nanograph-mcp: Instructions file for Codex

AGENTS.md

nanograph-mcp AGENTS.md is an instructions file for Codex, OpenCode from quantumsoftwarelab/nanograph-mcp. It costs 810 tokens per session, scanned A, original, MIT.

Repository instructions for nanograph-mcp, a toolkit that turns document collections such as research papers into searchable Nanograph databases and exposes them to coding agents.

In plain words
What is it for?
Use them when planning or modifying nanograph-mcp, especially its document-ingestion pipeline, database loading, MCP wrapper, or project records.
Why use it?
They define the project's scope, confidentiality boundaries, planning files, and working principles so changes stay consistent and safe.

Instructions file for CodexOpenCode

Written for Codex and OpenCode: the file is AGENTS.md.

This is quantumsoftwarelab/nanograph-mcp's own configuration. It tells Codex and OpenCode how to work on nanograph-mcp itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything nanograph-mcp configures →

Reuse

Borrowing it

Nothing to install: this file belongs to quantumsoftwarelab/nanograph-mcp. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/quantumsoftwarelab/nanograph-mcp/main/AGENTS.md
Clone the repo
git clone --depth 1 https://github.com/quantumsoftwarelab/nanograph-mcp

Made for: Codex, OpenCode.

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Per session 810 This file is loaded in full into every session.
When invoked 810 The same file — it is already loaded in full.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00810 $0.00810
Opus 5.5 $0.00324 $0.00324
Sonnet 5.5 $0.00162 $0.00162
Haiku 4.5 $0.00081 $0.00081

Measured 2mo ago against content hash ac5fdfa2fcc8, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

nanograph-mcp AGENTS.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 2mo 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.

AGENTS.md · 74 lines

How it starts

The opening of the file, as written. The whole thing — 74 lines — stays where its author put it; the contents beside it link to each section on GitHub.

nanograph-mcp

Scope

  • This repository is a generic, source-agnostic toolkit for building and serving Nanograph graph databases over document corpora.
  • It has two parts:
    1. a generic ingestion path that turns "here are papers" into a Nanograph seed and a loaded .nano database (a book is just one very large paper);
    2. a generic MCP wrapper that exposes Nanograph retrieval over one or more datasources to MCP clients.
  • Nothing in the shared code should be specific to one named corpus.
  • The wrapper is intended to be publicly reachable without authentication for public datasources. Confidential datasources must remain a separate datasource mounted only inside the confidentiality boundary and must never be exposed publicly.

Project Plans and State

  • Plans are written in Org mode, not Markdown.
  • nanograph-mcp plans live under ~/Org/plans/nanograph-mcp/.
  • The main project note is ~/Org/nanograph_mcp.org.
  • The resumable current-state note is ~/Org/agents/projects/nanograph-mcp-state.org.

These Org files may not all exist yet; create them in these canonical locations when planning begins rather than leaving design decisions only in chat or in local scratch files. Start from the plans/state notes before making non-trivial changes, and update them when the design or intended workflow changes.

Design Intent

Recorded so the separate planning work starts from a shared picture; settle the detail in the Org plan, not here.

  • Generic ingestion. Input is a set of papers (PDFs or extracted text); output is a Nanograph seed and .nano. A single-book datasource is the degenerate single-paper case. Multi-paper corpora additionally want paper-level metadata (authors, year, identifier) and a real Cites: Paper -> Paper edge.
  • Multi-datasource. One wrapper serves several .nano databases via a registry of datasource name to home / .nano path / embedding configuration.
  • Binding strategy. Open question for the plan: a C ABI / library binding or a long-lived process versus the current per-call CLI shell-out. The CLI re-attaches the database per call, which is poor for interactive retrieval; a persistent binding keeps each .nano and its embedding client warm.
  • Embedding consistency. Each datasource must be queried with the same embedding model it was built with; the registry carries per-source embedding configuration so queries are never embedded with the wrong model.

Read the full file on GitHub · 74 lines

Changes

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.

  1. 2mo ago First seen · 74 lines · 810 tokens per session scan A ac5fdfa2fcc8

Subscribe to this mod's changes

nanograph-mcp AGENTS.md is an instructions file published in the GitHub repository quantumsoftwarelab/nanograph-mcp (0 stars, last pushed 5mo ago), licensed MIT. It adds 810 tokens to every session, about $0.0032 per session on Opus 5.5. 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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