evolve-lite:synthesize-skill

evolve-lite:synthesize-skill is a skill for Claude Code, Codex from AgentToolkit/altk-evolve. It costs 58 tokens per session (2,032 once invoked), scanned A, original, Apache-2.0.

A tool for turning a successful, reusable work process into an agent skill. It creates instructions and supporting scripts that future agents can use.

In plain words
What is it for?
Use it after a non-trivial task produces a repeatable workflow, reusable script, or environment-specific solution worth preserving.
Why use it?
It prevents agents from having to rediscover the same workflow, workaround, or command sequence in later sessions.

Skill for Claude CodeCodex

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

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 skills/agenttoolkit/altk-evolve/evolve-lite-synthesize-skill
Any agent
npx skills add AgentToolkit/altk-evolve --skill evolve-lite-synthesize-skill
Clone the repo
git clone --depth 1 https://github.com/AgentToolkit/altk-evolve

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 evolve-lite:synthesize-skill

README.md
[![agentmods](https://agentmods.dev/badge/skills/agenttoolkit/altk-evolve/evolve-lite-synthesize-skill.svg)](https://agentmods.dev/skills/agenttoolkit/altk-evolve/evolve-lite-synthesize-skill)
Your own site
<a href="https://agentmods.dev/skills/agenttoolkit/altk-evolve/evolve-lite-synthesize-skill"><img src="https://agentmods.dev/badge/skills/agenttoolkit/altk-evolve/evolve-lite-synthesize-skill.svg" alt="Measured on agentmods" height="20"></a>
Per session 58 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,032 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
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 $0.00058 $0.02032
Opus 5 $0.00029 $0.01016
Sonnet 5 $0.00012 $0.00406
Haiku 4.5 $0.00006 $0.00203

Measured 6d ago against content hash 1df23c9bdb43, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-06, from the pricing page.

Security

Grade A, and why

evolve-lite:synthesize-skill 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 6d ago.

The scan reads SKILL.md. This mod also ships 1 executable file (scripts/synthesize.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.

Origin

Copies of this mod

1 near-identical copy found in the catalogue:

platform-integrations/bob/evolve-lite/skills/evolve-lite-synthesize-skill/SKILL.md · 149 lines

How it starts

The opening of the file, as written. The whole thing — 149 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Skill Synthesizer

Overview

This skill reads a saved trajectory and produces a reusable agent skill — a SKILL.md plus any supporting scripts — that captures the successful workflow the session discovered. The output goes to .evolve/skills/<skill-name>/ (canonical, evolve-managed). Future sessions on the same project can then invoke the skill directly instead of re-deriving the workflow.

This is the executable counterpart to the learn skill's free-text guidelines: learn writes Markdown the next agent has to read and decide what to do; synthesize-skill writes a skill the next agent can simply call.

When To Use

Use this skill when a trajectory captured:

  • A non-trivial workflow that succeeded after trial-and-error (the eventual happy path is worth promoting from free-text advice to an invocable artifact).
  • A reusable script or command sequence the model wrote during the session — particularly one the agent had to reconstruct over multiple attempts.
  • An environment-specific workaround (a missing system tool, a permissions wrinkle, a fallback pipeline) that future sessions in the same project will hit.

Skip this skill — and let learn cover the case with a guideline alone — when:

  • The successful path was a single trivial command.
  • The workflow embeds secrets, tokens, or one-off user inputs that can't be safely generalized.
  • A skill with the same trigger already exists in .evolve/skills/ (use learn's guideline path to refine the existing skill instead of creating a duplicate).

Workflow

Step 0: Locate the Trajectory

This skill runs in a forked context. You cannot see the parent conversation directly — read the trajectory the parent passed in via args or via the Run evolve-lite:synthesize-skill on <path> instruction.

The trajectory path is either:

  • supplied directly as args to the skill invocation, or
  • stated in the parent's invocation message as The saved trajectory path is: <path> — take everything after the colon, strip surrounding whitespace and quotes.

Read the full file on GitHub · 149 lines

Files

What ships with it

1 file 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.

  1. 6d ago First seen · 149 lines · 58 tokens per session scan A 1df23c9bdb43

Subscribe to this mod's changes

evolve-lite:synthesize-skill is a skill published in the GitHub repository AgentToolkit/altk-evolve (104 stars, last pushed 3d ago), licensed Apache-2.0. It adds 58 tokens to every session and 2,032 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.

Related

Other skills, from other repositories

memory-to-skill

Turn workflows from your MemSearch memory into reusable skills. Use when the user asks to make/create/extract/distill a skill from what they just did or from past work, review skill candidates, install a distilled skill, or 'turn this into a skill'. Manages MemSearch procedural-memory candidates under…

zilliztech/memsearch · 82 tokens

media-gen

Photoreal image + video generation and upscaling via fal.ai (pay-per-use, one API key, always-current models: Kling, Seedance, FLUX, nano-banana Pro, Topaz). Use for image-to-video ("animate this image", "turn this photo into a video"), photoreal video clips for websites/demos, hero video loops, upscaling…

ManceRayder42/jarvis-os · 216 tokens

research-notebook

Deep research on any topic via the NotebookLM CLI. Use whenever the user requests research on a topic, in any project, in any language. Triggers on phrases like "research this", "deep dive on", "do research on", "dig into", "find out about", "investigate", "look into", "research X for me". Creates or reuses a…

ManceRayder42/jarvis-os · 130 tokens

learn

Use when the user shares a conclusion, note, or takeaway from something they're studying — a book, course, or article — and wants it captured into their personal learning archive. Trigger phrases include "what I learned today", "notes from the book", "conclusions from chapter X", plus the explicit /learn command. Also…

ManceRayder42/jarvis-os · 121 tokens

wiki-article

Write a wiki article capturing structure you learned about an active project in the user's hub. Use when you grepped or spawned Explore agents to understand a project and must record that knowledge before /done, or when the user asks to "write a wiki article", "document this in the wiki", or "add this to the wiki".

ManceRayder42/jarvis-os · 70 tokens

captain-recall

Use when the user asks WHY or WHAT-HAPPENED questions about this system — historical decisions, past incidents, why code/config is shaped a certain way, where something is deployed, who decided what, or the state of work in flight. Queries the tsubasa knowledge graph for cited answers.

ramarahmanda/tsubasa · 65 tokens