deephaven-mcp: Skill for Claude Code

.agents/skills/mcp-tool-add/SKILL.md

mcp-tool-add is a skill for Claude Code, Codex from deephaven/deephaven-mcp. It costs 65 tokens per session (806 once invoked), scanned A, original, Apache-2.0.

A procedure for adding a new MCP tool to the Deephaven systems server, which is a server that exposes Deephaven operations to AI agents. It covers where to place the code, how to document it, how to format results, and how to register the tool.

In plain words
What is it for?
Use it when creating a new tool under the systems server's tool modules.
Why use it?
It prevents common integration mistakes, especially putting the tool in the wrong module or forgetting to register it with the server.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one. Also seen: installed under .agents/ (shared by several agents).

This is deephaven/deephaven-mcp's own configuration. It tells Claude Code and Codex how to work on deephaven-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 deephaven-mcp configures →

Reuse

Borrowing it

Nothing to install: this file belongs to deephaven/deephaven-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/deephaven/deephaven-mcp/main/.agents/skills/mcp-tool-add/SKILL.md
Clone the repo
git clone --depth 1 https://github.com/deephaven/deephaven-mcp

Made for: Claude Code, Codex.

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 mcp-tool-add

README.md
[![agentmods](https://agentmods.dev/badge/skills/deephaven/deephaven-mcp/mcp-tool-add.svg)](https://agentmods.dev/skills/deephaven/deephaven-mcp/mcp-tool-add)
Your own site
<a href="https://agentmods.dev/skills/deephaven/deephaven-mcp/mcp-tool-add"><img src="https://agentmods.dev/badge/skills/deephaven/deephaven-mcp/mcp-tool-add.svg" alt="Measured on agentmods" height="20"></a>
Per session 65 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 806 The whole file, excluding the scripts and references it only reads on demand.
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 $0.00065 $0.00806
Opus 5 $0.00032 $0.00403
Sonnet 5 $0.00013 $0.00161
Haiku 4.5 $0.00006 $0.00081

Measured 8d ago against content hash 43891a3014a9, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-08, from the pricing page.

Security

Grade A, and why

mcp-tool-add 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 8d 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/skills/mcp-tool-add/SKILL.md · 25 lines

How it starts

The opening of the file, as written. The whole thing — 25 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Apply the ref-mcp-module-organization skill for module placement, the pydocs-improve skill for docstring requirements (Terminology Note + Format Accuracy for AI Agents), and the ref-output-serialization-conventions skill for the tool's return payload (every string field's value vocabulary, casing, and known carve-outs).

Steps

  1. Pick the module. Look in src/deephaven_mcp/mcp_systems_server/_tools/ for an existing domain that fits (session.py, table.py, script.py, session_community.py, session_enterprise.py, catalog.py, pq.py). Only create a new module if the tool represents a genuinely new domain. Module size follows from that rule — one domain per module — not from a line target. For how the tool packages relate to the rest of the tree, see ref-project-reference; if you add a module, update its map in the same changeset.
  2. Write the tool function. Async, takes context: Context first, returns a dict. No @server.tool() decorator on the function itself — registration is explicit (see step 4).
  3. Write the docstring. AI agents see only the docstring; be specific about parameters, return shape, and errors. Apply the pydocs-improve skill — including the canonical "Terminology Note" and (if the tool returns tabular data with a format parameter) "Format Accuracy for AI Agents" sections.
  4. Register the tool. Add server.tool()(my_tool) inside the module's register_tools(server: FastMCP) -> None. If you created a new module, also add module.register_tools(server) to _register_tools() in src/deephaven_mcp/mcp_systems_server/_fastmcp.py. This is the most commonly forgotten step — without it the tool is invisible to clients.
  5. Add helpers with a leading underscore. Place them in the same module unless used by 3+ modules, in which case promote to _tools/shared.py.
  6. Add logging. Apply the ref-logging-standards skill: log entry, success, and the failure path for the tool in its canonical message format; never log secrets.
  7. Add tests. A new tool gets its own test cases covering the happy path, error paths, and any session-id parsing. Apply the tests-improve skill for coverage targets.
  8. Update the capability list. Add the tool to the Available MCP Tools list in README.md (one line: name + one-line purpose). The docstring from step 3 is the tool's reference — no other doc needs a per-tool entry. Update docs/CONFIGURATION.md only if the tool adds a configuration field.
  9. Run run-precommit and tests-run-file on the changed test files, then tests-run for a full-suite check.

Read the full file on GitHub · 25 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. 8d ago First seen · 25 lines · 65 tokens per session scan A 43891a3014a9

Subscribe to this mod's changes

mcp-tool-add is a skill published in the GitHub repository deephaven/deephaven-mcp (5 stars, last pushed 3d ago), licensed Apache-2.0. It adds 65 tokens to every session and 806 once invoked, about $0.0003 per session on Opus 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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