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BGPT - Scientific Paper Search

R0· no sign-in

Search scientific papers with structured experimental data from full-text studies

v1.1.0 · active · repository · website · descriptor JSON · versions

An agent can connect right now, no human step.Remote endpoint, no authentication, reachable on the last probe.
Quality82good
Trust86of 100
Uptime, 30 days99%
Latency p50226 ms

Connect

8 clients · secrets stay placeholders
{
  "mcpServers": {
    "bgpt-mcp": {
      "type": "http",
      "url": "https://bgpt.pro/mcp/stream"
    }
  }
}
claude mcp add --transport http bgpt-mcp https://bgpt.pro/mcp/stream
[mcp_servers.bgpt-mcp]
url = "https://bgpt.pro/mcp/stream"
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "bgpt-mcp": {
      "type": "remote",
      "url": "https://bgpt.pro/mcp/stream",
      "enabled": true
    }
  }
}
{
  "mcpServers": {
    "bgpt-mcp": {
      "type": "http",
      "url": "https://bgpt.pro/mcp/stream"
    }
  },
  "deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=bgpt-mcp&config=eyJ0eXBlIjoiaHR0cCIsInVybCI6Imh0dHBzOi8vYmdwdC5wcm8vbWNwL3N0cmVhbSJ9"
}
{
  "servers": {
    "bgpt-mcp": {
      "type": "http",
      "url": "https://bgpt.pro/mcp/stream"
    }
  }
}
{
  "mcpServers": {
    "bgpt-mcp": {
      "httpUrl": "https://bgpt.pro/mcp/stream"
    }
  }
}
extensions:
  "bgpt-mcp":
    enabled: true
    name: "bgpt-mcp"
    type: streamable_http
    uri: "https://bgpt.pro/mcp/stream"
    timeout: 300

Quality 82 / 100good

protocol75 · weight 25
  • warn
    protocol.modernnewest supported version is 2025-11-25; 2026-07-28 not supported, older versions are deprecated until 2027-07-28
  • n/a
    protocol.statelessonly applies to 2026-07-28 servers
  • pass
    protocol.transportstreamable HTTP
  • n/a
    protocol.list_ttlonly applies to 2026-07-28 servers
authorizationn/a · weight 15
  • n/a
    auth.prm, auth.as_metadata, auth.cimdno remote uses OAuth
  • n/a
    auth.secret_in_urlno templated URL
tool hygiene79 · weight 30
  • pass
    tools.descriptionsevery tool has a description
  • warn
    tools.description_length1 tools have descriptions over 1,024 characters, which crowds the context
  • pass
    tools.schemasevery tool has an object input schema
  • pass
    tools.annotations2 of 2 tools declare readOnlyHint or destructiveHint
  • fail
    tools.directory_hintsno tool declares all four of readOnlyHint, destructiveHint, idempotentHint and openWorldHint; missing: lookup_paper (destructiveHint, openWorldHint); search_papers (destructiveHint, openWorldHint)
  • pass
    tools.token_costabout 533 tokens to load every tool
  • pass
    tools.api_dumptools are not a one-to-one API dump
stability100 · weight 15
  • pass
    stability.changesno tool changes in 30 days
  • pass
    stability.rug_pullno tool changed its meaning under the same name
dependenciesn/a · weight 15
  • n/a
    deps.known_vulns, deps.mcp_sdk_version, deps.resolvableno npm or PyPI package

2 tools, about 533 tokens to load them all · tool set 66d19e399112 · checked 2026-10-20 10:03 UTC

Tool changes

No tool definition changes recorded. A server's first observation is its baseline; later probes record what changes.

Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed. How it is computed.

Trust 86 / 100

provenance90
liveness100
freshness45
hygiene100

+repository +namespace-matches-repo +website +reachable +uptime-99% -stale-198d

Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed. How it is computed.

Endpoints

remoteauthreachableuptime 30dp50protocollast ok
https://bgpt.pro/mcp/sse ssenoneno (1 failures)99%224 ms2025-11-252026-10-19
https://bgpt.pro/mcp/stream streamable-httpnoneyes99%226 ms2025-11-252026-10-20

Tools (2)

lookup_paperread-onlyLook up a single paper by its DOI. Args: doi: The DOI of the paper (e.g. "10.1038/s41586-024-07386-0"). output_format: "evidence" for compact claim-level evidence (default), "legacy" for original paper metadata, or "full" for both. Returns: An envelope with found status and the paper in result, or a not-found message. A found paper counts as one result.
search_papersread-onlySearch claim-level evidence extracted from full-text scientific papers. Args: query: Search terms (e.g. "CRISPR gene editing efficiency"). SHORT, concise queries are best. English language only. Use days_back, num_results, min_citations, and study_type instead of adding years or filters to the query. num_results: Number of results to return (1-100, default 16). First 50 results are free, then metered per result for paid users. days_back: Only return papers published within the last N days. min_citations: Only return papers with at least this many references cited. study_type: Only return papers of this study type. One of: primary study | systematic review | meta-analysis | narrative review | protocol | dataset | commentary | other. output_format: "evidence" for compact claim-level evidence (default), "legacy" for original paper metadata, or "full" for both. Returns: An envelope whose results list contains papers with claims, experiments, exact results, demonstrated scope, limitations, and provenance.

Schemas: list_tools.

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Official server.json
{
  "name": "io.github.connerlambden/bgpt-mcp",
  "title": "BGPT - Scientific Paper Search",
  "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
  "remotes": [
    {
      "url": "https://bgpt.pro/mcp/sse",
      "type": "sse"
    },
    {
      "url": "https://bgpt.pro/mcp/stream",
      "type": "streamable-http"
    }
  ],
  "version": "1.1.0",
  "repository": {
    "url": "https://github.com/connerlambden/bgpt-mcp",
    "source": "github"
  },
  "websiteUrl": "https://bgpt.pro/mcp",
  "description": "Search scientific papers with structured experimental data from full-text studies"
}