Borrowing it
Nothing to install: this file belongs to aaronsb/knowledge-graph-system. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/aaronsb/knowledge-graph-system/main/CLAUDE.mdgit clone --depth 1 https://github.com/aaronsb/knowledge-graph-systemWrote 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/aaronsb/knowledge-graph-system/claude-md)<a href="https://agentmods.dev/instructions/aaronsb/knowledge-graph-system/claude-md"><img src="https://agentmods.dev/badge/instructions/aaronsb/knowledge-graph-system/claude-md/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/instructions/aaronsb/knowledge-graph-system/claude-md"><img src="https://agentmods.dev/badge/instructions/aaronsb/knowledge-graph-system/claude-md.svg" alt="Reviewed on agentmods" width="80" 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 5.1 | $0.02226 | $0.02226 |
| Opus 5.5 | $0.00890 | $0.00890 |
| Sonnet 5.5 | $0.00445 | $0.00445 |
| Haiku 4.5 | $0.00223 | $0.00223 |
Grade D, and why
knowledge-graph-system CLAUDE.md scanned grade D with 3 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 1mo 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.
Asks for rootmediumPrivilege escalation
A mod that escalates privileges can change anything on the machine, not only the project.
sudo ./operator.sh upgrade # Pull images, migrate, restart apps Downloads and executes remote codehighSupply chain
curl | sh runs whatever the server returns today, which is not necessarily what it returned when this was reviewed.
curl -fsSL https://raw.githubusercontent.com/aaronsb/knowledge-graph-system/main/install.sh | bash Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
curl -fsSL https://raw.githubusercontent.com/aaronsb/knowledge-graph-system/main/install.sh | bash How it starts
The opening of the file, as written. The whole thing — 267 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Knowledge Graph System - Claude Development Guide
Project Overview
A multi-dimensional knowledge extraction system that transforms documents into interconnected concept graphs using Apache AGE (PostgreSQL graph extension).
Fully Containerized - no local Python installation required.
┌─────────────────────────────────────────────────────────────┐
│ Docker Containers │
├─────────────────────────────────────────────────────────────┤
│ Documents → [API Container] → LLM Extraction → [Postgres] │
│ ↓ ↓ │
│ [Garage S3 Storage] [Apache AGE Graph] │
│ ↓ ↓ │
│ [Web Container] ← REST API ← [API Container] │
│ │
│ Configuration: [Operator Container] → [Postgres Config] │
└─────────────────────────────────────────────────────────────┘
↑
kg CLI (optional)
MCP Server (optional)
Tech Stack:
- Python 3.11+ FastAPI (REST API server)
- Apache AGE / PostgreSQL 16 (graph database, openCypher)
- TypeScript/Node.js (CLI + MCP)
- React/Next.js (web visualization)
- Garage (S3-compatible storage)
- Docker Compose (orchestration)
Quick Start
Production deployment (standalone installer):
curl -fsSL https://raw.githubusercontent.com/aaronsb/knowledge-graph-system/main/install.sh | bash
Development setup (from repo):
git clone https://github.com/aaronsb/knowledge-graph-system.git
cd knowledge-graph-system
./operator.sh init # Guided setup
./operator.sh start # Daily start
Optional CLI:
cd cli && npm run build && ./install.sh
kg health
Platform Lifecycle
operator.sh is the primary management tool (apt-style commands):
# Updates (pull images, no restart)
./operator.sh update # Pull all images
./operator.sh update api # Pull specific service
# Upgrades (pull, migrate, restart)
./operator.sh upgrade # Full upgrade
./operator.sh upgrade --dry-run # Preview changes
# Daily operations
./operator.sh start # Start platform
./operator.sh stop # Stop platform
./operator.sh status # Check health
./operator.sh logs api -f # Follow API logs
./operator.sh shell # Configuration shell
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.
- 1mo ago Changed · +5 lines · +97 tokens per session 7e86010f26ad
- 1mo ago Changed · +3 lines · +93 tokens per session 0ac5e758e282
- 2mo ago First seen · 259 lines · 2,036 tokens per session scan D b306ab82413f
knowledge-graph-system CLAUDE.md is an instructions file published in the GitHub repository aaronsb/knowledge-graph-system (131 stars, last pushed 1mo ago), licensed Apache-2.0. It adds 2,226 tokens to every session, about $0.0089 per session on Opus 5.5. A static security scan graded it D with 3 findings (asks for root, downloads and executes remote code, makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
knowledge-graph-system CLAUDE.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| knowledge-graph-system CLAUDE.mdaaronsb/knowledge-graph-system | Instructions file | 131 | 1mo ago | Apache-2.0 | D | 2,226 | Claude Code |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 9,719 | GitHub Copilot |
| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 5,516 | GitHub Copilot |
| next.js AGENTS.mdvercel/next.js | Instructions file | 143k | today | MIT | A | 7,461 | Codex, OpenCode |
| langchain AGENTS.mdlangchain-ai/langchain | Instructions file | 149k | today | MIT | A | 4,680 | Codex, OpenCode |
| vscode copilot-instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 3,093 | GitHub Copilot |
| vscode model-prompts.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 2,022 | GitHub Copilot |