Chroma Vector Database
Orchestra-Research/AI-Research-SKILLs
Shows how to store documents and embeddings in Chroma, query them by similarity with metadata filters, and persist them to disk for RAG and semantic search projects.
Add or change a Datapages page: route doc comments, GET return values, path and query parameters, custom error pages, the global head and sharing handlers across pages by embedding.
$ npx skills add romshark/datapages --skill datapages-pages -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install romshark/datapages datapages-pages --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/romshark/datapages.git skills-src && mkdir -p .claude/skills && cp -r skills-src/internal/generator/agentdocs/data/skills/datapages-pages .claude/skills/datapages-pages && 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 "datapages-pages" agent skill from https://github.com/romshark/datapages/tree/main/internal/generator/agentdocs/data/skills/datapages-pages into .claude/skills/datapages-pages/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "datapages-pages", 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/romshark/datapages/tree/main/internal/generator/agentdocs/data/skills/datapages-pagesType 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 romshark/datapages --skill datapages-pages -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install romshark/datapages datapages-pages --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/romshark/datapages.git skills-src && mkdir -p .agents/skills && cp -r skills-src/internal/generator/agentdocs/data/skills/datapages-pages .agents/skills/datapages-pages && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "datapages-pages" agent skill from https://github.com/romshark/datapages/tree/main/internal/generator/agentdocs/data/skills/datapages-pages into .agents/skills/datapages-pages/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "datapages-pages", 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 romshark/datapages --skill datapages-pages -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install romshark/datapages datapages-pages --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/romshark/datapages.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/internal/generator/agentdocs/data/skills/datapages-pages .cursor/skills/datapages-pages && 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 "datapages-pages" agent skill from https://github.com/romshark/datapages/tree/main/internal/generator/agentdocs/data/skills/datapages-pages into .cursor/skills/datapages-pages/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "datapages-pages", 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/romshark/datapages.git --path internal/generator/agentdocs/data/skills/datapages-pages--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 romshark/datapages --skill datapages-pages -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install romshark/datapages datapages-pages --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/romshark/datapages.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/internal/generator/agentdocs/data/skills/datapages-pages .gemini/skills/datapages-pages && 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 "datapages-pages" agent skill from https://github.com/romshark/datapages/tree/main/internal/generator/agentdocs/data/skills/datapages-pages into .gemini/skills/datapages-pages/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "datapages-pages", 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 romshark/datapages datapages-pagesInstalls 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 romshark/datapages --skill datapages-pages -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/romshark/datapages.git skills-src && mkdir -p .github/skills && cp -r skills-src/internal/generator/agentdocs/data/skills/datapages-pages .github/skills/datapages-pages && 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 "datapages-pages" agent skill from https://github.com/romshark/datapages/tree/main/internal/generator/agentdocs/data/skills/datapages-pages into .github/skills/datapages-pages/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "datapages-pages", 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 romshark/datapages --skill datapages-pages -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install romshark/datapages datapages-pages --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/romshark/datapages.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/internal/generator/agentdocs/data/skills/datapages-pages .opencode/skills/datapages-pages && 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 "datapages-pages" agent skill from https://github.com/romshark/datapages/tree/main/internal/generator/agentdocs/data/skills/datapages-pages into .opencode/skills/datapages-pages/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "datapages-pages", 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.
datapages-pagesAdd or change a Datapages page: route doc comments, GET return values, path and query parameters, custom error pages, the global head and sharing handlers across pages by embedding.
Datapages Pages is an agent skill from romshark/datapages. Add or change a Datapages page: route doc comments, GET return values, path and query parameters, custom error pages, the global head and sharing handlers across pages by embedding.
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 AI & LLM Engineering, covering Embeddings. The repository describes itself as: A Datastar Go web frontend framework. The licence is MIT.
Read from SKILL.md and the folder at commit 87d5a44. It shows what the files ask for, not the result of running them.
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.
No scripts in the folder and no shell commands in SKILL.md (its code samples are go).
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Datapages Pages loads about 1.5k tokens when it runs. Until then it costs about 49 tokens; SKILL.md has 705 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.
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.
The full file from romshark/datapages at commit 87d5a44, republished under its MIT licence (© romshark). 705 words, ~1,501 tokens.
.claude/skills/datapages-pages/SKILL.md (or your agent's skills folder).Read datapages first for the build loop, hard rules and naming conventions.
Define one struct, one route doc comment and one GET method for each page. PageIndex for / is required. App *App is the only named field a page may declare. Put dependencies on App.
// PageIndex is /
type PageIndex struct{ App *App }
func (PageIndex) GET(r *http.Request) (body datapages.Component, err error) {
return indexPage(), nil
}Routes use net/http.ServeMux patterns. /item/{id} captures one segment. /{path...} captures the remaining path. /{$} matches only that path. Datapages serves a page's SSE stream below _$. Do not define a route that claims that path. A page whose route ends in {$} or {name...} serves only GET: it cannot have actions or an SSE stream. Leave out {$} to give a page actions or a stream: the page keeps its URL.
If a route comment has a description, separate it from the route with a blank // line:
// PageItem is /item/{id}
//
// Shows one item.r *http.Request is required. A GET may also take Session, Path, Query, Signals, datapages.PageCacheWriter and dispatchers. It cannot take datapages.SSE, datapages.State[T] or stateID. See datapages-actions for the parameter types and datapages-offline for pageCache.
(body datapages.Component, err error) is the minimum. Add what you need, matched by type:
| type | effect |
|---|---|
datapages.Component | the body |
datapages.Head | extra <head> content for this page |
datapages.Redirect | {URL, Status}, sent instead of the body |
datapages.NewSession[Data] | opens a session |
datapages.CloseSession | ends the session |
datapages.EnableBackgroundStreaming | keep the stream open while the tab is hidden; only a page with a stream may return it |
datapages.DisableRefreshAfterHidden | no refresh when the tab is shown again; only a page with a stream may return it |
error | reports an error |
// PageItem is /item/{id}
func (PageItem) GET(
r *http.Request,
path datapages.Path[struct {
ID string `path:"id"`
}],
) (body datapages.Component, err error) {
return itemPage(path.Values.ID), nil
}The path tag must match the {...} name in the route exactly.
query datapages.Query[struct {
Term string `query:"t"`
Limit int `query:"l"`
}]Read values from query.Values. A reflectsignal:"term" tag binds a query field to a Datastar signal. The query parameter sets the initial signal value. Changing the signal rewrites the browser URL. Each segment of the period-separated path must start with a lowercase letter or underscore. Later characters may be letters, digits or underscores. A double underscore is invalid.
A signal change rewrites or removes only its own query parameter. All other parameters remain, including query fields without reflectsignal.
datapages gen rejects duplicate reflectsignal values. Both fields would emit the same data-signals:term attribute, and an HTML parser keeps only the first attribute.
A reflected field must be a basic type or implement encoding.TextMarshaler. A type that only implements encoding.TextUnmarshaler is rejected: it has no text form to seed the signal with.
It also rejects a JSON type mismatch between a query field and its signal. The checked types are number, boolean and string. For example, reflecting a string query field into a bool signal sets $flag to "true". The next action sends {"flag":"true"}, which signal decoding rejects with 400.
PageError404, PageError500 and PageOffline are reserved page names. All
three are optional. Datapages serves defaults when they are absent.
PageError404 renders with status 404 for a URL that no route matches and for a page load whose handler returns datapages.ErrNotFound. PageError500 renders with status 500 for a page load whose handler panics or returns an error without a sentinel.
// PageError404 is /not-found
type PageError404 struct{ App *App }
func (PageError404) GET(r *http.Request) (datapages.Component, error) {
return notFoundPage(), nil
}PageError500 and PageOffline have the same form and each needs a GET
method. Both render with a zero Session. PageOffline is the service worker
fallback; see datapages-offline.
Neither may return newSession or closeSession because the same GET serves the page route and its error path. Both may accept a session parameter, which an error page can use to render the document.
func (*App) Head(r *http.Request, session Session) datapages.Head {
return globalHead()
}session is optional. It applies to every page, so a per-page head return value only adds to it.
To share a GET, stream hook or event handler, define it on a type without the Page prefix and embed that type in each page. The embedded type is not a page and has no route. It needs the same App *App field. Its handlers use the route of each page that embeds it.
Do not share an action by embedding it. Its doc comment defines one absolute route, so embedding it in a second page causes a route conflict. Put a shared action on *App, or define a separate action for each page.
type Base struct{ App *App }
func (Base) OnMessageSent(event EventMessageSent, sse datapages.SSE) error {
return sse.PatchElement(notification())
}
// PageChat is /chat
type PageChat struct {
App *App
Base
}A method declared on a page replaces the embedded method only for that page. The replacement can call p.Base.OnMessageSent(event, sse) to wrap the embedded method.
© romshark, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in internal/generator/agentdocs/data/skills/datapages-pages of romshark/datapages.
Open the folder on GitHubat commit 87d5a44
Datapages Pages 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 |
|---|---|---|---|---|---|---|
| Datapages Pages this skillromshark/datapages | 113 | — | ~1.5k | Automated safety check: Pass | MIT | |
| Chroma Vector DatabaseOrchestra-Research/AI-Research-SKILLs | 13k | 7 repos | ~2.3k | Automated safety check: Pass | MIT | |
| SageMaker Serving Image Selectionhuggingface/skills | 11k | 1 repos | ~4.6k | Automated safety check: Pass | Apache-2.0 | |
| Codebase Managementgiancarloerra/SocratiCode | 3.3k | 1 repos | ~1.8k | Automated safety check: Pass | AGPL-3.0 | |
| CLIP Image-Text MatchingOrchestra-Research/AI-Research-SKILLs | 13k | 7 repos | ~1.7k | Automated safety check: Pass | MIT | |
| Sentence-Transformers Training Routerhuggingface/skills | 11k | 1 repos | ~2.6k | Automated safety check: Pass | Apache-2.0 |
Orchestra-Research/AI-Research-SKILLs
Shows how to store documents and embeddings in Chroma, query them by similarity with metadata filters, and persist them to disk for RAG and semantic search projects.
huggingface/skills
Chooses the right serving container and current image URI for deploying a Hugging Face model to a SageMaker endpoint, preferring Hugging Face images over generic ones.
giancarloerra/SocratiCode
Set up, index, and manage SocratiCode codebase indexing. An agent skill from giancarloerra/SocratiCode.
Orchestra-Research/AI-Research-SKILLs
Explains OpenAI's CLIP model for zero-shot image classification, image-text similarity, semantic image search and content moderation, with install steps and code patterns.
huggingface/skills
Routes a sentence-transformers training task to the right model type and required reference docs and example scripts, covering bi-encoders, rerankers, sparse and multi-vector models.
rehan-remade/universal-modder
Build cross-game mashups and total conversions, the "Minecraft inside Elden Ring" or "skateboarding in MW2" kind.
romshark/datapages
Apply the Datapages framework rules, build loop and naming conventions, and select the relevant task skill.
romshark/datapages
Datapages real-time events: event types and subjects, dispatchers, On handlers, per-user and signal-bound subject fields, and the StreamOpen and StreamClose hooks.
romshark/datapages
Add Datapages authentication: define and read the Session type, open and close sessions, configure CSRF protection and choose a session manager.
romshark/datapages
Add per-tab Datapages State[T], initialize and use it in handlers, dispatch state-scoped events, and configure the live instance limit.
romshark/datapages
Classify Datapages findings by reach and severity and write review-.md reports.
romshark/datapages
Write Datapages commit messages, including the breaking-change marker and the BREAKING block.
Categories
Add or change a Datapages page: route doc comments, GET return values, path and query parameters, custom error pages, the global head and sharing handlers across pages by embedding. Datapages Pages is an agent skill from romshark/datapages. Add or change a Datapages page: route doc comments, GET return values, path and query parameters, custom error pages, the global head and sharing handlers across pages by embedding.
Datapages Pages fits situations like: tasks that involve Embeddings.
Run `npx skills add romshark/datapages --skill datapages-pages -a claude-code`. Or copy the skill folder (internal/generator/agentdocs/data/skills/datapages-pages in romshark/datapages) into .claude/skills/datapages-pages in your project. Claude Code loads it when a task matches its description.
Run `npx skills add romshark/datapages --skill datapages-pages -a codex`. Or copy the skill folder (internal/generator/agentdocs/data/skills/datapages-pages in romshark/datapages) into .agents/skills/datapages-pages in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add romshark/datapages --skill datapages-pages -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/datapages-pages, .gemini/skills/datapages-pages, .github/skills/datapages-pages and .opencode/skills/datapages-pages in your project.
SKILL.md names no scripts, command-line tools or credentials: Datapages Pages is instructions for the agent only.
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.
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.
Datapages Pages is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.5k tokens (SKILL.md is roughly 6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Datapages Pages: Chroma Vector Database (Orchestra-Research/AI-Research-SKILLs, 13k stars), SageMaker Serving Image Selection (huggingface/skills, 11k stars), Codebase Management (giancarloerra/SocratiCode, 3.3k stars) and CLIP Image-Text Matching (Orchestra-Research/AI-Research-SKILLs, 13k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
romshark (a GitHub user) maintains it in romshark/datapages, which has 113 GitHub stars. The repository holds 15 skills in this directory. The repository was last updated on October 7, 2026.
Source: romshark/datapages on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.