pal-mcp-server: Instructions file for Codex

AGENTS.md

pal-mcp-server AGENTS.md is an instructions file for Codex, OpenCode from BeehiveInnovations/pal-mcp-server. It costs 1,095 tokens per session, scanned A, original, no licence file.

A data-processing library for machine-learning workloads that can process files such as Parquet, CSV, JSON, and images across one or many computers.

In plain words
What is it for?
It is for data preparation, batch predictions, multimodal data loading, and distributed data pipelines.
Why use it?
It helps handle datasets that are too large or too slow for ordinary single-machine processing.

Instructions file for CodexOpenCode

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

This is BeehiveInnovations/pal-mcp-server's own configuration. It tells Codex and OpenCode how to work on pal-mcp-server 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 pal-mcp-server configures →

Reuse

Borrowing it

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

Made for: Codex, OpenCode.

Wrote 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.

agentmods badge for pal-mcp-server AGENTS.md

README.md
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Your own site
<a href="https://agentmods.dev/instructions/beehiveinnovations/pal-mcp-server/agents-md"><img src="https://agentmods.dev/badge/instructions/beehiveinnovations/pal-mcp-server/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.

agentmods 80×15 button for pal-mcp-server AGENTS.md

Your own site · 80×15
<a href="https://agentmods.dev/instructions/beehiveinnovations/pal-mcp-server/agents-md"><img src="https://agentmods.dev/badge/instructions/beehiveinnovations/pal-mcp-server/agents-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 1,095 This file is loaded in full into every session.
When invoked 1,095 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 unknown 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 $0.01095 $0.01095
Opus 5.5 $0.00438 $0.00438
Sonnet 5.5 $0.00219 $0.00219
Haiku 4.5 $0.00110 $0.00110

Measured 2mo ago against content hash 596848f7c8c7, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

pal-mcp-server 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 · 103 lines

The source is not reproduced here

A licence we could not identify

The repository carries a LICENSE file, but it is custom or dual enough that GitHub cannot name it and neither can this catalogue. Unknown terms are not permission, so the body is not copied here. Read the licence at the source and decide for yourself.

Read it on GitHub

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 · 103 lines · 1,095 tokens per session scan A 596848f7c8c7

Subscribe to this mod's changes

pal-mcp-server AGENTS.md is an instructions file published in the GitHub repository BeehiveInnovations/pal-mcp-server (11,825 stars, last pushed 10mo ago), with no licence file. It adds 1,095 tokens to every session, about $0.0044 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.

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