bgpt-paper-search – skill Dữ liệu & Khoa học cho agent AI

BGPT Paper Search

When to use

Use BGPT to find full-text-derived evidence for a research question or a known

DOI. It returns extracted claims and their supporting experiments, rather than

only bibliographic metadata. Use these records to build a traceable evidence

table; they are not a complete systematic-review search or a validated

risk-of-bias assessment.

Connect

Configure BGPT in the host before use; installing this skill does not register

an MCP server. The provider supports both transports:

| Transport | Endpoint |

| --- | --- |

| Streamable HTTP | https://bgpt.pro/mcp/stream |

| SSE | https://bgpt.pro/mcp/sse |

Use the host's native remote-MCP configuration when supported. For a host that

uses mcpServers JSON and requires a local stdio bridge, this configuration uses

mcp-remote (adapt it to the host's actual settings format):

{
  "mcpServers": {
    "bgpt": {
      "command": "npx",
      "args": ["-y", "mcp-remote", "https://bgpt.pro/mcp/stream", "--transport", "http-only"]
    }
  }
}

The published bgpt-mcp 1.1.0 npm package is a thin SSE wrapper around

mcp-remote, not a local paper database. Its bundled README predates the current

tool contract and pricing. Prefer the native connection or configurable bridge

above. The linked BGPT GitHub repository was unavailable at review time; use

[the current provider documentation](https://bgpt.pro/mcp/) and live tool schema.

Free access needs no key. For paid usage, configure Authorization: Bearer <key>

in the host's remote-server headers, using its credential storage. For the bridge,

[mcp-remote supports --header-file](https://github.com/punkpeye/mcp-remote#custom-headers)

with a local credential file. Do not put api_key in an MCP tool call: neither

current tool declares that argument. Authenticate through the connection.

Search and DOI lookup

Discover the connected server's tools before calling them. The live BGPT 2.14.7

schema reviewed on 2026-09-30 exposes:

| Tool / argument | Contract |

| --- | --- |

| search_papers.query | Required string. Use short English search terms. |

| num_results | Integer, 1–100; default 16. Set it explicitly to control result use. |

| days_back | Optional integer; papers published within the last N days. Omit for all dates. |

| min_citations | Optional integer; minimum number of references cited by the paper, not citations received. |

| study_type | Optional string: primary study, systematic review, meta-analysis, narrative review, protocol, dataset, commentary, or other. |

| output_format | evidence (default), full, or legacy. |

| lookup_paper.doi | Required DOI string; also accepts output_format. A found paper counts as one result. |

Use the filter arguments instead of putting years or filters into the query.

No Boolean-query grammar, offset, page, or cursor is documented by this schema.

A result limit is not pagination: do not invent continuation arguments or claim

the search enumerates every matching paper. For broader coverage, run explicit

question variants and deduplicate by DOI while retaining the query history.

Search example verified with one public result (invoke through the connected

tool interface):

{"query": "CRISPR human cells", "num_results": 1, "output_format": "full"}

Illustrative filtered search (filters were schema-checked, not executed):

{"query": "CRISPR delivery neurons", "num_results": 5, "days_back": 90, "study_type": "primary study", "output_format": "evidence"}

For a paper already identified, call lookup_paper with its bare DOI rather

than hoping a title search returns that exact paper:

{"doi": "10.1016/j.ymeth.2015.10.014", "output_format": "evidence"}

Do not interpret a connection, quota, or tool error as an empty evidence set.

The provider publishes a result allowance, but no numeric request-rate limit

on the reviewed page; avoid assuming unlimited request throughput.

Read the result contract

Search returns an envelope with a results list and count; record the returned

query too, since the service may rewrite search terms. DOI lookup returns found

and a single result; handle not-found before reading it. Inspect the MCP

result for tool errors before interpreting the envelope.

• evidence gives compact evidence records; empty optional fields may be absent.
• full adds legacy paper metadata to the evidence record.
• legacy requests the older paper metadata representation. Do not assume every

paper has all previously advertised fields or a quality score.

The provider says evidence/full formats omit papers without extracted evidence.

However, the live smoke test returned a record with schema_version: "legacy",

extraction_status: "legacy", and an empty evidence_units list in both formats.

A returned record therefore does not guarantee claim-level provenance. An empty

search or unfound DOI also does not establish that the paper does not exist.

Retain doi, title, publication_date, and publication_name when available,

then inspect central_claim and evidence.evidence_units. Each unit links its

claim to an experiment, reported statistics, demonstrated scope, and provenance.

Keep the schema version: older records can have a different shape. Legacy full

metadata can contain nulls, numeric strings, and serialized text instead of

native lists; preserve the raw values and never execute them as code.

The provider documents V4 limits of five evidence units per record, two provenance

passages per unit, and 320 characters per passage. These are bounded extractions,

not the complete article. Check extraction_status, normalization_warnings,

and evidence.record_provenance, including truncation information, before synthesis.

Evidence checks

For each extracted result, retain the DOI and source section, table, or figure.

Verify sample sizes, units, experimental arms, reported statistics, and uncertainty

against the paper before using them in a synthesis. Distinguish author-reported

limitations from extraction-generated interpretations. Preserve contradictory

or mixed evidence and demonstrated scope. If legacy quality scores are present,

use them only as screening aids, not as a study-specific risk-of-bias assessment.

Allowance and review scope

At the review date the provider advertises 50 free results per network,

then $0.02 per returned result. A successful DOI lookup counts as one result;

unfound lookups cost none. Recheck the allowance and pricing before a large

batch. Do not repeatedly retry a quota-exhausted request.

Sources: [provider setup, record formats, and billing](https://bgpt.pro/mcp/),

[live MCP endpoint](https://bgpt.pro/mcp/stream),

[published BGPT wrapper metadata](https://registry.npmjs.org/bgpt-mcp/latest),

and [bridge documentation](https://github.com/punkpeye/mcp-remote).

The tool schemas, one-result full search, matching evidence-format DOI lookup,

and SSE handshake were checked with unauthenticated requests. The public

search/lookup returned a legacy-schema record, not a V4 fixture. Paid

authentication, filtered search behavior, and host-specific configuration were

not tested.