Memory
harperreed/dotfiles
Semantic memory and context - store and retrieve information with embeddings for similarity search.
Open OwnMem Console, the local dashboard for this repository's memory.
Install Ownmem Dashboard
$ npx skills add grpcer/ownmem --skill ownmem-dashboard -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install grpcer/ownmem ownmem-dashboard --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/grpcer/ownmem.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/ownmem-dashboard .claude/skills/ownmem-dashboard && 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 "ownmem-dashboard" agent skill from https://github.com/grpcer/ownmem/tree/main/skills/ownmem-dashboard into .claude/skills/ownmem-dashboard/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ownmem-dashboard", 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/grpcer/ownmem/tree/main/skills/ownmem-dashboardType 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 grpcer/ownmem --skill ownmem-dashboard -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install grpcer/ownmem ownmem-dashboard --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/grpcer/ownmem.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/ownmem-dashboard .agents/skills/ownmem-dashboard && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "ownmem-dashboard" agent skill from https://github.com/grpcer/ownmem/tree/main/skills/ownmem-dashboard into .agents/skills/ownmem-dashboard/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ownmem-dashboard", 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 grpcer/ownmem --skill ownmem-dashboard -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install grpcer/ownmem ownmem-dashboard --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/grpcer/ownmem.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/ownmem-dashboard .cursor/skills/ownmem-dashboard && 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 "ownmem-dashboard" agent skill from https://github.com/grpcer/ownmem/tree/main/skills/ownmem-dashboard into .cursor/skills/ownmem-dashboard/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ownmem-dashboard", 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/grpcer/ownmem.git --path skills/ownmem-dashboard--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 grpcer/ownmem --skill ownmem-dashboard -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install grpcer/ownmem ownmem-dashboard --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/grpcer/ownmem.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/ownmem-dashboard .gemini/skills/ownmem-dashboard && 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 "ownmem-dashboard" agent skill from https://github.com/grpcer/ownmem/tree/main/skills/ownmem-dashboard into .gemini/skills/ownmem-dashboard/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ownmem-dashboard", 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 grpcer/ownmem ownmem-dashboardInstalls 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 grpcer/ownmem --skill ownmem-dashboard -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/grpcer/ownmem.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/ownmem-dashboard .github/skills/ownmem-dashboard && 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 "ownmem-dashboard" agent skill from https://github.com/grpcer/ownmem/tree/main/skills/ownmem-dashboard into .github/skills/ownmem-dashboard/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ownmem-dashboard", 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 grpcer/ownmem --skill ownmem-dashboard -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install grpcer/ownmem ownmem-dashboard --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/grpcer/ownmem.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/ownmem-dashboard .opencode/skills/ownmem-dashboard && 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 "ownmem-dashboard" agent skill from https://github.com/grpcer/ownmem/tree/main/skills/ownmem-dashboard into .opencode/skills/ownmem-dashboard/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ownmem-dashboard", 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
ownmem-dashboard- GitHub stars
- 423
- Token cost
- ~563 tokens
- SKILL.md length
- 281 words
- Files
- 1
- Skills in repo
- 3
- Repo updated
- First seen
- Licence
- Apache-2.0
At a glance
Open OwnMem Console, the local dashboard for this repository's memory.
- The user asks to open the dashboard
- SKILL.md covers Start it for the user and Lifecycle
- Calls npx
- See memory metrics
What it does
Ownmem Dashboard is an agent skill from grpcer/ownmem. Open OwnMem Console, the local dashboard for this repository's memory. Use when the user asks to open the dashboard, see memory metrics, check recall quality, or set up the optional embedding lane. Requires a repository initialized with the dashboard layer.
Its SKILL.md is about 560 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 AI & LLM Engineering, covering Agent memory and Embeddings. It works with Git. The repository describes itself as: Open-source, Git-native memory for AI coding agents — deterministic local recall for Claude Code, Codex, Cursor, Gemini CLI, and compatible tools. The licence is Apache-2.0.
When your agent uses it
- The user asks to open the dashboard
- See memory metrics
- Check recall quality
- Set up the optional embedding lane
Example prompts
- “/ownmem-dashboard”
Requirements
- Node.js
What it can do on your machine
Read from SKILL.md and the folder at commit 41bef7a. 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:
npx
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use npx, 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
Ownmem Dashboard loads about 563 tokens when it runs. Until then it costs about 69 tokens; SKILL.md has 281 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 grpcer/ownmem at commit 41bef7a, republished under its Apache-2.0 licence (© grpcer). 281 words, ~563 tokens.
Download SKILL.mdSave it as
.claude/skills/ownmem-dashboard/SKILL.md (or your agent's skills folder).- name
- ownmem-dashboard
- description
- Open OwnMem Console, the local dashboard for this repository's memory. Use when the user asks to open the dashboard, see memory metrics, check recall quality, or set up the optional embedding lane. Requires a repository initialized with the dashboard layer.
Open OwnMem Console
OwnMem Console renders this repository's memory metrics — the known false-delivery residual and the delivery funnel beneath it, recall latency, corpus health, governance — in the browser. It binds 127.0.0.1 only; nothing is served off this machine.
If npx ownmem dashboard fails because the layer is missing, the repository
was initialized without it. Re-run init with --layers dashboard (see the
init skill), then retry.
Start it for the user
The server stays resident. Start it in the background; if an instance is
already running, the same command returns "reused": true instead of starting
a second one.
Do not redirect --json output to /tmp or any other shared directory.
That JSON contains a long-lived access token, and /tmp is commonly
world-readable.
In Claude Code, use the Bash tool with run_in_background: true. In other
hosts, start the process in the background without capturing the token to a
world-readable file:
npx ownmem dashboard --jsonThen read the URL from the private instance record (mode 0600 under
.local-test/):
npx ownmem dashboard --status --jsonOpen the url field in the browser. Keep the #t= fragment — the access
token lives in the URL fragment and never reaches the server; without it the
page only shows an access notice.
The CLI defaults to a random port. Pass --port 45300 (or another free local
port) when the user needs a stable bookmark, and keep using that port later.
After opening, run npx ownmem report --since 7d once and give the user a
one-line summary: the north star (how much of what was reported as a wrong
delivery is still answered with prose), latency P50/P95, and the most notable
gap or warning. When the sample is small, say so instead of dressing process
metrics up as adoption.
Lifecycle
npx ownmem dashboard --status --json
npx ownmem dashboard --stop
npx ownmem dashboard --open© grpcer, Apache-2.0. 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 skills/ownmem-dashboard of grpcer/ownmem.
Open the folder on GitHubat commit 41bef7a
Compare with similar skills
Ownmem Dashboard 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 |
|---|---|---|---|---|---|---|
| Ownmem Dashboard this skillgrpcer/ownmem | 423 | — | ~563 | Automated safety check: Pass | Apache-2.0 | |
| Memoryharperreed/dotfiles | 334 | — | ~484 | Automated safety check: Pass | None | |
| LanceDB Memory Configuration GuideCortexReach/memory-lancedb-pro-skill | 229 | — | ~14k | Automated safety check: Pass | None | |
| Installrekal-dev/rekal-cli | 207 | — | ~432 | Automated safety check: Pass | Apache-2.0 | |
| Lumen Doctorory/lumen | 307 | — | ~339 | Automated safety check: Pass | Custom licence | |
| Agent Memory Systemsomer-metin/skills-for-antigravity | 162 | — | ~731 | Automated safety check: Pass | Apache-2.0 |
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Checks the Lumen semantic search setup for the current project: embedding service reachability, index freshness and storage totals, with remediation notes.
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More from grpcer/ownmem
Ownmem
grpcer/ownmem
Recall this repository's OwnMem local memory before changing code, and keep it healthy.
Ownmem Init
grpcer/ownmem
Install or update OwnMem in the current repository. An agent skill from grpcer/ownmem.
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Categories
Questions about Ownmem Dashboard
What does Ownmem Dashboard do?
Open OwnMem Console, the local dashboard for this repository's memory. Ownmem Dashboard is an agent skill from grpcer/ownmem. Open OwnMem Console, the local dashboard for this repository's memory.
When should I use Ownmem Dashboard?
Ownmem Dashboard fits situations like: the user asks to open the dashboard; see memory metrics; check recall quality; set up the optional embedding lane.
How do I install Ownmem Dashboard in Claude Code?
Run `npx skills add grpcer/ownmem --skill ownmem-dashboard -a claude-code`. Or copy the skill folder (skills/ownmem-dashboard in grpcer/ownmem) into .claude/skills/ownmem-dashboard in your project. Claude Code loads it when a task matches its description.
How do I install Ownmem Dashboard in Codex?
Run `npx skills add grpcer/ownmem --skill ownmem-dashboard -a codex`. Or copy the skill folder (skills/ownmem-dashboard in grpcer/ownmem) into .agents/skills/ownmem-dashboard in your project. Codex loads it when a task matches its description.
Can I use Ownmem Dashboard 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 grpcer/ownmem --skill ownmem-dashboard -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ownmem-dashboard, .gemini/skills/ownmem-dashboard, .github/skills/ownmem-dashboard and .opencode/skills/ownmem-dashboard in your project.
What does Ownmem Dashboard need to run?
Going by SKILL.md and its folder, Ownmem Dashboard needs the command-line tools its instructions call (npx). Our summary lists: Node.js.
Does Ownmem Dashboard access the network?
SKILL.md contains no URLs. Its commands use npx, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Is Ownmem Dashboard 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 Ownmem Dashboard use?
Ownmem Dashboard is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Ownmem Dashboard use?
About 563 tokens (SKILL.md is roughly 2.3k 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 Ownmem Dashboard?
Skills that share tags, products or a category with Ownmem Dashboard: Memory (harperreed/dotfiles, 334 stars), LanceDB Memory Configuration Guide (CortexReach/memory-lancedb-pro-skill, 229 stars), Install (rekal-dev/rekal-cli, 207 stars) and Lumen Doctor (ory/lumen, 307 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Ownmem Dashboard?
grpcer (a GitHub user) maintains it in grpcer/ownmem, which has 423 GitHub stars. The repository holds 3 skills in this directory. The repository was last updated on October 6, 2026.
Source: grpcer/ownmem on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.