Grounder

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Works with Claude Code, Codex, VS Code, Cursor, Windsurf, Claude Desktop. Read the repository before you give any tool access to your data.

npx agentmarket install connector/rozetyp-grounder

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What this server can do and what it asks for, from its tool list and install config. Checked Oct 25, 2026.

Tools

4 read · 0 write · 0 deleteRead-only

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1 (API keys, tokens or passwords)

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Python package

Tools (4)

Read from the source code; the running server may differ. Descriptions are the server’s own words; hidden characters are shown as [U+…].

• deep_search

  Search the web across several pages to answer a question in ONE call: it runs a search, fetches several of the top result pages, ranks passages across all of them, and returns the few verbatim slices most relevant to your question. Use this for a question that needs reading and comparing MULTIPLE pages ("which databases use X and how do they differ", "what do reviewers say about Y") instead of running web_search and then many fetch calls yourself - it does that multi-page reading for you and hands back only what fits your context window. Do NOT use it for a quick fact a single search snippet a…

• fetch

  Fetch the full, clean content of ONE web page as markdown. Use this to READ a result you got from web_search when the snippet isn't enough and you need the page's actual text - exact pricing, full docs, the complete article. Check the search snippet first: for many factual questions it already contains the answer, and a fetch costs a page. The `url` MUST be one a recent search in this session returned: fetch reads your grounded sources, it is not a general-purpose scraper for arbitrary URLs. Returns clean markdown in `content` (set clean=false for raw HTML), plus the page's `title`, its `descr…

• research

  INVESTIGATE an open question that has no ready-made answer sitting on any single page - the kind you would hand to a research analyst, not look up. The model DRIVES an iterative loop: it plans what to find, searches, reads the best PRIMARY sources, notices what is STILL missing, searches again, and reasons to a GROUNDED conclusion - or reports honestly that the web does not support one. Reach for it when the answer must be WORKED OUT, not retrieved: open/analytical ("is RAG becoming obsolete as context windows grow to millions of tokens?"), contested ("have LLM scaling laws hit diminishing ret…

• web_search

  Search Google and return the organic results - title, URL, snippet, domain, publication date - plus the surfaces around them: `people_also_ask` (related questions, often with a factual snippet), `related_searches` (reformulations), `knowledge_graph` (entity panel), and per-result `sitelinks`. READ THE SNIPPETS BEFORE FETCHING: for factual questions Google's snippet frequently states the answer outright (a pricing query returns the price), so you can often cite a source without spending a fetch. Use `fetch` when you need the full page, and `deep_search` when one page will not settle it. Returns…

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Weekly downloads

55

Last commit

Aug 13, 2026 (2 months ago)

Last release

Aug 13, 2026 (2 months ago)

Last package publish

Aug 13, 2026 (2 months ago)

From GitHub (fetched Oct 24, 2026) and the package registry.

Details

Registry name

io.github.rozetyp/grounder

Version

0.4.1

Auth

API key

Packages

pypi grounder-mcp

License

MIT

Repository

github.com/rozetyp/grounder-mcp

First seen

Oct 24, 2026

Last checked

Oct 24, 2026

Source

Official MCP Registrygithub-graphql