Skill Seekers Builder
yusufkaraaslan/Skill_Seekers
Detects the type of a knowledge source and uses the Skill Seekers MCP tools to turn docs, repos, PDFs or videos into packaged AI skills.
Generate a complete Go MCP server project with proper structure, dependencies, and implementation using the official github.com/modelcontextprotocol/go-sdk.
$ npx skills add github/awesome-copilot --skill go-mcp-server-generator -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install github/awesome-copilot go-mcp-server-generator --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/github/awesome-copilot.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/go-mcp-server-generator .claude/skills/go-mcp-server-generator && 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 "go-mcp-server-generator" agent skill from https://github.com/github/awesome-copilot/tree/main/skills/go-mcp-server-generator into .claude/skills/go-mcp-server-generator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "go-mcp-server-generator", 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/github/awesome-copilot/tree/main/skills/go-mcp-server-generatorType 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 github/awesome-copilot --skill go-mcp-server-generator -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install github/awesome-copilot go-mcp-server-generator --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/github/awesome-copilot.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/go-mcp-server-generator .agents/skills/go-mcp-server-generator && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "go-mcp-server-generator" agent skill from https://github.com/github/awesome-copilot/tree/main/skills/go-mcp-server-generator into .agents/skills/go-mcp-server-generator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "go-mcp-server-generator", 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 github/awesome-copilot --skill go-mcp-server-generator -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install github/awesome-copilot go-mcp-server-generator --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/github/awesome-copilot.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/go-mcp-server-generator .cursor/skills/go-mcp-server-generator && 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 "go-mcp-server-generator" agent skill from https://github.com/github/awesome-copilot/tree/main/skills/go-mcp-server-generator into .cursor/skills/go-mcp-server-generator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "go-mcp-server-generator", 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/github/awesome-copilot.git --path skills/go-mcp-server-generator--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 github/awesome-copilot --skill go-mcp-server-generator -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install github/awesome-copilot go-mcp-server-generator --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/github/awesome-copilot.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/go-mcp-server-generator .gemini/skills/go-mcp-server-generator && 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 "go-mcp-server-generator" agent skill from https://github.com/github/awesome-copilot/tree/main/skills/go-mcp-server-generator into .gemini/skills/go-mcp-server-generator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "go-mcp-server-generator", 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 github/awesome-copilot go-mcp-server-generatorInstalls 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 github/awesome-copilot --skill go-mcp-server-generator -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/github/awesome-copilot.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/go-mcp-server-generator .github/skills/go-mcp-server-generator && 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 "go-mcp-server-generator" agent skill from https://github.com/github/awesome-copilot/tree/main/skills/go-mcp-server-generator into .github/skills/go-mcp-server-generator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "go-mcp-server-generator", 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 github/awesome-copilot --skill go-mcp-server-generator -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install github/awesome-copilot go-mcp-server-generator --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/github/awesome-copilot.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/go-mcp-server-generator .opencode/skills/go-mcp-server-generator && 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 "go-mcp-server-generator" agent skill from https://github.com/github/awesome-copilot/tree/main/skills/go-mcp-server-generator into .opencode/skills/go-mcp-server-generator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "go-mcp-server-generator", 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.
go-mcp-server-generatorGenerate a complete Go MCP server project with proper structure, dependencies, and implementation using the official github.com/modelcontextprotocol/go-sdk.
Go MCP Server Generator is an agent skill from github/awesome-copilot, published by the product's own GitHub organization. Generate a complete Go MCP server project with proper structure, dependencies, and implementation using the official github.com/modelcontextprotocol/go-sdk.
Its SKILL.md is about 1.8k 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 Agent Workflows, covering MCP servers. It works with Model Context Protocol and GitHub. The repository describes itself as: Community-contributed instructions, agents, skills, and configurations to help you make the most of GitHub Copilot. The licence is MIT.
7 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 727ff2e. 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 and markdown).
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.
Go MCP Server Generator loads about 1.8k tokens when it runs. Until then it costs about 45 tokens; SKILL.md has 228 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 github/awesome-copilot at commit 727ff2e, republished under its MIT licence (© github). 228 words, ~1,759 tokens.
.claude/skills/go-mcp-server-generator/SKILL.md (or your agent's skills folder).Generate a complete, production-ready Model Context Protocol (MCP) server project in Go.
You will create a Go MCP server with:
myserver/
├── go.mod
├── go.sum
├── main.go
├── tools/
│ ├── tool1.go
│ └── tool2.go
├── resources/
│ └── resource1.go
├── config/
│ └── config.go
├── README.md
└── main_test.gomodule github.com/yourusername/{{PROJECT_NAME}}
go 1.23
require (
github.com/modelcontextprotocol/go-sdk v1.0.0
)package main
import (
"context"
"log"
"os"
"os/signal"
"syscall"
"github.com/modelcontextprotocol/go-sdk/mcp"
"github.com/yourusername/{{PROJECT_NAME}}/config"
"github.com/yourusername/{{PROJECT_NAME}}/tools"
)
func main() {
cfg := config.Load()
ctx, cancel := context.WithCancel(context.Background())
defer cancel()
// Handle graceful shutdown
sigCh := make(chan os.Signal, 1)
signal.Notify(sigCh, os.Interrupt, syscall.SIGTERM)
go func() {
<-sigCh
log.Println("Shutting down...")
cancel()
}()
// Create server
server := mcp.NewServer(
&mcp.Implementation{
Name: cfg.ServerName,
Version: cfg.Version,
},
&mcp.Options{
Capabilities: &mcp.ServerCapabilities{
Tools: &mcp.ToolsCapability{},
Resources: &mcp.ResourcesCapability{},
Prompts: &mcp.PromptsCapability{},
},
},
)
// Register tools
tools.RegisterTools(server)
// Run server
transport := &mcp.StdioTransport{}
if err := server.Run(ctx, transport); err != nil {
log.Fatalf("Server error: %v", err)
}
}package tools
import (
"context"
"fmt"
"github.com/modelcontextprotocol/go-sdk/mcp"
)
type Tool1Input struct {
Param1 string `json:"param1" jsonschema:"required,description=First parameter"`
Param2 int `json:"param2,omitempty" jsonschema:"description=Optional second parameter"`
}
type Tool1Output struct {
Result string `json:"result" jsonschema:"description=The result of the operation"`
Status string `json:"status" jsonschema:"description=Operation status"`
}
func Tool1Handler(ctx context.Context, req *mcp.CallToolRequest, input Tool1Input) (
*mcp.CallToolResult,
Tool1Output,
error,
) {
// Validate input
if input.Param1 == "" {
return nil, Tool1Output{}, fmt.Errorf("param1 is required")
}
// Check context
if ctx.Err() != nil {
return nil, Tool1Output{}, ctx.Err()
}
// Perform operation
result := fmt.Sprintf("Processed: %s", input.Param1)
return nil, Tool1Output{
Result: result,
Status: "success",
}, nil
}
func RegisterTool1(server *mcp.Server) {
mcp.AddTool(server,
&mcp.Tool{
Name: "tool1",
Description: "Description of what tool1 does",
},
Tool1Handler,
)
}package tools
import "github.com/modelcontextprotocol/go-sdk/mcp"
func RegisterTools(server *mcp.Server) {
RegisterTool1(server)
RegisterTool2(server)
// Register additional tools here
}package config
import "os"
type Config struct {
ServerName string
Version string
LogLevel string
}
func Load() *Config {
return &Config{
ServerName: getEnv("SERVER_NAME", "{{PROJECT_NAME}}"),
Version: getEnv("VERSION", "v1.0.0"),
LogLevel: getEnv("LOG_LEVEL", "info"),
}
}
func getEnv(key, defaultValue string) string {
if value := os.Getenv(key); value != "" {
return value
}
return defaultValue
}package main
import (
"context"
"testing"
"github.com/yourusername/{{PROJECT_NAME}}/tools"
)
func TestTool1Handler(t *testing.T) {
ctx := context.Background()
input := tools.Tool1Input{
Param1: "test",
Param2: 42,
}
result, output, err := tools.Tool1Handler(ctx, nil, input)
if err != nil {
t.Fatalf("Tool1Handler failed: %v", err)
}
if output.Status != "success" {
t.Errorf("Expected status 'success', got '%s'", output.Status)
}
if result != nil {
t.Error("Expected result to be nil")
}
}# {{PROJECT_NAME}}
A Model Context Protocol (MCP) server built with Go.
## Description
{{PROJECT_DESCRIPTION}}
## Installation
\`\`\`bash
go mod download
go build -o {{PROJECT_NAME}}
\`\`\`
## Usage
Run the server with stdio transport:
\`\`\`bash
./{{PROJECT_NAME}}
\`\`\`
## Configuration
Configure via environment variables:
- `SERVER_NAME`: Server name (default: "{{PROJECT_NAME}}")
- `VERSION`: Server version (default: "v1.0.0")
- `LOG_LEVEL`: Logging level (default: "info")
## Available Tools
### tool1
{{TOOL1_DESCRIPTION}}
**Input:**
- `param1` (string, required): First parameter
- `param2` (int, optional): Second parameter
**Output:**
- `result` (string): Operation result
- `status` (string): Status of the operation
## Development
Run tests:
\`\`\`bash
go test ./...
\`\`\`
Build:
\`\`\`bash
go build -o {{PROJECT_NAME}}
\`\`\`
## License
MITWhen generating a Go MCP server:
go.mod with proper module path© github, 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 skills/go-mcp-server-generator of github/awesome-copilot.
Open the folder on GitHubat commit 727ff2e
We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in github/awesome-copilot, which our catalogue first saw on October 7, 2026.
Go MCP Server Generator 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 |
|---|---|---|---|---|---|---|
| Go MCP Server Generator this skillgithub/awesome-copilot | 40k | 1 repos | ~1.8k | Automated safety check: Pass | MIT | |
| Skill Seekers Builderyusufkaraaslan/Skill_Seekers | 15k | — | ~760 | Automated safety check: Pass | MIT | |
| MCP Apps Builderawslabs/cli-agent-orchestrator | 1.4k | — | ~1.7k | Automated safety check: Pass | Apache-2.0 | |
| Releasejgravelle/jcodemunch-mcp | 2.7k | — | ~6.5k | Automated safety check: Pass | Custom licence | |
| Open PRArcadeAI/arcade-mcp | 1k | — | ~2.9k | Automated safety check: Pass | MIT | |
| MCP Clientcoleam00/second-brain-skills | 832 | — | ~1k | Automated safety check: Pass | None |
yusufkaraaslan/Skill_Seekers
Detects the type of a knowledge source and uses the Skill Seekers MCP tools to turn docs, repos, PDFs or videos into packaged AI skills.
awslabs/cli-agent-orchestrator
Load the official MCP Apps builder skills (create-mcp-app, migrate-oai-app, add-app-to-server, convert-web-app) from github.com/modelcontextprotocol/ext-apps.
jgravelle/jcodemunch-mcp
Publishing a jMunch release (jcodemunch-mcp, jdocmunch-mcp, jdatamunch-mcp, jragmunch-cli), reviewing/merging/closing PRs, and responding to the community.
ArcadeAI/arcade-mcp
Prepare arcade-mcp changes for review by verifying intended behavior, filling the repository PR template, and creating or updating the PR.
coleam00/second-brain-skills
Universal MCP client for connecting to any MCP server with progressive disclosure.
swimmwatch/cloakbrowser-mcp
Prepare, publish, verify, or recover a cloakbrowser-mcp release only when the user explicitly requests release work.
github/awesome-copilot
Maps an unfamiliar codebase into seven evidence-backed documents in docs/codebase/, using a scan script and templates, for onboarding or architecture write-ups.
github/awesome-copilot
Designs Azure infrastructure from a natural-language description, or diagrams an existing resource group, then refines the design through conversation and deploys it with Bicep.
github/awesome-copilot
Generates, edits and validates draw.io files with correct mxGraph XML, covering flowcharts, architecture, sequence, ER and UML class diagrams.
github/awesome-copilot
Cleans raw credit data and screens variables before loan modeling, dropping unstable, noisy or redundant features and writing an Excel report of every step.
github/awesome-copilot
Builds a warm, browser-based daily focus board the user updates by talking to their agent, with Eisenhower priorities, a brain-dump box and kind not-today carryover.
github/awesome-copilot
End-to-end skill for building, testing, linting, versioning, and publishing a production-grade Python library to PyPI.
Works with
Categories
Generate a complete Go MCP server project with proper structure, dependencies, and implementation using the official github.com/modelcontextprotocol/go-sdk. Go MCP Server Generator is an agent skill from github/awesome-copilot, published by the product's own GitHub organization.com/modelcontextprotocol/go-sdk.
Go MCP Server Generator fits situations like: tasks that involve MCP servers.
Run `npx skills add github/awesome-copilot --skill go-mcp-server-generator -a claude-code`. Or copy the skill folder (skills/go-mcp-server-generator in github/awesome-copilot) into .claude/skills/go-mcp-server-generator in your project. Claude Code loads it when a task matches its description.
Run `npx skills add github/awesome-copilot --skill go-mcp-server-generator -a codex`. Or copy the skill folder (skills/go-mcp-server-generator in github/awesome-copilot) into .agents/skills/go-mcp-server-generator 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 github/awesome-copilot --skill go-mcp-server-generator -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/go-mcp-server-generator, .gemini/skills/go-mcp-server-generator, .github/skills/go-mcp-server-generator and .opencode/skills/go-mcp-server-generator in your project.
SKILL.md names no scripts, command-line tools or credentials: Go MCP Server Generator 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.
Go MCP Server Generator is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.8k tokens (SKILL.md is roughly 7k 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 Go MCP Server Generator: Skill Seekers Builder (yusufkaraaslan/Skill_Seekers, 15k stars), MCP Apps Builder (awslabs/cli-agent-orchestrator, 1.4k stars), Release (jgravelle/jcodemunch-mcp, 2.7k stars) and Open PR (ArcadeAI/arcade-mcp, 1k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
github (a GitHub organization, an official publisher) maintains it in github/awesome-copilot, which has 39,748 GitHub stars. The repository holds 417 skills in this directory. The repository was last updated on October 7, 2026.
Source: github/awesome-copilot on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.