diff --git a/gopls/doc/design.md b/gopls/doc/design.md
index c340891f91..ed48b68cca 100644
--- a/gopls/doc/design.md
+++ b/gopls/doc/design.md
@@ -351,7 +351,7 @@ Previous        | N/A
 |               | This is a brand new feature powered by the new go/analysis engine, and it should allow a huge amount of automated refactoring.
 
 
-[LSP specification]: https://microsoft.github.io/language-server-protocol/specification
+[LSP specification]: https://microsoft.github.io/language-server-protocol/specifications/specification-3-14/
 [talk]: TODO
 [slides]: https://github.com/gophercon/2019-talks/blob/master/RebeccaStambler-GoPleaseStopBreakingMyEditor/slides.pdf "Go, please stop breaking my editor!"
 [JSON rpc 2]: https://www.jsonrpc.org/specification
@@ -376,25 +376,25 @@ Previous        | N/A
 [go/token]: https://golang.org/pkg/go/token/
 
 
-[`completionItem/resolve`]:https://github.com/Microsoft/language-server-protocol/blob/gh-pages/specification.md#completionItem_resolve
-[`textDocument/codeAction`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/specification.md#textDocument_codeAction
-[`textDocument/completion`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/specification.md#textDocument_completion
-[`textDocument/declaration`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/specification.md#textDocument_declaration
-[`textDocument/definition`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/specification.md#textDocument_definition
-[`textDocument/documentLink`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/specification.md#textDocument_documentLink
-[`textDocument/documentSymbol`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/specification.md#textDocument_documentSymbol
-[`textDocument/foldingRange`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/specification.md#textDocument_foldingRange
-[`textDocument/formatting`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/specification.md#textDocument_formatting
-[`textDocument/highlight`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/specification.md#textDocument_highlight
-[`textDocument/hover`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/specification.md#textDocument_hover
-[`textDocument/implementation`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/specification.md#textDocument_implementation
-[`textDocument/onTypeFormatting`]:https://github.com/Microsoft/language-server-protocol/blob/gh-pages/specification.md#textDocument_onTypeFormatting
-[`textDocument/prepareRename`]:https://github.com/Microsoft/language-server-protocol/blob/gh-pages/specification.md#textDocument_prepareRename
-[`textDocument/publishDiagnostics`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/specification.md#textDocument_publishDiagnostics
-[`textDocument/rangeFormatting`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/specification.md#textDocument_rangeFormatting
-[`textDocument/references`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/specification.md#textDocument_references
-[`textDocument/rename`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/specification.md#textDocument_rename
-[`textDocument/selectionRange`]:https://github.com/Microsoft/language-server-protocol/blob/gh-pages/specification.md#textDocument_selectionRange
-[`textDocument/signatureHelp`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/specification.md#textDocument_signatureHelp
-[`textDocument/typeDefinition`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/specification.md#textDocument_typeDefinition
-[`workspace/didChangeWatchedFiles`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/specification.md#workspace_didChangeWatchedFiles
+[`completionItem/resolve`]:https://github.com/Microsoft/language-server-protocol/blob/gh-pages/_specifications/specification-3-14.md#completionItem_resolve
+[`textDocument/codeAction`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/_specifications/specification-3-14.md#textDocument_codeAction
+[`textDocument/completion`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/_specifications/specification-3-14.md#textDocument_completion
+[`textDocument/declaration`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/_specifications/specification-3-14.md#textDocument_declaration
+[`textDocument/definition`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/_specifications/specification-3-14.md#textDocument_definition
+[`textDocument/documentLink`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/_specifications/specification-3-14.md#textDocument_documentLink
+[`textDocument/documentSymbol`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/_specifications/specification-3-14.md#textDocument_documentSymbol
+[`textDocument/foldingRange`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/_specifications/specification-3-14.md#textDocument_foldingRange
+[`textDocument/formatting`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/_specifications/specification-3-14.md#textDocument_formatting
+[`textDocument/highlight`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/_specifications/specification-3-14.md#textDocument_highlight
+[`textDocument/hover`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/_specifications/specification-3-14.md#textDocument_hover
+[`textDocument/implementation`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/_specifications/specification-3-14.md#textDocument_implementation
+[`textDocument/onTypeFormatting`]:https://github.com/Microsoft/language-server-protocol/blob/gh-pages/_specifications/specification-3-14.md#textDocument_onTypeFormatting
+[`textDocument/prepareRename`]:https://github.com/Microsoft/language-server-protocol/blob/gh-pages/_specifications/specification-3-14.md#textDocument_prepareRename
+[`textDocument/publishDiagnostics`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/_specifications/specification-3-14.md#textDocument_publishDiagnostics
+[`textDocument/rangeFormatting`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/_specifications/specification-3-14.md#textDocument_rangeFormatting
+[`textDocument/references`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/_specifications/specification-3-14.md#textDocument_references
+[`textDocument/rename`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/_specifications/specification-3-14.md#textDocument_rename
+[`textDocument/selectionRange`]:https://github.com/Microsoft/language-server-protocol/blob/gh-pages/_specifications/specification-3-14.md#textDocument_selectionRange
+[`textDocument/signatureHelp`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/_specifications/specification-3-14.md#textDocument_signatureHelp
+[`textDocument/typeDefinition`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/_specifications/specification-3-14.md#textDocument_typeDefinition
+[`workspace/didChangeWatchedFiles`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/_specifications/specification-3-14.md#workspace_didChangeWatchedFiles
diff --git a/gopls/doc/integrating.md b/gopls/doc/integrating.md
index 58a263a964..21a7fb9fa5 100644
--- a/gopls/doc/integrating.md
+++ b/gopls/doc/integrating.md
@@ -65,26 +65,26 @@ This is currently being added to gopls by a community member, and tracked in [#3
 [ServerCapabilities]: https://godoc.org/golang.org/x/tools/internal/lsp/protocol#ServerCapabilities
 [`golang.org/x/tools/internal/span`]: https://godoc.org/golang.org/x/tools/internal/span#NewPoint
 
-[LSP specification]: https://microsoft.github.io/language-server-protocol/specification
-[lsp-response]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/specification.md#response-message
-[initialize]: https://microsoft.github.io/language-server-protocol/specification#initialize
-[lsp-text-documents]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/specification.md#text-documents
-[lsp-textedit]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/specification.md#textedit
+[LSP specification]: https://microsoft.github.io/language-server-protocol/specifications/specification-3-14/
+[lsp-response]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/_specifications/specification-3-14.md#response-message
+[initialize]: https://microsoft.github.io/language-server-protocol/specifications/specification-3-14/#initialize
+[lsp-text-documents]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/_specifications/specification-3-14.md#text-documents
+[lsp-textedit]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/_specifications/specification-3-14.md#textedit
 
-[`textDocument/codeAction`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/specification.md#textDocument_codeAction
-[`textDocument/completion`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/specification.md#textDocument_completion
-[`textDocument/definition`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/specification.md#textDocument_definition
-[`textDocument/typeDefinition`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/specification.md#textDocument_typeDefinition
-[`textDocument/formatting`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/specification.md#textDocument_formatting
-[`textDocument/highlight`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/specification.md#textDocument_highlight
-[`textDocument/hover`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/specification.md#textDocument_hover
-[`textDocument/documentLink`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/specification.md#textDocument_documentLink
-[`textDocument/publishDiagnostics`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/specification.md#textDocument_publishDiagnostics
-[`textDocument/references`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/specification.md#textDocument_references
-[`textDocument/rename`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/specification.md#textDocument_rename
-[`textDocument/signatureHelp`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/specification.md#textDocument_signatureHelp
-[`textDocument/documentSymbols`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/specification.md#textDocument_documentSymbols
-[`workspace/didChangeWatchedFiles`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/specification.md#workspace_didChangeWatchedFiles
+[`textDocument/codeAction`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/_specifications/specification-3-14.md#textDocument_codeAction
+[`textDocument/completion`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/_specifications/specification-3-14.md#textDocument_completion
+[`textDocument/definition`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/_specifications/specification-3-14.md#textDocument_definition
+[`textDocument/typeDefinition`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/_specifications/specification-3-14.md#textDocument_typeDefinition
+[`textDocument/formatting`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/_specifications/specification-3-14.md#textDocument_formatting
+[`textDocument/highlight`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/_specifications/specification-3-14.md#textDocument_highlight
+[`textDocument/hover`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/_specifications/specification-3-14.md#textDocument_hover
+[`textDocument/documentLink`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/_specifications/specification-3-14.md#textDocument_documentLink
+[`textDocument/publishDiagnostics`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/_specifications/specification-3-14.md#textDocument_publishDiagnostics
+[`textDocument/references`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/_specifications/specification-3-14.md#textDocument_references
+[`textDocument/rename`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/_specifications/specification-3-14.md#textDocument_rename
+[`textDocument/signatureHelp`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/_specifications/specification-3-14.md#textDocument_signatureHelp
+[`textDocument/documentSymbols`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/_specifications/specification-3-14.md#textDocument_documentSymbols
+[`workspace/didChangeWatchedFiles`]: https://github.com/Microsoft/language-server-protocol/blob/gh-pages/_specifications/specification-3-14.md#workspace_didChangeWatchedFiles
 
 [#31080]: https://github.com/golang/go/issues/31080
 [#31553]: https://github.com/golang/go/issues/31553
diff --git a/internal/lsp/snippet/snippet_builder.go b/internal/lsp/snippet/snippet_builder.go
index 0348fdadf7..3afd525f40 100644
--- a/internal/lsp/snippet/snippet_builder.go
+++ b/internal/lsp/snippet/snippet_builder.go
@@ -9,7 +9,7 @@
 // tab stops defined in the snippet. Each tab stop can optionally have placeholder
 // text, which can be pre-selected by editors. For a full description of syntax
 // and features, see "Snippet Syntax" at
-// https://microsoft.github.io/language-server-protocol/specification#textDocument_completion.
+// https://microsoft.github.io/language-server-protocol/specifications/specification-3-14/#textDocument_completion.
 //
 // A typical snippet looks like "foo(${1:i int}, ${2:s string})".
 package snippet
@@ -28,7 +28,7 @@ type Builder struct {
 	sb             strings.Builder
 }
 
-// Escape characters defined in https://microsoft.github.io/language-server-protocol/specification#textDocument_completion under "Grammar".
+// Escape characters defined in https://microsoft.github.io/language-server-protocol/specifications/specification-3-14/#textDocument_completion under "Grammar".
 var replacer = strings.NewReplacer(
 	`\`, `\\`,
 	`}`, `\}`,