ablation-verifier

ablation-verifier is an agent for coding agents from aivo0/research-team. It costs 221 tokens per session (1,478 once invoked), scanned A, original, no licence file.

A verification agent that measures whether a code improvement actually helps by running controlled tests and comparisons.

In plain words
What is it for?
Use it after an implementation change to design ablation studies, run benchmarks, and perform empirical tests. It observes and measures results but does not modify the code.
Why use it?
It provides evidence of improvement or regression instead of relying only on code inspection or assumptions.

Agent

Part of the research-team plugin — 3 commands, 4 agents shipped together

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.

agentmods
npx agentmods add agents/aivo0/research-team/ablation-verifier
Clone the repo
git clone --depth 1 https://github.com/aivo0/research-team

Or install research-team, the plugin that ships this one along with the rest of its 3 commands, 4 agents.

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 ablation-verifier

README.md
[![agentmods](https://agentmods.dev/badge/agents/aivo0/research-team/ablation-verifier.svg)](https://agentmods.dev/agents/aivo0/research-team/ablation-verifier)
Your own site
<a href="https://agentmods.dev/agents/aivo0/research-team/ablation-verifier"><img src="https://agentmods.dev/badge/agents/aivo0/research-team/ablation-verifier.svg" alt="Measured on agentmods" height="20"></a>
Per session 221 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 1,478 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
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 $0.00221 $0.01478
Opus 5 $0.00111 $0.00739
Sonnet 5 $0.00044 $0.00296
Haiku 4.5 $0.00022 $0.00148

Measured 5d ago against content hash 0fde6cc7dd82, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-05, from the pricing page.

Security

Grade A, and why

ablation-verifier 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 5d 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/ablation-verifier.md · 176 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

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. 5d ago First seen · 176 lines · 221 tokens per session scan A 0fde6cc7dd82

Subscribe to this mod's changes

ablation-verifier is an agent published in the GitHub repository aivo0/research-team (6 stars, last pushed 5mo ago), with no licence file. It adds 221 tokens to every session and 1,478 once invoked, about $0.0011 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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