Ito Compute
affaan-m/ECC
Query live GPU inventory, submit an authenticated Itô fixed-rate RFQ, inspect RFQ or procurement status, revoke device credentials, and run explicitly gated node qualification through the separately…
Compute lifecycle scores for all insight and framework notes - detect which notes are crystallizing or becoming generative
MITAuto-check: notes
Install Compute Lifecycle
$ npx skills add Abilityai/cornelius --skill compute-lifecycle -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Abilityai/cornelius compute-lifecycle --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/Abilityai/cornelius.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/compute-lifecycle .claude/skills/compute-lifecycle && 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 "compute-lifecycle" agent skill from https://github.com/Abilityai/cornelius/tree/main/.claude/skills/compute-lifecycle into .claude/skills/compute-lifecycle/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "compute-lifecycle", 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/Abilityai/cornelius/tree/main/.claude/skills/compute-lifecycleType 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 Abilityai/cornelius --skill compute-lifecycle -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Abilityai/cornelius compute-lifecycle --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Abilityai/cornelius.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/compute-lifecycle .agents/skills/compute-lifecycle && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "compute-lifecycle" agent skill from https://github.com/Abilityai/cornelius/tree/main/.claude/skills/compute-lifecycle into .agents/skills/compute-lifecycle/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "compute-lifecycle", 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 Abilityai/cornelius --skill compute-lifecycle -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Abilityai/cornelius compute-lifecycle --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Abilityai/cornelius.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/compute-lifecycle .cursor/skills/compute-lifecycle && 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 "compute-lifecycle" agent skill from https://github.com/Abilityai/cornelius/tree/main/.claude/skills/compute-lifecycle into .cursor/skills/compute-lifecycle/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "compute-lifecycle", 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/Abilityai/cornelius.git --path .claude/skills/compute-lifecycle--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 Abilityai/cornelius --skill compute-lifecycle -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Abilityai/cornelius compute-lifecycle --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Abilityai/cornelius.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/compute-lifecycle .gemini/skills/compute-lifecycle && 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 "compute-lifecycle" agent skill from https://github.com/Abilityai/cornelius/tree/main/.claude/skills/compute-lifecycle into .gemini/skills/compute-lifecycle/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "compute-lifecycle", 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 Abilityai/cornelius compute-lifecycleInstalls 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 Abilityai/cornelius --skill compute-lifecycle -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Abilityai/cornelius.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/compute-lifecycle .github/skills/compute-lifecycle && 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 "compute-lifecycle" agent skill from https://github.com/Abilityai/cornelius/tree/main/.claude/skills/compute-lifecycle into .github/skills/compute-lifecycle/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "compute-lifecycle", 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 Abilityai/cornelius --skill compute-lifecycle -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Abilityai/cornelius compute-lifecycle --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Abilityai/cornelius.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/compute-lifecycle .opencode/skills/compute-lifecycle && 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 "compute-lifecycle" agent skill from https://github.com/Abilityai/cornelius/tree/main/.claude/skills/compute-lifecycle into .opencode/skills/compute-lifecycle/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "compute-lifecycle", 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
compute-lifecycle- GitHub stars
- 109
- Token cost
- ~447 tokens
- SKILL.md length
- 144 words
- Files
- 1
- Skills in repo
- 51
- Repo updated
- First seen
- Licence
- MIT
At a glance
Compute lifecycle scores for all insight and framework notes - detect which notes are crystallizing or becoming generative
- Works in 2 steps: Run lifecycle computation → Present transitions
- SKILL.md covers State Dependencies, Process and Lifecycle Phases
- Calls python
What it does
Compute Lifecycle is an agent skill from Abilityai/cornelius. Compute lifecycle scores for all insight and framework notes - detect which notes are crystallizing or becoming generative
Its SKILL.md is about 450 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
The repository describes itself as: AI-powered second brain template for Claude Code + Obsidian. The licence is MIT.
Example prompts
- “/compute-lifecycle”
Requirements
- Python 3
- Pre-approved tools (allowed-tools): Bash, Read
Workflow steps
2 steps, taken from the step headings in SKILL.md.
What it can do on your machine
Read from SKILL.md and the folder at commit fd5e9a4. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves these tools, so the agent can use them without asking each time:
BashRead
From allowed-tools in the SKILL.md frontmatter.
Runs code
Shell commands in SKILL.md call:
python
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
Compute Lifecycle loads about 447 tokens when it runs. Until then it costs about 35 tokens; SKILL.md has 144 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: notes
The automated check noted patterns worth knowing about, such as sudo or a known installer.
- NotePre-approves every shell command (allowed-tools: Bash)SKILL.md
allowed-tools: Bash, Read
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
The full file from Abilityai/cornelius at commit fd5e9a4, republished under its MIT licence (© Abilityai). 144 words, ~447 tokens.
Download SKILL.mdSave it as
.claude/skills/compute-lifecycle/SKILL.md (or your agent's skills folder).- name
- compute-lifecycle
- description
- Compute lifecycle scores for all insight and framework notes - detect which notes are crystallizing or becoming generative
- allowed-tools
- Bash, Read
- user-invocable
- true
- automation
- gated
Compute Lifecycle Scores
Computes lifecycle scores (0.0 reflective -> 1.0 generative) for all insight and framework notes based on behavioral signals: citation frequency, generative ratio, cross-domain reach, and temporal acceleration.
State Dependencies
| Source | Location | Read | Write | Description |
|---|---|---|---|---|
| Enrichments | resources/brain-graph/data/graph_enrichments.json | ✓ | ✓ | Updated lifecycle scores |
| LBS Graph | resources/local-brain-search/data/brain_graph.pkl | ✓ | NetworkX graph | |
| Brain files | Brain/**/*.md | ✓ | File mtimes for temporal signals |
Process
Step 1: Run lifecycle computation
cd $PROJECT_ROOT/resources/brain-graph
../local-brain-search/venv/bin/python cli.py lifecycleFor JSON output:
../local-brain-search/venv/bin/python cli.py lifecycle --jsonStep 2: Present transitions
Focus on notes that crossed phase boundaries:
- Reflective -> Crystallizing: Note is starting to generate its own connections
- Crystallizing -> Generative: Note has become a driver of new insights
For promotable notes, suggest:
- "Consider promoting to framework status"
- "This note drives connections across N domains"
Lifecycle Phases
| Score Range | Phase | Meaning |
|---|---|---|
| 0.0 - 0.3 | Reflective | Tracks sources, sources win on conflict |
| 0.3 - 0.6 | Crystallizing | Generating own connections, authority contested |
| 0.6 - 1.0 | Generative | Drives downstream notes, this note wins on conflict |
© Abilityai, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in .claude/skills/compute-lifecycle of Abilityai/cornelius.
Open the folder on GitHubat commit fd5e9a4
Compare with similar skills
Compute Lifecycle 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 |
|---|---|---|---|---|---|---|
| Compute Lifecycle this skillAbilityai/cornelius | 109 | — | ~447 | Automated safety check: Notes | MIT | |
| Ito Computeaffaan-m/ECC | 275k | 1 repos | ~1.7k | Automated safety check: Pass | MIT | |
| Claw Scoreopenclaw/openclaw | 392k | — | ~2.5k | Automated safety check: Pass | MIT | |
| Senior Computer Visiondavila7/claude-code-templates | 32k | 3 repos | ~1.4k | Automated safety check: Pass | MIT | |
| Senior Computer Visionalirezarezvani/claude-skills | 28k | 2 repos | ~3.2k | Automated safety check: Pass | MIT | |
| Threat Detectionalirezarezvani/claude-skills | 28k | — | ~3.5k | Automated safety check: Pass | MIT |
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Questions about Compute Lifecycle
What does Compute Lifecycle do?
Compute lifecycle scores for all insight and framework notes - detect which notes are crystallizing or becoming generative. Compute Lifecycle is an agent skill from Abilityai/cornelius.
How do I install Compute Lifecycle in Claude Code?
Run `npx skills add Abilityai/cornelius --skill compute-lifecycle -a claude-code`. Or copy the skill folder (.claude/skills/compute-lifecycle in Abilityai/cornelius) into .claude/skills/compute-lifecycle in your project. Claude Code loads it when a task matches its description.
How do I install Compute Lifecycle in Codex?
Run `npx skills add Abilityai/cornelius --skill compute-lifecycle -a codex`. Or copy the skill folder (.claude/skills/compute-lifecycle in Abilityai/cornelius) into .agents/skills/compute-lifecycle in your project. Codex loads it when a task matches its description.
Can I use Compute Lifecycle 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 Abilityai/cornelius --skill compute-lifecycle -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/compute-lifecycle, .gemini/skills/compute-lifecycle, .github/skills/compute-lifecycle and .opencode/skills/compute-lifecycle in your project.
What does Compute Lifecycle need to run?
Going by SKILL.md and its folder, Compute Lifecycle needs the command-line tools its instructions call (python). Our summary lists: Python 3. Its frontmatter pre-approves these tools: Bash, Read.
Does Compute Lifecycle 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 Compute Lifecycle safe to install?
Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.
What licence does Compute Lifecycle use?
Compute Lifecycle is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Compute Lifecycle use?
About 447 tokens (SKILL.md is roughly 1.8k 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 Compute Lifecycle?
Skills that share tags, products or a category with Compute Lifecycle: Ito Compute (affaan-m/ECC, 275k stars), Claw Score (openclaw/openclaw, 392k stars), Senior Computer Vision (davila7/claude-code-templates, 32k stars) and Senior Computer Vision (alirezarezvani/claude-skills, 28k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Compute Lifecycle?
Abilityai (a GitHub organization) maintains it in Abilityai/cornelius, which has 109 GitHub stars. The repository holds 51 skills in this directory. The repository was last updated on September 22, 2026.
Source: Abilityai/cornelius on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.