LLM Wiki Knowledge Graph
Egonex-AI/Understand-Anything
Detects a Karpathy-pattern LLM wiki and builds an interactive knowledge graph with entities, implicit relationships and topic clusters.
Brain knowledge base operations. An agent skill from inbrainfun/inbrain.
Install Brain Ops
$ npx skills add inbrainfun/inbrain --skill brain-ops -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install inbrainfun/inbrain brain-ops --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/inbrainfun/inbrain.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/brain-ops .claude/skills/brain-ops && 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 "brain-ops" agent skill from https://github.com/inbrainfun/inbrain/tree/main/skills/brain-ops into .claude/skills/brain-ops/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "brain-ops", 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/inbrainfun/inbrain/tree/main/skills/brain-opsType 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 inbrainfun/inbrain --skill brain-ops -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install inbrainfun/inbrain brain-ops --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/inbrainfun/inbrain.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/brain-ops .agents/skills/brain-ops && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "brain-ops" agent skill from https://github.com/inbrainfun/inbrain/tree/main/skills/brain-ops into .agents/skills/brain-ops/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "brain-ops", 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 inbrainfun/inbrain --skill brain-ops -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install inbrainfun/inbrain brain-ops --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/inbrainfun/inbrain.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/brain-ops .cursor/skills/brain-ops && 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 "brain-ops" agent skill from https://github.com/inbrainfun/inbrain/tree/main/skills/brain-ops into .cursor/skills/brain-ops/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "brain-ops", 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/inbrainfun/inbrain.git --path skills/brain-ops--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 inbrainfun/inbrain --skill brain-ops -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install inbrainfun/inbrain brain-ops --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/inbrainfun/inbrain.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/brain-ops .gemini/skills/brain-ops && 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 "brain-ops" agent skill from https://github.com/inbrainfun/inbrain/tree/main/skills/brain-ops into .gemini/skills/brain-ops/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "brain-ops", 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 inbrainfun/inbrain brain-opsInstalls 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 inbrainfun/inbrain --skill brain-ops -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/inbrainfun/inbrain.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/brain-ops .github/skills/brain-ops && 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 "brain-ops" agent skill from https://github.com/inbrainfun/inbrain/tree/main/skills/brain-ops into .github/skills/brain-ops/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "brain-ops", 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 inbrainfun/inbrain --skill brain-ops -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install inbrainfun/inbrain brain-ops --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/inbrainfun/inbrain.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/brain-ops .opencode/skills/brain-ops && 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 "brain-ops" agent skill from https://github.com/inbrainfun/inbrain/tree/main/skills/brain-ops into .opencode/skills/brain-ops/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "brain-ops", 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
brain-ops- GitHub stars
- 142
- Used in
- 1 other repo
- Token cost
- ~1.5k tokens
- SKILL.md length
- 757 words
- Files
- 1
- Skills in repo
- 54
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Brain knowledge base operations. An agent skill from inbrainfun/inbrain.
- Works in 5 steps: Brain-First Lookup (MANDATORY) → On Every Inbound Signal (READ → ENRICH →… → 5: Structured Graph Updates (automatic) → …
- Tasks that involve Knowledge bases
- SKILL.md covers Contract, Iron Law: Back-Linking…, Phases and Output Format, plus 3 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Brain Ops is an agent skill from inbrainfun/inbrain. Brain knowledge base operations. The core read/write cycle: brain-first lookup, read-enrich-write loop, source attribution, ambient enrichment, back-linking. Read this before any brain interaction.
Its SKILL.md is about 1.5k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Knowledge Management, covering Knowledge bases.
When your agent uses it
- Tasks that involve Knowledge bases
Example prompts
- “/brain-ops”
Workflow steps
5 steps, taken from the step headings in SKILL.md.
- Brain-First Lookup (MANDATORY)
- On Every Inbound Signal (READ → ENRICH → WRITE)
- 5: Structured Graph Updates (automatic)
- On Every Outbound Response (READ → PULL → RESPOND)
- Ambient Enrichment
What it can do on your machine
Read from SKILL.md and the folder at commit 5231990. 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
No scripts in the folder and no shell commands in SKILL.md.
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
Brain Ops loads about 1.5k tokens when it runs. Until then it costs about 52 tokens; SKILL.md has 757 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
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 757 words (~1,542 tokens).
“The brain is not an archive. It is a live context membrane that every interaction flows through in both directions.”
- name
- brain-ops
- version
- 1.0.0
- triggers
- any brain read/write/lookup/citation
- tools
- search, query, get_page, put_page, add_link, add_timeline_entry, get_backlinks, sync_brain
- mutating
- true
- writes_pages
- true
- writes_to
- people/, companies/, deals/, concepts/, meetings/
Files
Just SKILL.md in skills/brain-ops of inbrainfun/inbrain.
Open the folder on GitHubat commit 5231990
Used in 1 other repository
We found 3 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in inbrainfun/inbrain, which our catalogue first saw on October 7, 2026.
Compare with similar skills
Brain Ops 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 |
|---|---|---|---|---|---|---|
| Brain Ops this skillinbrainfun/inbrain | 142 | 1 repos | ~1.5k | Automated safety check: Pass | Custom licence | |
| LLM Wiki Knowledge GraphEgonex-AI/Understand-Anything | 85k | 1 repos | ~1.5k | Automated safety check: Pass | MIT | |
| Xhs Virtual Productchenjin-cmd/xhs-virtual-product | 726 | — | ~862 | Automated safety check: Pass | MIT | |
| OpenkbVectifyAI/OpenKB | 4.7k | 1 repos | ~2k | Automated safety check: Warn | Apache-2.0 | |
| Learn From Materialsdmoshehun-prog/learn-from-materials | 902 | — | ~7.9k | Automated safety check: Pass | MIT | |
| Onyx CLIonyx-dot-app/onyx | 32k | 1 repos | ~2.6k | Automated safety check: Pass | Custom licence |
Similar skills
Xhs Virtual Product
chenjin-cmd/xhs-virtual-product
This skill helps plan, select, produce, and market Xiaohongshu (RED) virtual/digital products — templates, knowledge bases, test tools, study materials.
Openkb
VectifyAI/OpenKB
A skill your agent uses when the user asks about content in their OpenKB knowledge base — research topics, concepts compiled from their documents, cross-document synthesis — or mentions openkb, an…
Learn From Materials
dmoshehun-prog/learn-from-materials
Turns books, PDFs, slides and web pages into a source-grounded knowledge base and an interactive learning page in English or Chinese, with quizzes, relationship maps and reusable methodology notes.
Onyx CLI
onyx-dot-app/onyx
Query the Onyx knowledge base using the onyx-cli command. An agent skill from onyx-dot-app/onyx.
LLM Wiki
lewislulu/llm-wiki-skill
Build and maintain a Karpathy-style LLM knowledge base — a self-compiling Obsidian markdown wiki where an Agent ingests raw sources, compiles cross-linked concept/entity/summary pages, answers…
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Related
Categories
Questions about Brain Ops
What does Brain Ops do?
Brain knowledge base operations. An agent skill from inbrainfun/inbrain. Brain Ops is an agent skill from inbrainfun/inbrain. Brain knowledge base operations.
When should I use Brain Ops?
Brain Ops fits situations like: tasks that involve Knowledge bases.
How do I install Brain Ops in Claude Code?
Run `npx skills add inbrainfun/inbrain --skill brain-ops -a claude-code`. Or copy the skill folder (skills/brain-ops in inbrainfun/inbrain) into .claude/skills/brain-ops in your project. Claude Code loads it when a task matches its description.
How do I install Brain Ops in Codex?
Run `npx skills add inbrainfun/inbrain --skill brain-ops -a codex`. Or copy the skill folder (skills/brain-ops in inbrainfun/inbrain) into .agents/skills/brain-ops in your project. Codex loads it when a task matches its description.
Can I use Brain Ops 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 inbrainfun/inbrain --skill brain-ops -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/brain-ops, .gemini/skills/brain-ops, .github/skills/brain-ops and .opencode/skills/brain-ops in your project.
What does Brain Ops need to run?
SKILL.md names no scripts, command-line tools or credentials: Brain Ops is instructions for the agent only.
Does Brain Ops 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 Brain Ops 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 Brain Ops use?
Brain Ops 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 Brain Ops use?
About 1.5k tokens (SKILL.md is roughly 6.2k 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 Brain Ops?
Skills that share tags, products or a category with Brain Ops: LLM Wiki Knowledge Graph (Egonex-AI/Understand-Anything, 85k stars), Xhs Virtual Product (chenjin-cmd/xhs-virtual-product, 726 stars), Openkb (VectifyAI/OpenKB, 4.7k stars) and Learn From Materials (dmoshehun-prog/learn-from-materials, 902 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Brain Ops?
inbrainfun (a GitHub user) maintains it in inbrainfun/inbrain, which has 142 GitHub stars. The repository holds 54 skills in this directory. The repository was last updated on July 17, 2026.
Source: inbrainfun/inbrain on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.