Skip to main content
Glama

npm test

Key Features

  • Generates skill manifest from a GitHub skills directory

  • MCP server for recommending and downloading repository-specific AI agent skills

  • Supports stdio and HTTP runtime modes from the same codebase

Note that this tool doesn't provide security checks. To find official skills repository, visit: https://skills.sh/official

Getting Started

Example MCP Configuration

{
  "mcpServers": {
    "suggest-skills": {
      "command": "npx",
      "args": [
        "-y",
        "suggest-skills",
        "--",
        "--output=.agents/skills",
        "https://github.com/sator-imaging/suggest-skills/blob/main/official/skills/ALL.md",
        "https://github.com/sator-imaging/suggest-skills/blob/main/community/skills/ALL.md"
      ],
      "env": {
        "SUGGEST_SKILLS_MANIFEST_URLS": [
          "https://some/skill-manifest.md",
          "https://other/skill-manifest.md"
        ]
      }
    }
  }
}

Official & Community Skills

Prebuilt skill manifests can be found in this repository:

Automatically updated everyday by cron workflow.

Generate a Manifest

npx suggest-skills generate \
  https://github.com/OWNER/REPO/tree/main/skills
npx suggest-skills generate \
  --recursive \
  https://github.com/OWNER/REPO/tree/main/skills

This may write the following files in the current working directory:

  • <owner>.<repo>[.<path>].skills.md: entries collected from skill directories that contain SKILL.md

  • <owner>.<repo>[.<path>].designs.md: entries collected from skill directories that contain DESIGN.md

  • <owner>.<repo>[.<path>].agents.md: entries collected from flat top-level markdown files, with Name and Description columns only

  • Accepts plain GitHub repository URLs in generate mode by assuming repo root on main

Generate mode uses these rules:

  • GitHub directory discovery uses a recursive tree listing internally

  • SKILL.md and DESIGN.md are discovered in skill directories, and bundled assets are any other files next to them or in nested subdirectories

  • Symlinks found during generate are not handled specially; they may appear in bundled assets, but are not traversed

  • Without --recursive, SKILL.md and DESIGN.md are discovered from direct child directories of the generate root

  • With --recursive, only subdirectory search is expanded, so nested directories are also scanned for SKILL.md and DESIGN.md

  • Root-level markdown files for .agents.md are still discovered the same way whether --recursive is present or not

  • Output file naming stays based on the original generate root whether --recursive is present or not

  • Output file names are normalized to remove redundant type suffixes (e.g., some-skills.md instead of some-skills.skills.skills.md)

  • DESIGN.md reads optional name and description from YAML front matter, and emits None when description is missing

  • flat top-level markdown files with front matter are treated as agent definitions for .agents.md

  • Empty generated outputs are skipped, so no file is written and no overwrite prompt is shown for them

Configuration

Environment Variables

GITHUB_PAT is optional and is used for authenticated requests to api.github.com.

SUGGEST_SKILLS_MANIFEST_URLS is required and must contain at least one URL.

Accepted formats:

  • JSON array

  • Comma-separated string

  • Newline-separated string

GitHub blob URLs are converted to raw.githubusercontent.com URLs automatically.

CLI Options

  • -o <dir> or --output <dir>: output directory for installed skills

  • generate [-r|--recursive] <github-url>: generate markdown inventories from a GitHub skills directory or repo root

  • server --port <number>: run the streamable HTTP server

Default output directory:

.agents/skills

Run in stdio Mode

SUGGEST_SKILLS_MANIFEST_URLS='["https://some/skill-manifest.md"]' \
  npx suggest-skills

Run in HTTP Mode

SUGGEST_SKILLS_MANIFEST_URLS='["https://some/skill-manifest.md"]' \
  npx suggest-skills server --port 3100

The HTTP endpoint is served at http://localhost:3100/mcp and the health check is available at http://localhost:3100/health.

MCP Tools

suggest_skills

Accepts an optional manifestUrl to overwrite the default configuration.

Returns a generated instruction payload that tells an agent how to:

  • Fetch available skills from configured manifests

  • Scan locally installed skills

  • Compare remote and local capabilities

  • Present suggestions without installing anything until requested

fetch_manifest

Accepts a manifest URL and returns its text content.

download_skill

Accepts a GitHub folder URL in the form:

https://github.com/<owner>/<repo>/tree/<ref>/<path>

Returns every file in that folder with:

  • Path relative to the requested folder

  • UTF-8 text content

  • File symlinks are downloaded when GitHub provides a download_url

  • Repository-relative directory symlinks are resolved and downloaded recursively

Technology Stack

  • Bun

  • TypeScript

  • @modelcontextprotocol/sdk

  • Zod

Project Architecture

Config -> MCP tool registration -> stdio or HTTP transport

CLI generate -> GitHub directory scan -> manifest markdown file
             \-> GitHub URL normalization / folder download

Coding Standards

The codebase follows a few clear implementation patterns:

  • Small focused modules with runtime concerns split by file

  • Explicit config validation through ConfigError

  • Typed tool schemas and structured output for MCP tools

  • Minimal transport wrappers around shared server creation

  • Tests centered on observable behavior rather than implementation detail

Contributing

  • Keep changes aligned with the MCP server's current responsibilities

  • Prefer updating shared logic in src/core.ts, src/config.ts, and helper modules before adding transport-specific behavior

  • Add or update tests when changing config parsing, MCP responses, or GitHub download behavior

  • Use SPEC.md as the starting point for intended behavior and direction

A
license - permissive license
-
quality - not tested
C
maintenance

Maintenance

Maintainers
Response time
1dRelease cycle
12Releases (12mo)

Resources

Unclaimed servers have limited discoverability.

Looking for Admin?

If you are the server author, to access and configure the admin panel.

Latest Blog Posts

MCP directory API

We provide all the information about MCP servers via our MCP API.

curl -X GET 'https://glama.ai/api/mcp/v1/servers/sator-imaging/suggest-skills'

If you have feedback or need assistance with the MCP directory API, please join our Discord server