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MUST use when user says 'continuous-improvement', 'instinct status', 'what have you learned', 'show learned rules', 'mulahazah status', 'what patterns have you noticed', 'behavioral learning', 'show…
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Install Mulahazah
$ npx skills add Kiyoraka/Project-AI-MemoryCore --skill mulahazah -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Kiyoraka/Project-AI-MemoryCore mulahazah --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/Kiyoraka/Project-AI-MemoryCore.git skills-src && mkdir -p .claude/skills && cp -r skills-src/Feature/Mulahazah-System .claude/skills/mulahazah && rm -rf skills-srcUse ~/.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/
Install the "mulahazah" agent skill from https://github.com/Kiyoraka/Project-AI-MemoryCore/tree/main/Feature/Mulahazah-System into .claude/skills/mulahazah/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mulahazah", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/Kiyoraka/Project-AI-MemoryCore/tree/main/Feature/Mulahazah-SystemType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add Kiyoraka/Project-AI-MemoryCore --skill mulahazah -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Kiyoraka/Project-AI-MemoryCore mulahazah --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Kiyoraka/Project-AI-MemoryCore.git skills-src && mkdir -p .agents/skills && cp -r skills-src/Feature/Mulahazah-System .agents/skills/mulahazah && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "mulahazah" agent skill from https://github.com/Kiyoraka/Project-AI-MemoryCore/tree/main/Feature/Mulahazah-System into .agents/skills/mulahazah/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mulahazah", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add Kiyoraka/Project-AI-MemoryCore --skill mulahazah -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Kiyoraka/Project-AI-MemoryCore mulahazah --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Kiyoraka/Project-AI-MemoryCore.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/Feature/Mulahazah-System .cursor/skills/mulahazah && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "mulahazah" agent skill from https://github.com/Kiyoraka/Project-AI-MemoryCore/tree/main/Feature/Mulahazah-System into .cursor/skills/mulahazah/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mulahazah", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/Kiyoraka/Project-AI-MemoryCore.git --path Feature/Mulahazah-System--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add Kiyoraka/Project-AI-MemoryCore --skill mulahazah -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Kiyoraka/Project-AI-MemoryCore mulahazah --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Kiyoraka/Project-AI-MemoryCore.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/Feature/Mulahazah-System .gemini/skills/mulahazah && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "mulahazah" agent skill from https://github.com/Kiyoraka/Project-AI-MemoryCore/tree/main/Feature/Mulahazah-System into .gemini/skills/mulahazah/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mulahazah", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install Kiyoraka/Project-AI-MemoryCore mulahazahInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add Kiyoraka/Project-AI-MemoryCore --skill mulahazah -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Kiyoraka/Project-AI-MemoryCore.git skills-src && mkdir -p .github/skills && cp -r skills-src/Feature/Mulahazah-System .github/skills/mulahazah && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "mulahazah" agent skill from https://github.com/Kiyoraka/Project-AI-MemoryCore/tree/main/Feature/Mulahazah-System into .github/skills/mulahazah/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mulahazah", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add Kiyoraka/Project-AI-MemoryCore --skill mulahazah -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Kiyoraka/Project-AI-MemoryCore mulahazah --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Kiyoraka/Project-AI-MemoryCore.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/Feature/Mulahazah-System .opencode/skills/mulahazah && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "mulahazah" agent skill from https://github.com/Kiyoraka/Project-AI-MemoryCore/tree/main/Feature/Mulahazah-System into .opencode/skills/mulahazah/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mulahazah", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
mulahazah- GitHub stars
- 374
- Token cost
- ~1.2k tokens
- SKILL.md length
- 553 words
- Files
- 5
- Skills in repo
- 17
- Repo updated
- First seen
- Licence
- None found
At a glance
MUST use when user says 'continuous-improvement', 'instinct status', 'what have you learned', 'show learned rules', 'mulahazah status', 'what patterns have you noticed', 'behavioral learning', 'show…
- Works in 5 steps: Read Learned Rules → Session Reflection → Analyze Observations (if requested or on… → …
- User says continuous-improvement
- SKILL.md covers Activation, Overview, Context Guard and Protocol, plus 4 more sections
- Calls bash
What it does
Mulahazah is an agent skill from Kiyoraka/Project-AI-MemoryCore. MUST use when user says 'continuous-improvement', 'instinct status', 'what have you learned', 'show learned rules', 'mulahazah status', 'what patterns have you noticed', 'behavioral learning', 'show rules', or when user asks about session learning, accumulated rules, or patterns Claude has observed.
Its SKILL.md is about 1.2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files (for example `README.md`, `config.json` and `install-mulahazah.md`).
When your agent uses it
- User says continuous-improvement
- Instinct status
- What have you learned
- Show learned rules
Example prompts
- “continuous-improvement”
- “instinct status”
- “what have you learned”
- “/mulahazah”
Workflow steps
5 steps, taken from the step headings in SKILL.md.
- Read Learned Rules
- Session Reflection
- Analyze Observations (if requested or on /continuous-improvement)
- Report Observer Status
- Display Full Rule Status
What it can do on your machine
Read from SKILL.md and the folder at commit c421b55. 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
Shell commands in SKILL.md call:
bash
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
Mulahazah loads about 1.2k tokens when it runs. Until then it costs about 78 tokens; SKILL.md has 553 words of instructions outside code blocks.
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); files beside SKILL.md are not scanned.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 553 words (~1,231 tokens).
“The AI that remembers how you work.”
- name
- mulahazah
Files
SKILL.md and 4 other files in Feature/Mulahazah-System of Kiyoraka/Project-AI-MemoryCore.
- SKILL.md
- README.md
- config.json
- install-mulahazah.md
- rules-format.md
Open the folder on GitHubat commit c421b55
Compare with similar skills
Mulahazah 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Mulahazah this skillKiyoraka/Project-AI-MemoryCore | 374 | — | ~1.2k | Automated safety check: Pass | None | |
| Continuetelegramdesktop/tdesktop | 33k | 2 repos | ~9.4k | Automated safety check: Pass | GPL-3.0 | |
| Continuous Learningaffaan-m/ECC | 276k | — | ~1.1k | Automated safety check: Pass | MIT | |
| Continuous Learningaffaan-m/ECC | 276k | — | ~1.2k | Automated safety check: Pass | MIT | |
| Continuous Improvement Loopindranilbanerjee/digital-marketing-pro | 862 | 1 repos | ~3.4k | Automated safety check: Notes | MIT | |
| Continuous Learning V2affaan-m/ECC | 277k | — | ~3.5k | Automated safety check: Pass | MIT |
Similar skills
Continuous Learning
affaan-m/ECC
[DEPRECATED - use continuous-learning-v2] Legacy v1 stop-hook skill extractor.
Continuous Learning
affaan-m/ECC
[OBSOLETO - usar continuous-learning-v2] Extractor de skill por hook Stop v1 heredado.
Continuous Improvement Loop
indranilbanerjee/digital-marketing-pro
Run the Part 12 continuous improvement loop into a quarterly brief for leadership.
Continuous Learning V2
affaan-m/ECC
Instinct-based learning system that observes sessions via hooks, creates atomic instincts with confidence scoring, and evolves them into skills/commands/agents.
Continuity
parcadei/Continuous-Claude-v3
Problem-solving strategies for continuity in real analysis. An agent skill from parcadei/Continuous-Claude-v3.
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Questions about Mulahazah
What does Mulahazah do?
MUST use when user says 'continuous-improvement', 'instinct status', 'what have you learned', 'show learned rules', 'mulahazah status', 'what patterns have you noticed', 'behavioral learning', 'show…. Mulahazah is an agent skill from Kiyoraka/Project-AI-MemoryCore. MUST use when user says 'continuous-improvement', 'instinct status', 'what have you learned', 'show learned rules', 'mulahazah status', 'what patterns have you noticed', 'behavioral learning', 'show rules', or when user asks about session learning, accumulated rules, or patterns Claude has observed.
When should I use Mulahazah?
Mulahazah fits situations like: user says continuous-improvement; instinct status; what have you learned; show learned rules.
How do I install Mulahazah in Claude Code?
Run `npx skills add Kiyoraka/Project-AI-MemoryCore --skill mulahazah -a claude-code`. Or copy the skill folder (Feature/Mulahazah-System in Kiyoraka/Project-AI-MemoryCore) into .claude/skills/mulahazah in your project. Claude Code loads it when a task matches its description.
How do I install Mulahazah in Codex?
Run `npx skills add Kiyoraka/Project-AI-MemoryCore --skill mulahazah -a codex`. Or copy the skill folder (Feature/Mulahazah-System in Kiyoraka/Project-AI-MemoryCore) into .agents/skills/mulahazah in your project. Codex loads it when a task matches its description.
Can I use Mulahazah 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 Kiyoraka/Project-AI-MemoryCore --skill mulahazah -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/mulahazah, .gemini/skills/mulahazah, .github/skills/mulahazah and .opencode/skills/mulahazah in your project.
What does Mulahazah need to run?
Going by SKILL.md and its folder, Mulahazah needs the command-line tools its instructions call (bash).
Does Mulahazah 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 Mulahazah 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. Review the folder before installing.
What licence does Mulahazah use?
No licence was found for Mulahazah or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Mulahazah use?
About 1.2k tokens (SKILL.md is roughly 4.9k 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 Mulahazah?
Skills that share tags, products or a category with Mulahazah: Continue (telegramdesktop/tdesktop, 33k stars), Continuous Learning (affaan-m/ECC, 276k stars), Continuous Learning (affaan-m/ECC, 276k stars) and Continuous Improvement Loop (indranilbanerjee/digital-marketing-pro, 862 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Mulahazah?
Kiyoraka (a GitHub user) maintains it in Kiyoraka/Project-AI-MemoryCore, which has 374 GitHub stars. The repository holds 17 skills in this directory. The repository was last updated on July 29, 2026.
Source: Kiyoraka/Project-AI-MemoryCore on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.