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Skill rse/ase/plugin/skills/ase-arch-discover

Discover additional, third-party components (libraries/frameworks) for the technology stack to provide needed functionality.From its SKILL.md

Install
npx -y skills add rse/ase --skill ase-arch-discover

Assembled from the repository path, not quoted from the project. Check it against their README if it does not work.

2 things to look at

  • runs commandsInstructs the agent to run 2 commands, including `npm search --json --searchlimit <pool/> "<keyword-1/>" [...] "<keyword-M/>"` and 1 more.
  • fetches URLsInstructs the agent to fetch 1 URL, including https://search.maven.org/solrsearch/select?q=<keyword-1/>+[...]+<keyword-M/>&rows=<pool/>&wt=json.

SKILL.md

11.8 KB, ~3.0k tokens by cl100k_base, as published. Nobody here has run it

@${CLAUDE_SKILL_DIR}/../../meta/ase-control.md @${CLAUDE_SKILL_DIR}/../../meta/ase-skill.md @${CLAUDE_SKILL_DIR}/../../meta/ase-dialog.md @${CLAUDE_SKILL_DIR}/../../meta/ase-getopt.md

<skill name="ase-arch-discover"> Discover Components </skill>

<expand name="getopt" arg1="ase-arch-discover" arg2="--limit|-l=12 --staleness|-s=18 --small-scope|-S"> $ARGUMENTS </expand>

<objective> *Discover* additional, *third-party components* (libraries/frameworks) for the technology stack to *provide* the *needed functionality* <request><getopt-arguments/></request>. </objective> <flow> 1. <step id="STEP 1: Determine Functionality"> 1. Derive the needed <functionality/> from the <request/>, but keep the functionality description very *brief* but still *precise*.
2.  If <functionality/> is not clear, not precise, or not specific
    enough, let the *user interactively choose* the intended
    functionality.

    In the following, you *MUST* *NOT* use your built-in
    <user-dialog-tool/> tool! Instead, you *MUST* just show a
    custom dialog according to the expanded `custom-dialog`
    definition. You *MUST* closely follow this definition:

    <expand name="custom-dialog" arg1="--no-other">
        Functionality: Which functionality should the components provide?
        <answer-1/>: (grounded candidate functionality 1)
        <answer-2/>: (grounded candidate functionality 2)
        <answer-3/>: (grounded candidate functionality 3)
        <answer-4/>: (grounded candidate functionality 4)
    </expand>

    Then use the <result/> and its corresponding grounded candidate
    functionality to adjust <functionality/> accordingly.

3.  Display the determined final functionality with just the following
    <template/>:

    <template>
    <ase-tpl-bullet-normal/> **FUNCTIONALITY**: <functionality/>
    </template>
</step>

2. <step id="STEP 2: Determine Technology Stack"> 1. Determine the used technology stack:

    1.  If a file `package.json` is found in the top-level directory
        of the project and contains an entry `typescript` under `dependencies`
        or `devDependencies`, then <stack>TypeScript</stack>.

    2.  Else, if a file `package.json` is found in the top-level directory
        of the project, then <stack>JavaScript</stack>.

    3.  Else, if a file `build.gradle.kts` or `settings.gradle.kts`
        is found in the top-level directory, then <stack>Kotlin</stack>.

    4.  Else, if a file `build.gradle` is found in the top-level directory and
        is applying `kotlin`, `org.jetbrains.kotlin.jvm`, `kotlin-android`,
        or `kotlin-multiplatform` plugins, then <stack>Kotlin</stack>.

    5.  Else, if a file `pom.xml` is found in the top-level directory and
        contains `kotlin-maven-plugin` or `kotlin-stdlib` dependencies, then
        <stack>Kotlin</stack>.

    6.  Else, if a file `pom.xml` or `build.gradle` is found in the top-level directory
        of the project, then <stack>Java</stack>.

    7.  Else, use <stack>Unknown</stack>.

2.  Display the determined final technology stack with just the
    following <template/>:

    <template>
    <ase-tpl-bullet-normal/> **TECHNOLOGY STACK**: <stack/>
    </template>
</step>

3. <step id="STEP 3: Discover Components"> 1. If <stack/> is "Unknown", the technology stack could not be determined and no component discovery backend is available. Inform the user with just the following <template/> and then STOP the entire flow (do not perform any further steps):

    <template>
    <ase-tpl-bullet-normal/> **RESULT**: technology stack could not be determined -- component discovery is only supported for JavaScript, TypeScript, Java, and Kotlin projects.
    </template>

2.  From <stack/> and <functionality/>, derive essential keywords
    <keyword-L/> (L=1-M), which allow you to search for suitable
    components.

3.  Determine the *candidate pool size* <pool/> as twice the
    <getopt-option-limit/> (i.e. <pool/> = 2 &times;
    <getopt-option-limit/>). Each discovery source below may fetch up
    to <pool/> candidates so that the later ranking and trimming
    (which alone is governed by <getopt-option-limit/>) has a
    meaningful set to choose from.

    In the to be discovered candidate set of components <component-K/>
    (K=1-C, where C is the merged and deduplicated candidate count),
    remember the component name as <name-K/>, the
    official package name as <package-K/>, the latest version as
    <version-K/>, the stars as <stars-K/>, the created date as
    <created-K/>, the last updated date as <updated-K/>, the total
    number of downloads in the last month as <downloads-K/>.

4.  If <stack/> is "JavaScript" or "TypeScript":

    1.  Based on the essential keywords <keyword-L/> (L=1-M),
        use the `ase-meta-search` skill in a sub-agent to *generally*
        discover an initial set of a maximum of <pool/> *NPM packages*
        <component-K/> and at least their real name <name-K/> and
        their unique package names <package-K/>.

    2.  Use the shell command `npm search --json --searchlimit <pool/>
        "<keyword-1/>" [...] "<keyword-M/>"` to *specifically*
        discover an additional set of a maximum of <pool/> *NPM packages*
        <component-K/> and at least their unique package names
        <package-K/>, based on the essential keywords <keyword-L/>
        (L=1-M). Merge the results into the already existing result
        set, but deduplicate entries.

5.  If <stack/> is "Java" or "Kotlin":

    1.  Based on the essential keywords <keyword-L/> (L=1-M),
        use the `ase-meta-search` skill in a sub-agent to *generally*
        discover an initial set of a maximum of <pool/> *Maven packages*
        <component-K/> and at least their real name <name-K/> and
        their unique Maven coordinates <package-K/> of the form
        `groupId:artifactId`.

    2.  Use the shell command `curl -s 'https://search.maven.org/solrsearch/select?q=<keyword-1/>+[...]+<keyword-M/>&rows=<pool/>&wt=json'`
        to *specifically* discover an additional set of a maximum
        of <pool/> *Maven packages* <component-K/> and at least their
        unique Maven coordinates <package-K/> (i.e. `<g/>:<a/>` from
        each result document's `g` and `a` fields), based on the
        essential keywords <keyword-L/> (L=1-M). Merge the results
        into the already existing result set, but deduplicate
        entries by Maven coordinate.

6.  Call the `ase_component_info(stack: "<stack/>", components:
    [ "<package-1/>", ..., "<package-C/>" ], staleMonths:
    <getopt-option-staleness/>, smallScope: <getopt-option-small-scope/>)`
    tool of the `ase` MCP server *once* for the entire candidate set of
    discovered packages. When the <getopt-option-small-scope/> option is
    enabled, the ranking treats the <functionality/> as *small-scope*,
    i.e. narrow, self-contained, and low-effort enough that a
    *dependency-free/hand-rolled* implementation is a realistic
    alternative to pulling in a third-party component. The tool
    dispatches internally on <stack/>
    and fetches all metadata in maximum parallel and returns an array
    of objects `{ name, version, created, updated, repository, stars,
    downloads, deps, rank }`. For each component <component-K/>
    (K=1-C) read from its corresponding entry: <version-K/> from
    `version`, <updated-K/> from `updated`, <created-K/> from
    `created`, <repository-K/> from `repository`, <stars-K/> from
    `stars` (numeric or `N.A.`), <downloads-K/> from `downloads`
    (numeric or `N.A.`), <deps-K/> from `deps` (numeric or `N.A.`)
    and <rank-K/> from `rank` (numeric). The returned `rank` already
    reflects the staleness and small-scope dependency penalties.

7.  Sort, in descending order, the discovered candidate components
    <component-K/> (K=1-C) by their `rank` field and trim the result
    list to just a maximum of <getopt-option-limit/> total components,
    which establishes the final retained set <component-K/> (K=1-N,
    where N is at most <getopt-option-limit/>). All subsequent steps
    operate solely on this retained set.

8.  For each component <component-K/> (K=1-N), research and then
    decide which *one* of *USP* (Unique Selling Point -- what makes
    it unique), *Crux* (what you should notice), or *Gotcha* (what
    you should not stumble over) is its single most distinguishing
    perspective, and remember this as an <info-K/> (K=1-N) formatted
    like `<type/>: <hint/>` where <type/> is one of `USP`, `Crux`,
    or `Gotcha` and <hint/> is a 1-6 word hint.

    *Staleness override*: determine the coarse age <age-K/> (like
    `2y`) of the last release from <updated-K/>. If <updated-K/> is
    known and its age exceeds *twice* <getopt-option-staleness/>
    months, *append* to <info-K/> the hint `Gotcha: stale/abandoned
    -- last release <age-K/> ago`; else if its age exceeds
    <getopt-option-staleness/> months, *append* to <info-K/> the
    hint `Gotcha: aging -- last release <age-K/> ago`. Do not output
    anything.
</step>

4. <step id="STEP 4: Report Components"> 1. Display the determined, individual components as a Markdown table with just the following <template/> and do not output anything else:

    <template>
    <ase-tpl-bullet-normal/> **COMPONENT HINTS**:

    | ⚑ *Component* | ▣ *Package*    | ⚖ *Hint*  |
    | :------------ | :------------- | :-------- |
    | **<name-1/>** | `<package-1/>` | <info-1/> |
    [...]
    | **<name-N/>** | `<package-N/>` | <info-N/> |
    </template>

2.  Display the discovered components as a Markdown *table*
    with just the following <template/>:

    <template>
    <ase-tpl-bullet-normal/> **COMPONENT RANKING**:

    | ⚑ *Component* | ▣ *Package*    | ❖ *Version*  | ↓ *Downloads*      | ⎈ *Stars*      | ⏲ *Updated*      | ☆ *Created*  | ⚭ *Dep.*   |
    | :------------ | :------------- | -----------: | -----------------: | -------------: | :--------------- | :----------- | ---------: |
    | **<name-1/>** | `<package-1/>` | <version-1/> | **<downloads-1/>** | **<stars-1/>** | **<updated-1/>** | <created-1/> | <deps-1/>  |
    [...]
    | **<name-N/>** | `<package-N/>` | <version-N/> | **<downloads-N/>** | **<stars-N/>** | **<updated-N/>** | <created-N/> | <deps-N/>  |
    </template>

3.  Finally, give the closing hints by expanding the following
    (which, depending on the configured <ase-guidance-level/>, may
    each expand into nothing and hence emit no output at all):

    <ase-tpl-hint level="normal">
    To pick a single component from the ranking against weighted criteria, use `/ase-meta-evaluate`.
    </ase-tpl-hint>

    <ase-tpl-hint level="verbose">
    Use `/ase-arch-discover --limit` to widen the candidate set, `--staleness` to change the aging threshold, and `--small-scope` to prefer small, focused components.
    </ase-tpl-hint>
</step>
</flow>

What ships with it: 1 file

2.7 KB alongside SKILL.md

Keep looking

Skills are one crate of 325,949. Ordering is by how many stacks a row turns up in, so the top of any crate is what has actually been picked rather than what has the most stars.