tmcp-custom-rubric-generator

tmcp-custom-rubric-generator is a skill for Claude Code, Codex from jakyeamos/tmcp. It costs 34 tokens per session (280 once invoked), scanned A, original, MIT.

A workflow for turning a team's existing documents and working practices into a custom scoring rubric. A rubric is a set of criteria used to judge work consistently.

In plain words
What is it for?
Use it to harvest team guidance, recommend a suitable workflow, define scoring dimensions, document evidence, and create a starter prompt.
Why use it?
It helps replace vague review standards with criteria based on available evidence. It also warns when the source material is too limited to support a reliable rubric.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Part of the tmcp plugin — 20 skills, 1 MCP server shipped together

Good fit Use it to harvest team guidance, recommend a suitable workflow, define scoring dimensions, document evidence, and create a starter prompt.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/jakyeamos/tmcp/tmcp-custom-rubric-generator
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add jakyeamos/tmcp --skill tmcp-custom-rubric-generator
Clone the repo
git clone --depth 1 https://github.com/jakyeamos/tmcp

Made for: Claude Code, Codex.

Or install tmcp, the plugin that ships this one along with the rest of its 20 skills, 1 MCP server.

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 tmcp-custom-rubric-generator

README.md
[![agentmods](https://agentmods.dev/badge/skills/jakyeamos/tmcp/tmcp-custom-rubric-generator/github.svg)](https://agentmods.dev/skills/jakyeamos/tmcp/tmcp-custom-rubric-generator)
Your own site
<a href="https://agentmods.dev/skills/jakyeamos/tmcp/tmcp-custom-rubric-generator"><img src="https://agentmods.dev/badge/skills/jakyeamos/tmcp/tmcp-custom-rubric-generator/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 tmcp-custom-rubric-generator

Your own site · 80×15
<a href="https://agentmods.dev/skills/jakyeamos/tmcp/tmcp-custom-rubric-generator"><img src="https://agentmods.dev/badge/skills/jakyeamos/tmcp/tmcp-custom-rubric-generator.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 34 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 280 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 $0.00034 $0.00280
Opus 5 $0.00017 $0.00140
Sonnet 5 $0.00007 $0.00056
Haiku 4.5 $0.00003 $0.00028

Measured 11d ago against content hash 0ba485aeeda5, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

tmcp-custom-rubric-generator 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 11d 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.

skills/tmcp-custom-rubric-generator/SKILL.md · 32 lines

What it actually says

TMCP Custom Rubric Generator

Status: experimental. This workflow remains shipped and callable, but its public contract may change.

Use this skill when the user asks to create a rubric from their own docs, turn harvested process into scoring criteria, customize an audit rubric, or convert team standards into review dimensions.

Do not invent rubric substance when the harvest is thin; report the gap and derive only from available evidence.

Workflow

  1. Run tmcp_harvest_skills for source-backed behavior.
  2. Run tmcp_recommend_workflows to identify the nearest default workflow family.
  3. Synthesize custom rubric dimensions from recurring behavior atoms, quality gates, output contracts, and source terms.
  4. Use expert_rubric_review_plan only when applying the selected rubric to a target project.
  5. If MCP tools are unavailable, use node scripts/tmcp_launcher.mjs harvest and recommend from the TMCP plugin root.

Output Contract

Produce or cite:

  • Source-backed rubric dimensions.
  • Evidence for each dimension.
  • Scoring scale and expected artifacts.
  • Thin-signal warnings.
  • Suggested starter prompt.
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. 11d ago First seen · 32 lines · 34 tokens per session scan A 0ba485aeeda5

Subscribe to this mod's changes

tmcp-custom-rubric-generator is a skill published in the GitHub repository jakyeamos/tmcp (0 stars, last pushed today), licensed MIT. It adds 34 tokens to every session and 280 once invoked, about $0.0002 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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