# BGPT - Scientific Paper Search (remote · bgpt.pro)

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

- Trust score: 62/100 (medium)
- Change this week: +6
- Registry status: active
- Liveness: live
- Owner verified: no
- Last scored: 2026-08-03

## Components

- remote · `bgpt.pro`: 56/100, [markdown](https://verifymcp.io/servers/connerlambden-bgpt-mcp/bgpt.md), [page](https://verifymcp.io/servers/connerlambden-bgpt-mcp/bgpt)
- remote · `bgpt.pro`: 62/100 (this document), [markdown](https://verifymcp.io/servers/connerlambden-bgpt-mcp/bgpt-2.md), [page](https://verifymcp.io/servers/connerlambden-bgpt-mcp/bgpt-2)

## Channel facts

- Endpoint: `https://bgpt.pro/mcp/stream`
- Transports: `streamable-http`
- Auth: `none`
- Version: `1.1.0`

## Trust breakdown

How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. Scores are 0–100 per category. Scoring method: https://verifymcp.io/docs/scoring (what has changed: https://verifymcp.io/docs/scoring/changelog)

Scored 2026-08-03.

- **Endpoint Security**: 57/100
  - The endpoint's TLS certificate is valid, in date, and uses a strong key.
  - Authorisation not fully verified: no authorisation is required to call this server, and 2 tool(s) never declared a destructiveHint. The MCP spec treats an absent hint as destructive by default, so we cannot call this surface safe.
  - HTTPS is enforced; there's no plaintext access path.
  - HSTS check failed: the Strict-Transport-Security header is absent.
  - DNSSEC check failed: this domain isn't protected by DNSSEC.
- **Transport & Reachability**: 100/100
  - Verified streamable-http transport via a live MCP handshake.
- **Schema Quality & AI Usability**: 63/100
  - AI-judged instruction clarity (good).
  - Context-footprint check failed: tool/resource definitions use about 434 tokens (~217/item across 2 items; 2 tools + 0 resources), over budget; trim descriptions and params.
  - Usage-examples check failed: none of the tools include examples.
- **Stability & Change Management**: 27/100
  - Stability observed for 8 of 30 days with no destabilising changes; credit accrues until the full window elapses.
- **Tool Coverage**: 71/100
  - 100% of tools have a non-trivial description (not blank, and not just the tool's name).
  - 0% of tool parameters carry a description.
  - Structured output schemas are declared (100% of tools); any adoption earns full credit.
- **Capabilities**: 100/100
  - Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.

## Install

### Claude

```bash
claude mcp add --transport http connerlambden-bgpt-mcp https://bgpt.pro/mcp/stream
```

### Codex

```toml
[mcp_servers.connerlambden-bgpt-mcp]
url = "https://bgpt.pro/mcp/stream"
```

### opencode

```json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "connerlambden-bgpt-mcp": {
      "type": "remote",
      "url": "https://bgpt.pro/mcp/stream",
      "enabled": true
    }
  }
}
```

### OpenClaw

```bash
openclaw mcp add connerlambden-bgpt-mcp --url https://bgpt.pro/mcp/stream --transport streamable-http
```

### Hermes

```yaml
mcp_servers:
  connerlambden-bgpt-mcp:
    url: "https://bgpt.pro/mcp/stream"
```

### Other

```json
{
  "mcpServers": {
    "connerlambden-bgpt-mcp": {
      "type": "http",
      "url": "https://bgpt.pro/mcp/stream"
    }
  }
}
```

The mcpServers block is a cross-client convention. Remote transports vary, so check your client's docs.

## Changelog

Every change recorded for this component, newest first. Days that predate change tracking, or that we cannot explain, say so: "we were watching and nothing happened" and "we were not watching" are different claims.

### 2026-08-03 (score 62, +1)

No change was recorded against any check on this day. Stability & Change Management went from 23 to 27. That category is still filling its 30-day observation window: 7 days of observed history at the previous scan, 8 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-08-01 (score 61, +3)

- [functional] We updated how we score, so this day's move reflects our rubric, not a change to the server

### 2026-07-30 (score 58, 0)

- [functional] We updated how we score, so this day's move reflects our rubric, not a change to the server

### 2026-07-29 (score 58, +1)

No change was recorded against any check on this day. Stability & Change Management went from 7 to 10. That category is still filling its 30-day observation window: 2 days of observed history at the previous scan, 3 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-07-28 (score 57, +1)

No change was recorded against any check on this day. Stability & Change Management went from 3 to 7. That category is still filling its 30-day observation window: 1 days of observed history at the previous scan, 2 at this one. The score rises as the window fills, whether or not the server changes. Other categories moved too: Schema Quality & AI Usability rose 1.

### 2026-07-27 (score 56, +1)

- [functional] We updated how we score, so this day's move reflects our rubric, not a change to the server

### 2026-07-26 (score 55)

First indexed and scored.

## MCP tools (2)

### `search_papers` (~200 tokens)

Search scientific evidence

Search 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 and num_results 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.
    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.

Input parameters:

- `days_back`
- `num_results` (integer)
- `output_format` (string)
- `query` (string, required)

### `lookup_paper` (~122 tokens)

Look up paper by DOI

Look 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.

Input parameters:

- `doi` (string, required)
- `output_format` (string)

## Diagnostics

Captured diagnostic sections: TLS, DNSSEC, Authorisation, Transports. The full working is on the page: https://verifymcp.io/servers/connerlambden-bgpt-mcp/bgpt-2#diagnostics

## Score history

- 2026-08-03: 62
- 2026-08-02: 61
- 2026-08-01: 61
- 2026-07-30: 58
- 2026-07-29: 58
- 2026-07-28: 57
- 2026-07-27: 56
- 2026-07-26: 55

## Links

- Remote endpoint: https://bgpt.pro/mcp/stream
- Repository: https://github.com/connerlambden/bgpt-mcp
- Website: https://bgpt.pro/mcp
- Changelog RSS feed: https://verifymcp.io/servers/connerlambden-bgpt-mcp/bgpt-2/changelog.xml
- Changelog JSON feed: https://verifymcp.io/servers/connerlambden-bgpt-mcp/bgpt-2/changelog.json
- HTML version of this page: https://verifymcp.io/servers/connerlambden-bgpt-mcp/bgpt-2