Wiki Maintainer
openclaw/openclaw
Maintain the OpenClaw memory wiki vault with deterministic pages, managed blocks, and source-backed updates.
Maintain an online covariance over named series whose set changes over time (e.g.
MITAuto-check passed
Install Keyed Dynamic Universe
$ npx skills add microprediction/precise --skill keyed-dynamic-universe -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install microprediction/precise keyed-dynamic-universe --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/microprediction/precise.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/keyed-dynamic-universe .claude/skills/keyed-dynamic-universe && 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 "keyed-dynamic-universe" agent skill from https://github.com/microprediction/precise/tree/main/.claude/skills/keyed-dynamic-universe into .claude/skills/keyed-dynamic-universe/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "keyed-dynamic-universe", 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/microprediction/precise/tree/main/.claude/skills/keyed-dynamic-universeType 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 microprediction/precise --skill keyed-dynamic-universe -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install microprediction/precise keyed-dynamic-universe --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/microprediction/precise.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/keyed-dynamic-universe .agents/skills/keyed-dynamic-universe && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "keyed-dynamic-universe" agent skill from https://github.com/microprediction/precise/tree/main/.claude/skills/keyed-dynamic-universe into .agents/skills/keyed-dynamic-universe/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "keyed-dynamic-universe", 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 microprediction/precise --skill keyed-dynamic-universe -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install microprediction/precise keyed-dynamic-universe --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/microprediction/precise.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/keyed-dynamic-universe .cursor/skills/keyed-dynamic-universe && 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 "keyed-dynamic-universe" agent skill from https://github.com/microprediction/precise/tree/main/.claude/skills/keyed-dynamic-universe into .cursor/skills/keyed-dynamic-universe/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "keyed-dynamic-universe", 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/microprediction/precise.git --path .claude/skills/keyed-dynamic-universe--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 microprediction/precise --skill keyed-dynamic-universe -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install microprediction/precise keyed-dynamic-universe --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/microprediction/precise.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/keyed-dynamic-universe .gemini/skills/keyed-dynamic-universe && 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 "keyed-dynamic-universe" agent skill from https://github.com/microprediction/precise/tree/main/.claude/skills/keyed-dynamic-universe into .gemini/skills/keyed-dynamic-universe/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "keyed-dynamic-universe", 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 microprediction/precise keyed-dynamic-universeInstalls 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 microprediction/precise --skill keyed-dynamic-universe -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/microprediction/precise.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/keyed-dynamic-universe .github/skills/keyed-dynamic-universe && 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 "keyed-dynamic-universe" agent skill from https://github.com/microprediction/precise/tree/main/.claude/skills/keyed-dynamic-universe into .github/skills/keyed-dynamic-universe/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "keyed-dynamic-universe", 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 microprediction/precise --skill keyed-dynamic-universe -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install microprediction/precise keyed-dynamic-universe --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/microprediction/precise.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/keyed-dynamic-universe .opencode/skills/keyed-dynamic-universe && 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 "keyed-dynamic-universe" agent skill from https://github.com/microprediction/precise/tree/main/.claude/skills/keyed-dynamic-universe into .opencode/skills/keyed-dynamic-universe/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "keyed-dynamic-universe", 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
keyed-dynamic-universe- GitHub stars
- 337
- Token cost
- ~504 tokens
- SKILL.md length
- 144 words
- Files
- 1
- Skills in repo
- 6
- Repo updated
- First seen
- Licence
- MIT
At a glance
Maintain an online covariance over named series whose set changes over time (e.g.
- Observations arrive as dicts keyed by name rather than fixed-length vectors
- SKILL.md covers Fixed vs dynamic and Notes
- Calls pip
What it does
Keyed Dynamic Universe is an agent skill from microprediction/precise. Maintain an online covariance over named series whose set changes over time (e.g. assets entering and leaving). Use when observations arrive as dicts keyed by name rather than fixed-length vectors. Wraps precise's keyed / FixedUniverse / DynamicUniverse adapters.
Its SKILL.md is about 500 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: Online Covariance and Correlation Estimation. The licence is MIT.
When your agent uses it
- Observations arrive as dicts keyed by name rather than fixed-length vectors
Example prompts
- “/keyed-dynamic-universe”
Requirements
- Python 3
What it can do on your machine
Read from SKILL.md and the folder at commit 2a193c0. 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:
pip
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use pip, which can reach the network depending on how they are called.
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
Keyed Dynamic Universe loads about 504 tokens when it runs. Until then it costs about 72 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 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
The full file from microprediction/precise at commit 2a193c0, republished under its MIT licence (© microprediction). 144 words, ~504 tokens.
Download SKILL.mdSave it as
.claude/skills/keyed-dynamic-universe/SKILL.md (or your agent's skills folder).- name
- keyed-dynamic-universe
- description
- Maintain an online covariance over named series whose set changes over time (e.g. assets entering and leaving). Use when observations arrive as dicts keyed by name rather than fixed-length vectors. Wraps precise's keyed / FixedUniverse / DynamicUniverse adapters.
Keyed covariance over a changing universe
In streaming/finance settings observations are dicts keyed by name, and the set of names changes. keyed
decorates any positional estimator to consume keyed dicts and emit keyed output.
pip install precise # add [pandas] for to_frame()from precise import keyed, EwaCovariance
est = keyed(EwaCovariance(r=0.05), dynamic=True) # universe may change over time
est.partial_fit({"BTC": 0.01, "ETH": -0.02}) # river-style: also .update / .learn_one
est.partial_fit({"ETH": 0.00, "SOL": 0.03}) # BTC drops out, SOL enters
est.covariance_["ETH"]["SOL"] # dict-of-dicts over the live universe
est.to_frame() # pandas DataFrame (needs [pandas])Fixed vs dynamic
keyed(est)/dynamic=False→ FixedUniverse: one wrapped estimator; missing keys are imputed. Use when the set of names is stable and you just want dict ergonomics.keyed(est, dynamic=True)→ DynamicUniverse: tracks multiple live key-sets with staleness / longevity eviction and assembles a pairwise matrix. Use when names genuinely enter and leave.
Notes
- The adapter adds no covariance math of its own — it wraps the positional estimator, so any estimator
from the estimate-online-covariance skill works inside it (
LedoitWolfCovariance,HuberCovariance, …). - The assembled matrix is projected to the nearest PSD; expect small adjustments when the live universe changes.
- To score/compare keyed estimators, extract the dense
covariance_(e.g. viato_frame().values) and use the score-covariance-estimate skill.
© microprediction, 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/keyed-dynamic-universe of microprediction/precise.
Open the folder on GitHubat commit 2a193c0
Compare with similar skills
Keyed Dynamic Universe 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 |
|---|---|---|---|---|---|---|
| Keyed Dynamic Universe this skillmicroprediction/precise | 337 | — | ~504 | Automated safety check: Pass | MIT | |
| Wiki Maintaineropenclaw/openclaw | 392k | 1 repos | ~462 | Automated safety check: Pass | MIT | |
| Obsidian Vault Maintaineropenclaw/openclaw | 392k | 1 repos | ~262 | Automated safety check: Pass | MIT | |
| Openclaw PR Maintaineropenclaw/openclaw | 392k | — | ~2.3k | Automated safety check: Pass | MIT | |
| Dynamic Workflow Modeaffaan-m/ECC | 277k | 1 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Git Branch Namingmakeplane/plane | 61k | — | ~594 | Automated safety check: Pass | AGPL-3.0 |
Similar skills
Obsidian Vault Maintainer
openclaw/openclaw
Maintain an Obsidian-friendly memory wiki vault with wikilinks, frontmatter, and official Obsidian CLI awareness.
Openclaw PR Maintainer
openclaw/openclaw
Review, triage, repair, or land OpenClaw issues and pull requests with current-source evidence and the native maintainer workflow.
Dynamic Workflow Mode
affaan-m/ECC
Design task-local harnesses, eval gates, and reusable skill extraction for Claude dynamic workflow mode and other adaptive agent harnesses.
Git Branch Naming
makeplane/plane
Names a new Git branch with a type prefix, the lowercased work item ID and a short kebab-case description, so the ID can be extracted later from the branch name.
Naming Conventions
thedaviddias/Front-End-Checklist
A skill your agent uses when reviewing stylesheets, component styles, and responsive behavior related to Use consistent CSS naming conventions.
More from microprediction/precise
Choose Covariance Estimator
microprediction/precise
Pick which precise covariance estimator to use for a given dataset.
Estimate Online Covariance
microprediction/precise
Estimate a covariance / correlation / precision matrix incrementally with precise.
Precise
microprediction/precise
Online (incremental) covariance, correlation, and precision estimation in Python — the streaming complement to sklearn.covariance.
Score Covariance Estimate
microprediction/precise
Score and compare covariance estimates with precise's assessor panel.
Assess Covariance Method
microprediction/precise
Rigorously and honestly assess a NEW or proposed covariance / correlation / precision estimator, or a new covariance scoring rule, using precise.
Questions about Keyed Dynamic Universe
What does Keyed Dynamic Universe do?
Maintain an online covariance over named series whose set changes over time (e.g. Keyed Dynamic Universe is an agent skill from microprediction/precise.g.
When should I use Keyed Dynamic Universe?
Keyed Dynamic Universe fits situations like: observations arrive as dicts keyed by name rather than fixed-length vectors.
How do I install Keyed Dynamic Universe in Claude Code?
Run `npx skills add microprediction/precise --skill keyed-dynamic-universe -a claude-code`. Or copy the skill folder (.claude/skills/keyed-dynamic-universe in microprediction/precise) into .claude/skills/keyed-dynamic-universe in your project. Claude Code loads it when a task matches its description.
How do I install Keyed Dynamic Universe in Codex?
Run `npx skills add microprediction/precise --skill keyed-dynamic-universe -a codex`. Or copy the skill folder (.claude/skills/keyed-dynamic-universe in microprediction/precise) into .agents/skills/keyed-dynamic-universe in your project. Codex loads it when a task matches its description.
Can I use Keyed Dynamic Universe 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 microprediction/precise --skill keyed-dynamic-universe -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/keyed-dynamic-universe, .gemini/skills/keyed-dynamic-universe, .github/skills/keyed-dynamic-universe and .opencode/skills/keyed-dynamic-universe in your project.
What does Keyed Dynamic Universe need to run?
Going by SKILL.md and its folder, Keyed Dynamic Universe needs the command-line tools its instructions call (pip). Our summary lists: Python 3.
Does Keyed Dynamic Universe access the network?
SKILL.md contains no URLs. Its commands use pip, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Is Keyed Dynamic Universe 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 Keyed Dynamic Universe use?
Keyed Dynamic Universe 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 Keyed Dynamic Universe use?
About 504 tokens (SKILL.md is roughly 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 Keyed Dynamic Universe?
Skills that share tags, products or a category with Keyed Dynamic Universe: Wiki Maintainer (openclaw/openclaw, 392k stars), Obsidian Vault Maintainer (openclaw/openclaw, 392k stars), Openclaw PR Maintainer (openclaw/openclaw, 392k stars) and Dynamic Workflow Mode (affaan-m/ECC, 277k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Keyed Dynamic Universe?
microprediction (a GitHub user) maintains it in microprediction/precise, which has 337 GitHub stars. The repository holds 6 skills in this directory. The repository was last updated on October 6, 2026.
Source: microprediction/precise on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.