Local-first, durable memory for AI coding agents using SQLite and semantic deduplication over MCP.
Copy the AI prompt to install this server into Claude Code, Cursor, or another agent — or use 1-click editor setup below.
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💡 Paste the JSON block into your client's configuration file under mcpServers, then restart the application.
Inspect callable tools, capabilities, and parameters exposed to AI agents by Yggdrasil.
Stop re-explaining your project to every new AI session.
One local memory for Claude Code, Codex, and every MCP agent — shared across sessions, tools, and projects. Zero dependencies. Nothing leaves your machine.
Install · How it works · Numbers · Compare · FAQ
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Every new chat, your AI forgets. You re-explain the project, the decisions, the gotchas — every time, in every tool. Yggdrasil is a tiny always-on memory that any agent plugs into. Open a new session, in any project, with any AI, and it already knows what you decided, what broke, and what's still open.
No "let me remind you what we did yesterday." It's just there.
Two commands, inside Claude Code (the plugin launches via uv):
The engine lazy-starts on first use and generates its own local token — no API key, no cloud, nothing to configure. Codex and Cursor use the same flow.
| Host / tool | Command |
|---|---|
| uvx (recommended CLI) | uvx --from yggdrasil-memory ygg install |
| npm / npx | npx yggdrasil-memory install |
| pipx | pipx install yggdrasil-memory && ygg install |
| pip | pip install yggdrasil-memory && ygg install |
| Homebrew (macOS) | brew install VonderVuflya/tap/yggdrasil && ygg install |
| Claude Desktop (app) | drag the .mcpb from the latest release onto Settings → Extensions, paste your token (ygg token) — the desktop app then shares the same memory as your CLI agents (guide) |
| from source | uvx --from git+https://github.com/VonderVuflya/yggdrasil.git ygg install |
ygg install is a one-time guided setup: it installs an always-on background service, registers the MCP tools with every agent host it finds — Claude Code, Codex, OpenCode — and, if your hardware allows, recommends optional local models (or pick none to stay zero-config).
Install OpenCode first, then run ygg install (or ygg redeploy if Yggdrasil is already set up) — the entry is written for you and merged into any existing opencode.json. Confirm with:
Installed OpenCode after Yggdrasil? Just re-run ygg install.
If you'd rather write it by hand, note that OpenCode's schema differs from Claude's in four places at once — servers live under mcp (not mcpServers), type is required, command is one array (not command + args), and env is environment (not env), so the Claude snippet won't port:
No token goes in the config — the engine reads the 0600 ~/.yggdrasil/token itself. Run ygg doctor if the tools don't show up.
There is also a yggdrasil-memory skill for any Claude surface: MCP connects the tools, the skill teaches the agent when to use them. Use both for the best behavior.
Try it with nothing installed and a throwaway DB: uvx --from yggdrasil-memory ygg serve --reset --db /tmp/ygg.sqlite.
Then just work: ask your agent "recall what we decided about this project", tell it "remember this decision" — next session it's already there. Verify the install any time with ygg doctor.
Already have history? Seed memory from your existing Claude Code + Codex transcripts, Obsidian vaults, and CLAUDE.md repos — distilled locally:
Leaving another memory tool? ygg import --from mcp-memory --path memory.json pulls its whole store into Yggdrasil (deduped, secret-guarded) — then you can delete it.
Yggdrasil is memory + tools — the intelligence is your LLM. It just makes sure the right memory is in front of the right agent at the right moment.
ygg_search, ygg_recall, ygg_remember …).Out of the box, Yggdrasil runs on SQLite + FTS5 with zero dependencies — instant keyword search, no models, nothing to download. Optional local models add two independent tiers:
| Tier | You add | You gain |
|---|---|---|
| 0 · default | nothing — SQLite + FTS5 | keyword search, zero deps, instant — recall@1 = 0.77 |
| 1 · semantic | an embedding model (all-minilm 45 MB · paraphrase-multilingual ~560 MB) | search by meaning, across languages — recall@1 = 0.94, recall@3 1.00 |
| 2 · self-maintaining | a small LLM (qwen2.5:1.5b ~1 GB) | background dedupe/merge of memory (propose-only) |
The runtime only computes vectors and runs the background model — every memory and every vector stays in the same local SQLite.
ygg install scans for Ollama, LM Studio and llama.cpp, offers to start whichever is installed but idle, and then shows one menu per job with green for models you already have and red for models it would download. Pick a row, and it writes embed_backend, embed_url and distill_url for you — including the part nobody guesses right, that embed_url wants the /v1 base while distill_url wants the host root. A runtime on another machine is one URL: paste it and the dialect is detected. ygg recommend shows the same scan plus the full catalog without changing anything.
Embeddings (semantic search):
| Model | Size | Good for |
|---|---|---|
all-minilm | 45 MB | English, tiny & fast |
nomic-embed-text | 274 MB | English, better quality (768d) |
mxbai-embed-large | 670 MB | English, high quality (1024d) |
paraphrase-multilingual | ~560 MB | multilingual (EN/RU + 50 langs, 768d) |
bge-m3 | 1.2 GB | multilingual, top quality (heavier) |
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