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  1. Home
  2. 🧠 Knowledge & Memory
  3. Yggdrasil
Yggdrasil logo
Health: ActiveRecent health check succeeded.Last checked 9/11/2026, 4:46:10 PM

Yggdrasil

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View Repository21 GitHub StarsTotal stargazers on GitHub for the source repository (21 stars).Visit Website

Local-first, durable memory for AI coding agents using SQLite and semantic deduplication over MCP.

Quick Install

Automated & IDE Setup

Copy the AI prompt to install this server into Claude Code, Cursor, or another agent — or use 1-click editor setup below.

Add to CursorAdd to VS Code
Not yet automatically verified

We haven't yet run this listing's install command through our automated sandbox check. This isn't a red flag — we're steadily working through the catalog.

Manual Client & Custom JSON ConfigExpand JSON ▾

Client Config & Setup

Choose your client or environment
Target File:~/Library/Application Support/Claude/claude_desktop_config.json
claude_desktop_config.json
{
  "mcpServers": {
    "vondervuflya-yggdrasil": {
      "command": "uvx",
      "args": [
        "--from"
      ]
    }
  }
}

💡 Paste the JSON block into your client's configuration file under mcpServers, then restart the application.

Install Directory Badge Claim listing Alternatives🧠 More in Knowledge & Memory

Overview

Yggdrasil provides a persistent, local memory layer for AI coding agents compatible with Claude Code, Codex, and other MCP hosts. It stores project knowledge as plain rows in a SQLite database with full-text search and semantic deduplication, ensuring data ownership and privacy. The memory is shared across sessions, tools, and projects, eliminating the need to re-explain context to new AI sessions. It requires no external dependencies or cloud configuration and runs as an always-on background service.

Use cases

•Persist project decisions and lessons across AI sessions
•Recall previous fixes or solutions from other projects
•Share memory state between different AI tools and hosts
•Enable AI agents to maintain context without re-explanation

Key features

•Zero-dependency pure Python implementation with SQLite/FTS5 backend
•Semantic deduplication of stored knowledge
•Automatic integration with multiple MCP hosts (Claude Code, Codex, OpenCode)
•Local token-based authentication with no cloud or API keys
•Always-on background service for instant memory availability

Capabilities & Tool Schemas

Inspect callable tools, capabilities, and parameters exposed to AI agents by Yggdrasil.

Extracted Tool Capabilities
Zero-dependency pure Python implementation with SQLite/FTS5 backend
Semantic deduplication of stored knowledge
Automatic integration with multiple MCP hosts (Claude Code, Codex, OpenCode)
Local token-based authentication with no cloud or API keys
Always-on background service for instant memory availability

Documentation Overview

🌳 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.

Latest release PyPI Glama quality score Benchmarks AGPL-3.0 alpha

Install · How it works · Numbers · Compare · FAQ

Read this in: Русский · 简体中文 · Español · Français · 日本語 · Deutsch


Yggdrasil — a brand-new session already knows your project, and recalls a fix from another project

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.

text
$ cd ~/projects/checkout-api && claude        # a brand-new session

🌳 Yggdrasil  (injected automatically at session start)
   • [project_status] payments refactor: idempotency keys added; open: e2e tests
   • [lesson] webhook 401 → signing secret rotated; update env + redeploy

> "have I solved a flaky websocket reconnect anywhere before?"

🌳 recall → found in project `realtime-dash`:
   refresh the token *before* opening the socket, then retry with capped backoff.

No "let me remind you what we did yesterday." It's just there.

🚀 Install

Two commands, inside Claude Code (the plugin launches via uv):

text
/plugin marketplace add VonderVuflya/Yggdrasil
/plugin install yggdrasil

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.

All other channels — CLI daemon, Homebrew, npm, Claude Desktop, from source…
Host / toolCommand
uvx (recommended CLI)uvx --from yggdrasil-memory ygg install
npm / npxnpx yggdrasil-memory install
pipxpipx install yggdrasil-memory && ygg install
pippip 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 sourceuvx --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).

OpenCode — nothing to configure

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:

bash
opencode mcp list        # -> ✓ yggdrasil connected

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:

jsonc
// ~/.config/opencode/opencode.json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "yggdrasil": {
      "type": "local",
      "command": ["/path/to/python3", "~/.yggdrasil/scripts/ygg_mcp_server.py"],
      "enabled": true,
      "environment": { "YGG_ENGINE_URL": "http://127.0.0.1:42069" }
    }
  }
}

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:

bash
ygg seed --dry-run    # see what it would import; drop the flag to distill for real

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.

Why

  • 🧠 Persistent — decisions, lessons, and project status survive across sessions.
  • 🔌 One brain, every tool — Claude Code, Codex, OpenCode, and any MCP host share the same memory.
  • 🌐 Cross-project recall — "this looks like what you did in project B — reuse it?"
  • 🧹 Curated, not captured — your agent saves the few things that matter; governance dedupes and archives, never deletes.
  • 🌱 Self-maintaining (opt-in) — a small local model consolidates memory in the background. Zero API tokens.
  • 🪪 One identity everywhere — an optional name and persona every agent picks up, so Claude Code and Codex feel like the same assistant.
  • 🔒 100% local — your memory lives on your machine. No cloud, no account, no telemetry.

🧠 How it works

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.

  • 🛎️ Always-on daemon — a tiny local service (~21 MB RAM) your agents reach over MCP tools (ygg_search, ygg_recall, ygg_remember …).
  • 🪝 Hooks — session start auto-injects identity, project status, and open follow-ups (~300 tokens); an optional per-prompt hook auto-recalls memory relevant to each request.
  • 📌 Ranking — pinned and frequently-recalled memories surface first.
  • 🧹 Governance — duplicates and conflicts are queued for review; changes are non-destructive (archive, never delete).
  • 📓 Obsidian — every memory doubles as a plain-Markdown note you can read, edit, and grep.

🎛️ Memory tiers — zero-config by default

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:

TierYou addYou gain
0 · defaultnothing — SQLite + FTS5keyword search, zero deps, instant — recall@1 = 0.77
1 · semantican 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-maintaininga 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.

Full model menu

Embeddings (semantic search):

ModelSizeGood for
all-minilm45 MBEnglish, tiny & fast
nomic-embed-text274 MBEnglish, better quality (768d)
mxbai-embed-large670 MBEnglish, high quality (1024d)
paraphrase-multilingual~560 MBmultilingual (EN/RU + 50 langs, 768d)
bge-m31.2 GBmultilingual, top quality (heavier)

Read the full README →View source on GitHub →

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Adoption & maintenance

Factual signals from GitHub, npm, and our automated checks — not a rating.

GitHub stars
21
Stargazers on the source repository.
Last commit
1mo ago
Most recent push to the default branch.

Reviews

No reviews yet — be the first to share how this listing worked for you.

Frequently Asked Questions about Yggdrasil

No, it generates its own local token and runs entirely on your machine without external dependencies.

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Technical Specs & Signals

Category🧠Knowledge & Memory
More technical detailsExpand ▾
TransportSTDIO
RuntimePython
Last updatedAug 7, 2026
Views0
Unique ViewsTotal visits recorded for this listing page on AllMCPs.
Installs0
Installs & Copy ActionsTotal times users copied install commands or configuration snippets for this server.
GitHub stars21
GitHub Star CountTotal stargazers on GitHub representing community popularity (21 stars).
Last commit1mo ago
Last Repository CommitThe most recent commit or push recorded for this server's GitHub repository.Last commit on Aug 6, 2026
51Quality signal: Good · 51/100How this signal is calculated ▾
Server availabilityNot measured

Not scored for repo-hosted servers — we can't reach the running server, only its GitHub page. Hosted MCP endpoints are health-checked live.

Verified ownership10/20
Documentation & tools23/30
Adoption & activity5/15
Community engagement0/10

A guidance signal from public completeness & health data — not a user rating. New listings start lower and rise as they add docs, get verified, and grow adoption. Signals we can't observe for a listing are skipped, not counted against it.

Supply-chain signal

No high-severity advisories surfaced by our automated scan.

Critical 0High 0Medium 0Low 0

Scanned 15d ago via OSV.dev · --from (PyPI)

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