evolution-analyst

evolution-analyst is an agent for coding agents from aself101/agents-and-pipelines. It costs 51 tokens per session (5,934 once invoked), scanned A, original, no licence file.

An analysis of past validation results across an ecosystem of projects or agents. It looks for patterns linked to improved scores and turns them into recommendations for updating agent definitions.

In plain words
What is it for?
Use it to study validation history, find score-improvement patterns, and recommend updates to agent definitions.
Why use it?
It uses accumulated review data to identify changes that may improve future results. This helps teams learn from earlier validation instead of reviewing each result in isolation.

Agent

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/aself101/agents-and-pipelines/evolution-analyst-agent
Clone the repo
git clone --depth 1 https://github.com/aself101/agents-and-pipelines

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 evolution-analyst

README.md
[![agentmods](https://agentmods.dev/badge/agents/aself101/agents-and-pipelines/evolution-analyst-agent.svg)](https://agentmods.dev/agents/aself101/agents-and-pipelines/evolution-analyst-agent)
Your own site
<a href="https://agentmods.dev/agents/aself101/agents-and-pipelines/evolution-analyst-agent"><img src="https://agentmods.dev/badge/agents/aself101/agents-and-pipelines/evolution-analyst-agent.svg" alt="Measured on agentmods" height="20"></a>
Per session 51 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 5,934 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 $0.00051 $0.05934
Opus 5 $0.00026 $0.02967
Sonnet 5 $0.00010 $0.01187
Haiku 4.5 $0.00005 $0.00593

Measured 5d ago against content hash e591f3f5644d, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

evolution-analyst 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/evolution-analyst-agent.md · 620 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 · 620 lines · 51 tokens per session scan A e591f3f5644d

Subscribe to this mod's changes

evolution-analyst is an agent published in the GitHub repository aself101/agents-and-pipelines (53 stars, last pushed 1mo ago), with no licence file. It adds 51 tokens to every session and 5,934 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 2026-08-30.