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https://issues.apache.org/jira/browse/GROOVY-12487?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=18131299#comment-18131299
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ASF GitHub Bot commented on GROOVY-12487:
-----------------------------------------
github-actions[bot] commented on PR #3021:
URL: https://github.com/apache/groovy/pull/3021#issuecomment-6380292563
### JMH summary — classic (commit `df361a9`)
Speedup vs trailing 90-day baseline on gh-pages. Higher = faster.
`1.00` = in line with history. Per-benchmark ratio, geomean within group.
Time-per-op units inverted so direction is consistent. The *calibrated*
column divides out this runner's speed vs the baseline hardware, as
measured by Groovy-independent pure-Java ruler benchmarks.
| Group | Speedup | Calibrated | n |
|--------|---------|------------|---|
| bench | 1.733 × | 0.985 × | 124 |
| core | 1.221 × | 1.024 × | 108 |
| grails | 0.954 × | 1.080 × | 80 |
No benchmark is ≥1.5× slower than its 90-day baseline.
> ⚠️ Runner speed differs ≥15% from the historical baseline hardware for:
bench, core-ag, core-hz. Raw speedups are not meaningful for those parts — use
the calibrated column.
<sub>Runner calibration (this run vs baseline hardware): bench 1.74× (27
rulers) · core-ag 1.18× (3 rulers) · core-hz 1.22× (3 rulers) · grails-ad 0.88×
(3 rulers) · grails-ez 0.89× (3 rulers)</sub>
<sub>Baseline: <code>dev/bench/jmh/<part>/classic/data.js</code> on
gh-pages, trailing 90 days. <a
href="https://apache.github.io/groovy/dev/bench/jmh/summary.html";>Daily
dashboard</a> · <a
href="https://apache.github.io/groovy/dev/bench/jmh/";>Per-suite raw
data</a></sub>
<!
> Add an optional MCP server
> --------------------------
>
> Key: GROOVY-12487
> URL: https://issues.apache.org/jira/browse/GROOVY-12487
> Project: Groovy
> Issue Type: New Feature
> Reporter: Daniel Sun
> Priority: Major
>
> An agent needs to ask the Groovy compiler about source without running that
> source. {{groovy-mcp}} is an optional subproject that speaks the Model
> Context Protocol (MCP) over stdio. It calls the existing
> {{GroovyLanguageEngine}} in {{groovy-lsp}}. It is not a second compiler, and
> it is not part of {{groovy-all}}.
> h3. Launch
> {noformat}
> groovymcp [--stdio] [--root DIR] [--classpath PATH] [--version] [--help]
> {noformat}
> * {{--stdio}} is accepted and changes nothing. Stdio is the only transport.
> * {{--root}} confines every {{path}} argument to that directory. The
> directory is not scanned. Without it, {{path}} is rejected and in-memory
> {{text}} still works.
> * {{--classpath}} is the compile classpath. It is fixed at launch. A tool
> call cannot change it, and the server reports the entry count, not the paths.
> * {{--help}} wins over later arguments and exits 0. {{--version}} prints
> {{groovy-mcp}} and the implementation version.
> Stdout is the protocol stream. Server logs go to stderr. {{main}} redirects
> incidental standard output to stderr only while the process is serving, and
> restores it afterwards.
> h3. Protocol
> One JSON-RPC 2.0 message is one UTF-8 line. A JSON array (a batch) is
> rejected. CRLF is one line; the CR is not part of the payload and does not
> count toward the message cap.
> Supported protocol versions are {{2025-11-25}}, {{2025-06-18}},
> {{2025-03-26}}, and {{2024-11-05}}. A supported version is echoed. Any other
> non-empty version is answered as {{2025-11-25}}.
> A session must {{initialize}}, then send {{notifications/initialized}},
> before tools, resources, or prompts answer. {{ping}} is allowed earlier. A
> second {{initialize}} is an error. Requests before the session is ready
> return {{-32002}}.
> * A tool mistake, including an unknown tool, is a successful response with
> {{isError}} set. The unknown-tool text is the constant {{unknown tool}}. The
> name from the request is not repeated.
> * An unknown resource, an unknown prompt, or an argument value that is not an
> object returns {{-32602}}.
> * An unexpected failure is {{-32603}} with the message {{Internal error}}.
> The log records the exception class and a short message, not the source text.
> * {{notifications/cancelled}} is ignored. The session handles one request at
> a time, and a compile is not interrupted.
> Tool input and output schemas use JSON Schema 2020-12. Each tool has a title
> and an {{outputSchema}}. A successful {{structuredContent}} matches that
> schema. A failed call's {{structuredContent}} is an {{error}} string.
> h3. What the server exposes
> Thirteen read-only tools wrap the engine: diagnostics, describe, definition,
> implementations, references, symbols, complete, signatures, tokens, format,
> organize-imports, rename, and close. Format, organize-imports, and rename
> return edits. They do not write files. An empty rename means the compiler did
> not prove the binding.
> Positions are 0-based UTF-16 and are passed through unchanged.
> Source is passed in one of three ways:
> * {{text}} keeps the source in a {{groovy-buffer}} URI. The default is
> {{groovy-buffer:snippet}}. {{text}} may also carry a {{uri}} of that scheme.
> It is not attached to a file URI.
> * {{path}} reads one file under {{--root}}.
> * {{uri}} addresses a buffer that is already open. A file URI must stay
> inside the root, including the path after symbolic links are resolved.
> {{text}} together with {{path}} is rejected, and so is {{path}} together with
> {{uri}}.
> Three JSON resources list the lexer keywords, the default imports, and the
> server limits. The keyword list and the default imports come from the
> compiler. Two prompts, {{explain-groovy}} and {{review-groovy}}, tell the
> model to use those tools and not to run the source. The server does not treat
> the prompt text as instructions to itself.
> h3. Limits and safety
> Defaults are 2 MiB for one message, 512 Ki characters of source, and 512 Ki
> characters of result JSON. Oversized tool JSON is replaced with an error
> result. Client strings that must be quoted are shortened, and control
> characters are replaced.
> There is no evaluate tool. Grab and ASTTest stay disabled. The process does
> not walk a workspace, invoke Gradle or Maven, or download dependencies.
> Sampling, elicitation, tasks, and HTTP transports are not implemented. The
> module does not depend on an MCP library or an LLM client library. JSON is
> parsed and written with {{groovy.json}}.
> h3. Build
> The module is optional. Binary-compatibility checks are off until a release
> has published a baseline jar, as with {{groovy-lsp}}. The jar's main class is
> {{org.apache.groovy.mcp.GroovyMcpLauncher}}. The binary distribution ships
> the jar, {{groovymcp}}, and {{groovymcp.bat}}. Both scripts are force-added
> because {{bin/}} is ignored, the same way {{groovylsp}} is tracked. The user
> guide is included from the binary documentation.
> The public types are {{GroovyMcpServer}}, {{GroovyMcpLauncher}}, and
> {{McpServerConfig}}. Types under {{org.apache.groovy.mcp.internal}} are not a
> supported API.
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