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.
curl -O https://raw.githubusercontent.com/Knuckles-Team/vector-mcp/main/AGENTS.mdgit clone --depth 1 https://github.com/Knuckles-Team/vector-mcpWrote 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/knuckles-team/vector-mcp/agents-md)<a href="https://agentmods.dev/instructions/knuckles-team/vector-mcp/agents-md"><img src="https://agentmods.dev/badge/instructions/knuckles-team/vector-mcp/agents-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/knuckles-team/vector-mcp/agents-md"><img src="https://agentmods.dev/badge/instructions/knuckles-team/vector-mcp/agents-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 | $0.03375 | $0.03375 |
| Opus 5.5 | $0.01350 | $0.01350 |
| Sonnet 5.5 | $0.00675 | $0.00675 |
| Haiku 4.5 | $0.00337 | $0.00337 |
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.
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, thenuvx pre-commit install --hook-type pre-commit --hook-type pre-push. - Gates:
uvx pre-commit run --all-filesmust pass before you push. Do not bypass hooks to get green. - Commits: one logical change per commit with a
Spec: <ID>trailer (orSpec: none (<reason>)), plus aCo-Authored-By:trailer naming the assisting agent. Stage explicit paths only; nevergit add -Aorgit 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_mcpmust not start services or require every provider SDK. - Never fabricate connector signatures, live test evidence, trace evidence, or safe dependency versions.
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.
- 2d ago Changed · -8 tokens per session 58157f9ffdee
- 6d ago Changed · -1 tokens per session bbcb3bc39c3d
- 10d ago Changed · -1 lines · -11 tokens per session 5270dfff7b3e
- 15d ago Changed · +12 lines · +289 tokens per session 4fcc151ac153
- 20d ago Changed · +4 tokens per session d8e6ed797f93
- 26d ago Changed · +4 lines · +153 tokens per session 7ce43bff3827
- 29d ago Changed · +1 tokens per session 04012301aa01
- 2mo ago First seen · 216 lines · 2,948 tokens per session scan A fa55a5828a3c
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.
vector-mcp AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| vector-mcp AGENTS.mdKnuckles-Team/vector-mcp | Instructions file | 16 | 2d ago | MIT | A | 3,375 | Codex, OpenCode |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 9,719 | GitHub Copilot |
| next.js AGENTS.mdvercel/next.js | Instructions file | 143k | yesterday | MIT | A | 7,461 | Codex, OpenCode |
| langchain AGENTS.mdlangchain-ai/langchain | Instructions file | 149k | yesterday | MIT | A | 4,680 | Codex, OpenCode |
| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 5,516 | GitHub Copilot |
| vscode copilot-instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 3,093 | GitHub Copilot |
| deepseek-harness AGENTS.mddeepseek-ai/deepseek-harness | Instructions file | 274k | 2d ago | MIT | A | 4,313 | Codex, OpenCode |