Home / tonydzi / sqlite-graph-memory · GitHub

llms.txtA

llms.txt from tonydzi/sqlite-graph-memory is an llms.txt file: plain text a project publishes for AI models to read.

Install it, pinned
mdr add tonydzi/sqlite-graph-memory/llms.txt@git:20261106.2ffa174

Pins git:20261106.2ffa174 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 14 of 14 checks passed
Kind
llms.txt file
Repository
tonydzi/sqlite-graph-memory
Path
llms.txt
Versions recorded
5
Latest version
git:20261106.2ffa174, committed Nov 6, 2026
First version recorded
Oct 19, 2026
Size
4,150 bytes
Repository stars
14
License
MIT

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# sqlite-graph-memory

> Persistent memory for Claude Code, Cursor, Codex and any MCP client, built over a folder of markdown notes you already keep (Obsidian vaults included). Vector search finds entry points, the [[wikilinks]] in the notes are the graph, a cross-encoder reranks. One SQLite file for telemetry and the per-turn ledger, no graph database, no extraction pass. MIT, Python >= 3.9, version 0.3.1 on PyPI. Status: pilot.

Relation to Karpathy's LLM Wiki (https://gist.github.com/karpathy/442a6bf555914893e9891c11519de94f, April 2026): in that pattern an agent writes and maintains an interlinked markdown wiki; sgm is the search tool over such a wiki (MCP + CLI), read-only, with wikilinks as the graph. It does not write notes. Independent, no affiliation or endorsement.

Who it is for: one person or one agent setup with a markdown knowledge base that wants associative recall without running a graph database. Not a framework, not multi-tenant.

## Three commands

```bash
pip install 'sqlite-graph-memory[lite]'
sgm-index ./notes
sgm-ask --ab "In which programming language is the tool behind Project Ouzel written?"
```
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add tonydzi/sqlite-graph-memory/llms.txt@sha256:a4c4ad631b7e817c

The line at the top of this page pins the label git:20261106.2ffa174, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_cnok3be55vu23qqs.svg)](https://markdownregistry.com/a/art_cnok3be55vu23qqs)

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 5 versions of this file, between Oct 19, 2026 and Nov 6, 2026, about one every 4 days.

versioncommittedcommitsizeaudit
git:20261106.2ffa174 latest2026-11-06 2ffa174 4,150 BA view · diff
git:20261104.a22da112026-11-04 a22da11 3,798 BA view · diff
git:20261103.29058c02026-11-03 29058c0 3,669 BA view · diff
git:20261020.75f00e72026-10-20 75f00e7 3,681 BA view · diff
git:20261019.9cda08a2026-10-19 9cda08a 3,622 BA view

Audit of the latest version

A  14 of 14 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Size between 200 bytes and 200 KB (4150 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

tonydzi/sqlite-graph-memory · 14 stars · license MIT · pushed 2026-11-07 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_cnok3be55vu23qqs
GET https://markdownregistry.com/api/v1/resolve?ref=tonydzi/sqlite-graph-memory/llms.txt
GET https://markdownregistry.com/api/v1/blob/a4c4ad631b7e817cb215728a63c30272b409d2417e6d5d53251307c675cc3bd1

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: how to add an llms.txt file to a website · which agent file does what.

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