Agent skill

Self Improving Agent

by omnimind-ai in omnimind-ai/OmniBot

Built-in self-improvement loop for Omnibot agents. An agent skill from omnimind-ai/OmniBot.

Custom licenceAuto-check passedAgent Workflows

Install Self Improving Agent

skills CLI
$ npx skills add omnimind-ai/OmniBot --skill self-improving-agent -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install omnimind-ai/OmniBot self-improving-agent --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/omnimind-ai/OmniBot.git skills-src && mkdir -p .claude/skills && cp -r skills-src/app/src/main/assets/builtin_skills/self-improving-agent .claude/skills/self-improving-agent && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
self-improving-agent
GitHub stars
2k
Token cost
~1.2k tokens
SKILL.md length
572 words
Files
2 (incl. scripts)
Skills in repo
8
Repo updated
First seen
Licence
Custom licence

At a glance

Built-in self-improvement loop for Omnibot agents. An agent skill from omnimind-ai/OmniBot.

  • Works in 5 steps: a non-trivial command, tool, browser, or… → the user corrects your understanding,… → you discover an outdated… → …
  • Record non-trivial failures
  • SKILL.md covers When To Record, Default Storage, Logging Workflow and Memory Promotion, plus 3 more sections
  • Runs Shell scripts from its folder; calls sh

What it does

Self Improving Agent is an agent skill from omnimind-ai/OmniBot. Built-in self-improvement loop for Omnibot agents. Use to record non-trivial failures, user corrections, outdated assumptions, and reusable best practices into structured workspace learnings, then promote stable rules into memory.

Its SKILL.md is about 1.2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including scripts (for example `scripts/omnibot_auto_log.sh`).

It sits in Agent Workflows. The repository describes itself as: Your on-phone / mobile AI Agent / Claw, capable of operating terminals and performing a wide range of tasks in the Android world || 你的手机 AI 代理,她可以操作终端,也可以完成 Android 世界的广泛任务.

When your agent uses it

  • Record non-trivial failures
  • User corrections
  • Outdated assumptions
  • Reusable best practices into structured workspace learnings

Example prompts

  • “/self-improving-agent”

Requirements

  • A Bash shell

Workflow steps

5 steps, taken from the first numbered list in SKILL.md.

  1. a non-trivial command, tool, browser, or device action fails
  2. the user corrects your understanding, path, rule, or project assumption
  3. you discover an outdated Omnibot/runtime/project convention
  4. you find a reusable workaround or best practice that will likely save future retries
  5. the same mistake repeats in the same task or across tasks

What it can do on your machine

Read from SKILL.md and the folder at commit 8c25545. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Ships 1 file in scripts/ (Shell), which the agent can run.

    Shell commands in SKILL.md call:

    • sh

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Self Improving Agent loads about 1.2k tokens when it runs. Until then it costs about 63 tokens; SKILL.md has 572 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~63
When it runs · the whole SKILL.md, loaded when a task matches
~1.2k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.

SKILL.md

Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 572 words (~1,157 tokens).

“This built-in skill is fixed-injected for Omnibot agent runs.”

— opening of SKILL.md by omnimind-ai, Custom licence
name
self-improving-agent

Read the full SKILL.md on GitHub

Files

SKILL.md and 1 other file (scripts) in app/src/main/assets/builtin_skills/self-improving-agent of omnimind-ai/OmniBot.

  • SKILL.md
  • scripts/omnibot_auto_log.sh

Open the folder on GitHubat commit 8c25545

Compare with similar skills

Self Improving Agent next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Self Improving Agent compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Self Improving Agent this skillomnimind-ai/OmniBot2k—~1.2kAutomated safety check: PassCustom licence
MCP Server Builderanthropics/skills180k63 repos~2.3kAutomated safety check: PassApache-2.0
Hook Development for Claude Code Pluginsanthropics/claude-plugins-official38k10 repos~4.1kAutomated safety check: NotesApache-2.0
Using Superpowersfarm-fe/farm5.6k35 repos~1.4kAutomated safety check: PassMIT
Executing Plans Inlineobra/superpowers297k2 repos~5.1kAutomated safety check: PassMIT
Skill CreatorAzure/azqr79589 repos~8.2kAutomated safety check: PassApache-2.0

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Categories

Questions about Self Improving Agent

What does Self Improving Agent do?

Built-in self-improvement loop for Omnibot agents. An agent skill from omnimind-ai/OmniBot. Self Improving Agent is an agent skill from omnimind-ai/OmniBot. Built-in self-improvement loop for Omnibot agents.

When should I use Self Improving Agent?

Self Improving Agent fits situations like: record non-trivial failures; user corrections; outdated assumptions; reusable best practices into structured workspace learnings.

How do I install Self Improving Agent in Claude Code?

Run `npx skills add omnimind-ai/OmniBot --skill self-improving-agent -a claude-code`. Or copy the skill folder (app/src/main/assets/builtin_skills/self-improving-agent in omnimind-ai/OmniBot) into .claude/skills/self-improving-agent in your project. Claude Code loads it when a task matches its description.

How do I install Self Improving Agent in Codex?

Run `npx skills add omnimind-ai/OmniBot --skill self-improving-agent -a codex`. Or copy the skill folder (app/src/main/assets/builtin_skills/self-improving-agent in omnimind-ai/OmniBot) into .agents/skills/self-improving-agent in your project. Codex loads it when a task matches its description.

Can I use Self Improving Agent in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add omnimind-ai/OmniBot --skill self-improving-agent -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/self-improving-agent, .gemini/skills/self-improving-agent, .github/skills/self-improving-agent and .opencode/skills/self-improving-agent in your project.

What does Self Improving Agent need to run?

Going by SKILL.md and its folder, Self Improving Agent needs a shell for the scripts in its folder and the command-line tools its instructions call (sh). Our summary lists: A Bash shell.

Does Self Improving Agent access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Self Improving Agent safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Self Improving Agent use?

Self Improving Agent has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.

How many tokens does Self Improving Agent use?

About 1.2k tokens (SKILL.md is roughly 4.6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Self Improving Agent?

Skills that share tags, products or a category with Self Improving Agent: MCP Server Builder (anthropics/skills, 180k stars), Hook Development for Claude Code Plugins (anthropics/claude-plugins-official, 38k stars), Using Superpowers (farm-fe/farm, 5.6k stars) and Executing Plans Inline (obra/superpowers, 297k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Self Improving Agent?

omnimind-ai (a GitHub organization) maintains it in omnimind-ai/OmniBot, which has 2,035 GitHub stars. The repository holds 8 skills in this directory. The repository was last updated on October 9, 2026.

Source: omnimind-ai/OmniBot on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.