememberremember --category <c> --key <k> --value <v|-> — save a preference (--value - reads from stdin)
recallrecall <topic> [--limit <n>] [--highlight] — search memory
forgetforget <id> [--type <t>] — delete by id (t: memory|preference|lesson|interaction)
exportexport [--include-interactions] [--filename <n>] — export to data/exports/*.json
importimport (--file <p>|--json <s>) [--apply] [--user-id <id>] — import backup (dry-run by default)
statsstats — memory statistics
profileprofile — distilled user profile
historyhistory [--query <q>] [--limit <n>] — search past prompts (no query = recent prompts)
recentrecent [--limit <n>] [--kind <k>] — recent interactions (k: prompt|tool_call|error)
highlighthighlight [text...] -q <topic> [--limit <n>] — highlight topic matches (empty text = stdin pipe)
th-memory remember --category coding_pref --key package_manager --value pnpm
th-memory recall pnpm --limit 5
echo "I prefer pnpm for installs" | th-memory highlight -q pnpm

Daily usage

The AI accepts Thai and English interchangeably; long-term care: npm run distill summarizes stats and prunes interactions older than 30 days.

  • "Remember that..." → remember — save a preference
  • "Summarize memory" / "distill memory" → Smart Distill — AI reads get_recent_interactions, finds patterns, saves insights itself
  • "How is my memory?" / "memory status" → memory_stats
  • "Export memory" / "backup memory" → export_memory
  • "Search history..." → search_history · "Forget..." → forget

data/ structure

data/
├── memory.db          # SQLite (WAL mode) — main DB (+ .db-wal, .db-shm); path overridable via MEMORY_DB_PATH
└── exports/           # JSON files from export_memory (writeable only in this dir)
# everything in data/ is git-ignored

Known Limitations

  • No encryption at rest — data/memory.db is plain, unencrypted SQLite (WAL mode, better-sqlite3); "100% local & private" means no cloud/network exfiltration, not encrypted at rest — anyone with filesystem access can read it. For sensitive data: OS full-disk encryption (BitLocker / FileVault / LUKS) or an opt-in SQLCipher build (native rebuild + key management); no in-code encryption by default (src/db/index.ts documents this).
  • Single-user, no auth layer (Batch B-3) — userId / sessionId / projectId are caller-supplied with no authentication or authorization check inside the server; scope isolation (retrieval, get_context, graph, consolidate, link_memory, merge_memory) binds only to caller-sent values, so any scope is readable/writable by passing a different id. Suitable for a single-user local process; do not share one server/DB across untrusted users without an auth layer in front enforcing the correct userId (projectId / sessionId). No auth is built in by design.

License

MIT © 2026 worakorn-prince — see LICENSE for the full text.

FAQs

Package last updated on 23 Oct 2026

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