vector-mcp: Instructions file for Codex

AGENTS.md

vector-mcp AGENTS.md is an instructions file for Codex, OpenCode from Knuckles-Team/vector-mcp. It costs 3,375 tokens per session, scanned A, original, MIT.

Repository-specific instructions for vector-mcp, a server that lets agents search and manage collections of connected information.

In plain words
What is it for?
Use them when changing the vector-mcp server, its agent entry point, search or collection tools, provider adapters, skills, or data model.
Why use it?
They define the architecture and non-negotiable rules for validation, privacy, credentials, storage, and optional backends.

Instructions file for CodexOpenCode

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

This is Knuckles-Team/vector-mcp's own configuration. It tells Codex and OpenCode how to work on vector-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 vector-mcp configures →

Reuse

Borrowing it

Nothing to install: this file belongs to Knuckles-Team/vector-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/Knuckles-Team/vector-mcp/main/AGENTS.md
Clone the repo
git clone --depth 1 https://github.com/Knuckles-Team/vector-mcp

Made for: Codex, OpenCode.

Wrote this? Show the measurements

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README.md
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Per session 3,375 This file is loaded in full into every session.
When invoked 3,375 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 $0.03375 $0.03375
Opus 5.5 $0.01350 $0.01350
Sonnet 5.5 $0.00675 $0.00675
Haiku 4.5 $0.00337 $0.00337

Measured 2d ago against content hash 58157f9ffdee, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

vector-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 2d 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 · 231 lines

How it starts

The opening of the file, as written. The whole thing — 231 lines — stays where its author put it; the contents beside it link to each section on GitHub.

AGENTS.md

Agent contract

Tool-neutral rules for any AI agent or human working in this repository. This block is maintained by the fleet standard; edit outside the markers.

  • Owner boundary: this repository owns one external system's calls, mappings and MCP tools (spec prefix CONN-VECTOR-MCP-); it depends on the connector SDK only. Feature routing across repositories: ecosystem boundaries.
  • Setup: run uv sync --locked, then uvx pre-commit install --hook-type pre-commit --hook-type pre-push.
  • Gates: uvx pre-commit run --all-files must pass before you push. Do not bypass hooks to get green.
  • Commits: one logical change per commit with a Spec: <ID> trailer (or Spec: none (<reason>)), plus a Co-Authored-By: trailer naming the assisting agent. Stage explicit paths only; never git add -A or git add .. Use your own configured Git identity, never a tool or bot name.
  • Org rules: organization AGENTS.md.

Scope

This repository provides the action-routed vector-mcp server, optional vector provider adapters, an agent entry point, packaged skills/prompts, a vector ontology, and a read-only collection-inventory connector preset.

  • Language/Version: Python 3.11+
  • Core Libraries: scion-sdk, fastmcp, medulla (client)
  • Key principles: Functional patterns, Pydantic for data validation, asynchronous tool execution.

Current architecture

MCP client
  -> vector_collection_management / vector_search
  -> validation, privacy, and backend policy
  -> verified GraphSession boundary
  -> configured provider

Epistemic-graph is the native default. Optional providers are isolated behind extras and imported only when selected.

Non-negotiable design rules

  • Do not add legacy paths, fallback implementations, deprecated aliases, compatibility shims, or backward-compatibility branches. Migrate the current contract directly.
  • Do not accept credentials or local database paths as MCP tool arguments.
  • Do not persist endpoints, credentials, personal identity, raw content, hostnames, or local filesystem paths in source, skills, docs, traces, reports, fixtures, or generated evidence.
  • Resolve runtime values through AgentConfig, environment variables, and supported secret references.
  • Resolve TLS through the shared transport profile. Do not add certificate-verification bypasses.
  • Keep document ingestion confined to the configured root and relative caller-selected paths.
  • Keep optional dependencies lazy; importing vector_mcp must not start services or require every provider SDK.
  • Never fabricate connector signatures, live test evidence, trace evidence, or safe dependency versions.

Read the full file on GitHub · 231 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. 2d ago Changed · -8 tokens per session 58157f9ffdee
  2. 6d ago Changed · -1 tokens per session bbcb3bc39c3d
  3. 10d ago Changed · -1 lines · -11 tokens per session 5270dfff7b3e
  4. 15d ago Changed · +12 lines · +289 tokens per session 4fcc151ac153
  5. 20d ago Changed · +4 tokens per session d8e6ed797f93
  6. 26d ago Changed · +4 lines · +153 tokens per session 7ce43bff3827
  7. 29d ago Changed · +1 tokens per session 04012301aa01
  8. 2mo ago First seen · 216 lines · 2,948 tokens per session scan A fa55a5828a3c

Subscribe to this mod's changes

vector-mcp AGENTS.md is an instructions file published in the GitHub repository Knuckles-Team/vector-mcp (16 stars, last pushed 2d ago), licensed MIT. It adds 3,375 tokens to every session, about $0.0135 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 2026-08-30.

Related

vector-mcp AGENTS.md compared with instructions from other repositories

vector-mcp AGENTS.md next to 6 instructions from other repositories
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