auto-skill-connector
This server provides two tools to search and install from a database of ~200k scraped Claude skills, MCP servers, and plugins.
recommend_skill(task): Performs a hybrid full-text + semantic search over the database using a short, keyword-rich task description. Returns the best matching skill's fullSKILL.mdcontent for immediate use, or a short list of options if multiple skills match equally well.install_skill(url, name?): Downloads a skill'sSKILL.mdfrom a given URL (typically returned byrecommend_skill) and installs it permanently to~/.claude/skills/<name>/SKILL.md, making it available as a/skillcommand in Claude Code across any project. An optional custom name can be provided; otherwise a default is used.
Uses Supabase as the database backend to store a large collection of Claude skills, supporting hybrid full-text and semantic search queries.
Click on "Install Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@auto-skill-connectorfind a skill to summarize youtube videos"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
auto-skill-connector
An MCP connector that gives Claude Code / Claude Desktop access to a database
of ~200k scraped Claude skills, MCP servers, and plugins. Instead of building
a capability from scratch, Claude can search this database mid-conversation,
read a matching skill's instructions, and follow them immediately — or
install it permanently as a real /skill.
It ships two tools:
recommend_skill(task)— hybrid full-text + semantic search over the skill database. Returns the best match's fullSKILL.mdcontent (or a short list to pick from, if a few skills fit equally well).install_skill(url, name?)— downloads a skill'sSKILL.mdand saves it to~/.claude/skills/<name>/SKILL.md, so Claude Code can invoke it as a normal skill from then on, in any project.
Query embedding happens server-side (Supabase Edge Function), so this
connector only depends on mcp + httpx — no local ML runtime to install.
Install
Claude Code
claude mcp add auto-skill --scope user -- uvx --from git+https://github.com/neelavalareddy/auto-skill-connector auto-skill-mcpClaude Desktop
Add this to your claude_desktop_config.json (Settings → Developer, or find
it directly — on Windows it's usually under
%APPDATA%\Claude\claude_desktop_config.json):
{
"mcpServers": {
"auto-skill": {
"command": "uvx",
"args": ["--from", "git+https://github.com/neelavalareddy/auto-skill-connector", "auto-skill-mcp"]
}
}
}Restart Claude Desktop after editing the config.
Both require uv installed (uvx ships with
it) — no cloning or manual pip install needed.
Related MCP server: @skill-hub/mcp-server
Automatic skill suggestions (optional, Claude Code)
Want every chat message checked against the database automatically? Add the
included hooks/skill_suggest.py as a UserPromptSubmit hook: it runs on
each prompt you send, and when a skill matches, Claude is told to fetch and
apply it via recommend_skill. It fails open — errors and timeouts never
block or slow your chat.
Download
hooks/skill_suggest.pysomewhere permanent (e.g.~/.claude/hooks/skill_suggest.py).Merge this into
~/.claude/settings.json(use an absolute path on Windows, e.g.C:\\Users\\you\\.claude\\hooks\\skill_suggest.py):
{
"hooks": {
"UserPromptSubmit": [
{
"hooks": [
{
"type": "command",
"command": "python",
"args": ["~/.claude/hooks/skill_suggest.py"],
"timeout": 10
}
]
}
]
}
}Running it directly
git clone https://github.com/neelavalareddy/auto-skill-connector
cd auto-skill-connector
pip install -e .
python mcp_server.pyHow it works
The skill database lives in Supabase (Postgres + pgvector), populated by a
separate scraper that continuously crawls GitHub, npm, and the MCP registry
for Claude skills. This repo only contains the read-only connector — search
queries hit a read-only anon key (RLS grants SELECT only; no writes are
possible with it).
Maintenance
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