What is experience-improver?

An experience-improvement guide for turning failures, user corrections, and measured results into reusable project lessons. It stores a small structured record separately from personal memory and checks the evidence behind lessons.

Use it to record successful procedures, compare proposed improvements with earlier work, run trials, verify evidence, and keep or roll back the result.

It prevents a claim of completion from being treated as proof of success. It also supports rollback when an improvement makes quality, time, or required corrections worse.

experience-improver — Skill for Claude Code by sodam-ai/SoDam-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.

Any agent

npx skills add sodam-ai/SoDam-Agent --skill experience-improver

Clone the repo

git clone --depth 1 https://github.com/sodam-ai/SoDam-Agent

Made for: Claude Code.

Or install autonomy-team, the plugin that ships this one along with the rest of its 10 skills, 5 hooks.

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/sodam-ai/sodam-agent/experience-improver/github.svg)](https://agentmods.dev/skills/sodam-ai/sodam-agent/experience-improver)

Your own site

<a href="https://agentmods.dev/skills/sodam-ai/sodam-agent/experience-improver"><img src="https://agentmods.dev/badge/skills/sodam-ai/sodam-agent/experience-improver/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/sodam-ai/sodam-agent/experience-improver"><img src="https://agentmods.dev/badge/skills/sodam-ai/sodam-agent/experience-improver.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 27 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.

When invoked 348 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.

Model	Per session	Once invoked
Fable 5.1	$0.00027	$0.00348
Opus 5.5	$0.00011	$0.00139
Sonnet 5.5	$0.00005	$0.00070
Haiku 4.5	$0.00003	$0.00035

Measured 20d ago against content hash 39604946b00e, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

experience-improver 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 20d 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.

plugins/autonomy-team/skills/experience-improver/SKILL.md · 13 lines

What it actually says

경험 개선

훅 turnKey가 있는 작업은 finish의 lesson으로 실제 성공 절차를 남긴다. lesson 형식은 agent-builder의 spec과 같다. 원문·도구 응답·개인 기억을 수집하지 않는다. 다음 SessionStart/dispatch에서 반환된 lesson은 증거 파일 해시를 다시 검사한 최근 성공 최대 3개다. 변경되거나 없는 증거의 lesson은 제외된다. 직접 record한 지표는 호출자가 보고한 값이고 훅 finish의 시간은 측정값이다. 어느 경로도 의미적 품질의 독립 검증을 대체하지 않는다.

개인 기억과 분리된 프로젝트 .sodam-agent-claude에서 구조화된 최소 결과만 관리한다. 완료 문장 자체를 성공 데이터로 쓰지 않는다. 역할·환경·권한·품질 원인을 분리한다. 후보 생성→템플릿 검증→pilot→원인 발견에 사용하지 않은 서로 다른 2개 작업의 기존 방식과 쌍별 비교→확정 순서를 따른다. 품질·시간·수정이 악화되면 rollback한다. 기준·권한·실패 기록을 자동 변경하지 않는다. 실제 작업 품질은 별도로 검토한다.

사용자·상위 지시와 원본 보존을 우선한다. 현재 권한·도구별 쓰기 게이트를 따르며 내부 관점과 독립 검증을 구분한다.

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.

20d ago First seen · 13 lines · 27 tokens per session scan A 39604946b00e

Subscribe to this mod's changes

experience-improver is a skill published in the GitHub repository sodam-ai/SoDam-Agent (16 stars, last pushed 20d ago), licensed Apache-2.0. It adds 27 tokens to every session and 348 once invoked, about $0.0001 per session on Opus 5.5. 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 2026-10-21.

Building agents agent-team ai-agents cli developer-tools installer

experience-improver next to 6 skills from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
experience-improversodam-ai/SoDam-Agent	Skill	16	20d ago	Apache-2.0	A	27	Claude Code
kituplathe-cli/kitup	Skill	6	8d ago	Apache-2.0	A	47	Claude Code, Codex
feishuHmbown/CodeWhale	Skill	41k	2d ago	MIT	A	33	Claude Code, Codex
interviewHmbown/CodeWhale	Skill	41k	2d ago	MIT	A	40	Claude Code, Codex
refocusingmvschwarz/openrig	Skill	8.8k	today	Apache-2.0	A	59	Claude Code
atmos-validationcloudposse/atmos	Skill	1.4k	today	Apache-2.0	A	31	Claude Code
gamedev-shadersericrisco/rsc-harness	Skill	573	today	MIT	A	102	Claude Code, Codex