Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add instructions/indhar01/memograph/claude-mdgit clone --depth 1 https://github.com/Indhar01/MemoGraphWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/instructions/indhar01/memograph/claude-md)<a href="https://agentmods.dev/instructions/indhar01/memograph/claude-md"><img src="https://agentmods.dev/badge/instructions/indhar01/memograph/claude-md.svg" alt="Measured on agentmods" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5 | $0.02262 | $0.02262 |
| Opus 5 | $0.01131 | $0.01131 |
| Sonnet 5 | $0.00452 | $0.00452 |
| Haiku 4.5 | $0.00226 | $0.00226 |
Grade A, and why
MemoGraph CLAUDE.md scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 3d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 139 lines — stays where its author put it; the contents beside it link to each section on GitHub.
CLAUDE.md
This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.
What is MemoGraph
MemoGraph is a graph-based memory system for LLMs. It stores memories as markdown files in a "vault" directory, builds a knowledge graph from wikilinks ([[title]]) and YAML frontmatter, and exposes retrieval via a Python API, CLI, MCP server, and web UI.
Commands
Python environment
pip install -e ".[dev]" # Install with all dev dependencies
pip install -e ".[all]" # Install with all optional features
pip install -e ".[embeddings]" # Add sentence-transformers / numpy
pip install -e ".[web]" # Add FastAPI / uvicorn
pip install -e ".[integrations]" # Add Obsidian / Notion watchers
Testing
pytest # Run all tests
pytest tests/test_graph.py # Run a single test file
pytest tests/test_graph.py::test_foo # Run a single test function
pytest -m "not slow and not integration" # Skip slow / integration tests
pytest -m unit # Only unit tests
pytest --no-cov # Skip coverage (faster)
Test layout: top-level tests/ holds unit tests for each module; subfolders tests/ai/, tests/swarm/, tests/integrations/, tests/integration_suite/, and tests/stress/ group their respective slower or feature-gated suites. pytest.ini_options auto-injects --cov, so use --no-cov for fast iteration. Available markers: unit, slow, integration, stress, benchmark, load.
Linting and formatting
ruff check . # Lint
ruff check . --fix # Lint and auto-fix
ruff format . # Format (line length 100)
mypy memograph/ # Type-check
Running the MCP server
python -m memograph.mcp.run_server --vault ~/my-vault
python -m memograph.mcp.run_server --vault ~/my-vault --provider claude --model claude-sonnet-4-6
# Or via env vars:
MEMOGRAPH_VAULT=~/my-vault python -m memograph.mcp.run_server
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 3d ago First seen · 139 lines · 2,262 tokens per session scan A 07dffe11b041
MemoGraph CLAUDE.md is an instructions file published in the GitHub repository Indhar01/MemoGraph (4 stars, last pushed 17d ago), licensed MIT. It adds 2,262 tokens to every session, about $0.0113 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
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