What is issue-to-eval?

A conversion tool that turns GitHub issues into standard benchmark records. A GitHub issue is a tracked task or discussion, and benchmark data is the structured information used to test performance.

Use it when given one or more GitHub issue numbers or URLs and asked to add them to a benchmark suite.

It removes the need to copy issue details into the evaluation format by hand. This keeps new evaluation cases more consistent.

issue-to-eval — Skill for Claude Code and Codex by RConsortium

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 RConsortium/pharma-skills --skill issue-to-eval

Clone the repo

git clone --depth 1 https://github.com/RConsortium/pharma-skills

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.

README.md

[![agentmods](https://agentmods.dev/badge/skills/rconsortium/pharma-skills/issue-to-eval/github.svg)](https://agentmods.dev/skills/rconsortium/pharma-skills/issue-to-eval)

Your own site

<a href="https://agentmods.dev/skills/rconsortium/pharma-skills/issue-to-eval"><img src="https://agentmods.dev/badge/skills/rconsortium/pharma-skills/issue-to-eval/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.

Your own site · 80×15

<a href="https://agentmods.dev/skills/rconsortium/pharma-skills/issue-to-eval"><img src="https://agentmods.dev/badge/skills/rconsortium/pharma-skills/issue-to-eval.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 401 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 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.

Model	Per session	Once invoked
Fable 5.1	$0.00041	$0.00401
Opus 5	$0.00020	$0.00200
Sonnet 5	$0.00008	$0.00080
Haiku 4.5	$0.00004	$0.00040

Measured 9d ago against content hash f7471ab105d7, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-09, from the pricing page.

Security

Grade A, and why

issue-to-eval 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 9d ago.

The scan reads SKILL.md. This mod also ships 2 executable files (scripts/import_issue_eval.py, scripts/sync_benchmarks.py), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

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.

_automation/issue-to-eval/SKILL.md · 35 lines

The source is not reproduced here

No licence file

Read it on GitHub

Files

What ships with it

4 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

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.

9d ago First seen · 35 lines · 41 tokens per session scan A f7471ab105d7

Subscribe to this mod's changes

issue-to-eval is a skill published in the GitHub repository RConsortium/pharma-skills (104 stars, last pushed today), with no licence file. It adds 41 tokens to every session and 401 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 2026-08-30.

Testing

research-engineer

An uncompromising Academic Research Engineer. Operates with absolute scientific rigor, objective criticism, and zero flair. Focuses on theoretical correctness, formal verification, and optimal implementation across any required technology.

davila7/claude-code-templates · 43 tokens

tika-eval-compare

Compare extracts from two Tika builds over a corpus to detect regressions in content, encoding, exceptions, and embedded-document handling. Use for "compare before/after extracts", "eval this change against the corpus".

apache/tika · 50 tokens

neuron-evaluation-engineer

Create and run AI evaluations with datasets, assertions, and output drivers in Neuron AI. Use this skill whenever the user mentions evaluation, testing AI systems, creating evaluators, dataset-driven testing, assertion-based validation, or wants to measure AI system performance. Also trigger for tasks involving…

neuron-core/neuron-ai · 77 tokens

issue-to-eval