tachyon: Skill for Claude Code

.agents/skills/tachyon-development/SKILL.md

tachyon-development is a skill for Claude Code, Codex from kpavlov/tachyon. It costs 41 tokens per session (1,813 once invoked), scanned A, original, Apache-2.0.

Project rules for Tachyon, a Java and Kotlin server project that uses the Model Context Protocol to connect AI assistants with tools and data. They cover testing, concurrency, JSON, and schema handling.

In plain words
What is it for?
Use them when designing, implementing, reviewing, or testing Java and Kotlin server code, MCP messages, fixtures, concurrent code, JSON responses, or schemas.
Why use it?
They reduce integration mistakes by requiring end-to-end tests for behaviour and proper serialization for data sent over the network.

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 kpavlov/tachyon's own configuration. It tells Claude Code and Codex how to work on tachyon 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 tachyon configures →

Reuse

Borrowing it

Nothing to install: this file belongs to kpavlov/tachyon. 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/kpavlov/tachyon/main/.agents/skills/tachyon-development/SKILL.md
Clone the repo
git clone --depth 1 https://github.com/kpavlov/tachyon

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 tachyon-development

README.md
[![agentmods](https://agentmods.dev/badge/skills/kpavlov/tachyon/tachyon-development/github.svg)](https://agentmods.dev/skills/kpavlov/tachyon/tachyon-development)
Your own site
<a href="https://agentmods.dev/skills/kpavlov/tachyon/tachyon-development"><img src="https://agentmods.dev/badge/skills/kpavlov/tachyon/tachyon-development/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 tachyon-development

Your own site · 80×15
<a href="https://agentmods.dev/skills/kpavlov/tachyon/tachyon-development"><img src="https://agentmods.dev/badge/skills/kpavlov/tachyon/tachyon-development.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 41 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,813 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. Third-party audits
  • NVIDIA SkillSpector warn 7 Sept 2026
SkillSpector: 1 finding, up to medium

These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →

  • medium Prompt Injection · line 70
    Large whitespace padding was detected (a block of blank lines or a long run of spaces). This can push injected instructions below or to the right of the visible area so a human reviewer never sees them while the agent still reads them. Manual review of the hidden content is recommended.
    Fix: Remove the large whitespace padding (blank-line blocks or long space runs) and review any content hidden below or to the right of it. Keep skill files compact and reviewable so no instructions can be
How audits are shown
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 $0.00041 $0.01813
Opus 5.5 $0.00016 $0.00725
Sonnet 5.5 $0.00008 $0.00363
Haiku 4.5 $0.00004 $0.00181

Measured 1mo ago against content hash 58cb8dc79afa, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

tachyon-development 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 1mo 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/tachyon-development/SKILL.md · 79 lines

How it starts

The opening of the file, as written. The whole thing — 79 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Prime directives

  • ATDD: prefer E2E, unit only for edge cases E2E can't cover. Start e2e tests before prod code.
  • No toString() as a serialization shortcut for structured/wire-facing content (resource results, prompt results, content-block mapping, anything that ends up in a JSON response). toString() on a record/POJO produces its debug form (Foo[bar=1]), not JSON — it silently corrupts the payload instead of failing loudly. Route structured values through the configured PayloadSerializer/codec, or through a proper domain-to-domain mapping (e.g. one content-block type to its counterpart), even for the "shouldn't normally happen" fallback branch. Reserve toString() for values it's actually correct for: String passthrough, numeric/boolean scalars, and well-specified formats like Instant#toString() (RFC-3339).
  • Prefer an import over a fully-qualified name. Fall back to FQN only where two same-named types are genuinely both referenced in one file, and then prefer FQN-ing just the side that isn't this module's own domain type, importing the other, rather than FQN-ing both out of caution.
  • final var over explicit types. Use final for fields/vars where possible.
  • Kotlin API refactors follow the adapter shapes in docs/architecture/guidance.md.
  • Java ServerBuilder is the implementation source of truth. Kotlin adds only thin adaptation for suspend lambdas and Kotlin-specific types; never duplicate validation or registration logic.
  • Treat ../../../examples/weather-mcp and examples/weather-mcp-kotlin as Rosetta Stone examples. Keep their MCP features, metadata, behavior, and coverage functionally identical when changing either one.
  • Keep Kotlin source files focused. At more than 300 lines, consider splitting by owned responsibility before adding code.
  • A public API change (new/changed method, param, wire field, or behavior contract like TTL/null semantics) is not done until its docs are done: update the relevant file under docs/, this skill, and/or docs/architecture/guidance.md in the same change. Don't defer it to a follow-up.

Read the full file on GitHub · 79 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. 1mo ago Changed 58cb8dc79afa
  2. 1mo ago First seen · 79 lines · 41 tokens per session scan A 67f4a649ebe8

Subscribe to this mod's changes

tachyon-development is a skill published in the GitHub repository kpavlov/tachyon (30 stars, last pushed 1mo ago), licensed Apache-2.0. It adds 41 tokens to every session and 1,813 once invoked, about $0.0002 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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