# AI/ML Research Papers (remote · ai.memoryapi.org)

AI/ML research papers from arXiv, DBLP, and HuggingFace

- Trust score: 62/100 (medium)
- Change this week: +3
- Registry status: active
- Liveness: live
- Owner verified: no
- Last scored: 2026-08-03

## Components

- remote · `ai.memoryapi.org`: 62/100 (this document), [markdown](https://verifymcp.io/servers/org-memoryapi-ai/ai.md), [page](https://verifymcp.io/servers/org-memoryapi-ai/ai)

## Channel facts

- Endpoint: `https://ai.memoryapi.org/mcp`
- Transports: `streamable-http`
- Auth: `none`
- Version: `1.0.0`

## 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 3 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**: 71/100
  - AI-judged instruction clarity (good).
  - Tool/resource definitions use about 259 tokens (~86/item across 3 items; 3 tools + 0 resources), lean.
  - 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**: 100/100
  - 100% of tools have a non-trivial description (not blank, and not just the tool's name).
  - 100% of tool parameters carry a description.
- **Capabilities**: 20/100
  - Spec-recency check failed: implements MCP spec 2024-11-05; the latest is 2026-07-28.

## Install

### Claude

```bash
claude mcp add --transport http org-memoryapi-ai https://ai.memoryapi.org/mcp
```

### Codex

```toml
[mcp_servers.org-memoryapi-ai]
url = "https://ai.memoryapi.org/mcp"
```

### opencode

```json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "org-memoryapi-ai": {
      "type": "remote",
      "url": "https://ai.memoryapi.org/mcp",
      "enabled": true
    }
  }
}
```

### OpenClaw

```bash
openclaw mcp add org-memoryapi-ai --url https://ai.memoryapi.org/mcp --transport streamable-http
```

### Hermes

```yaml
mcp_servers:
  org-memoryapi-ai:
    url: "https://ai.memoryapi.org/mcp"
```

### Other

```json
{
  "mcpServers": {
    "org-memoryapi-ai": {
      "type": "http",
      "url": "https://ai.memoryapi.org/mcp"
    }
  }
}
```

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.

### 2026-07-31 (score 61, 0)

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

### 2026-07-30 (score 61, +1)

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

### 2026-07-28 (score 60, +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.

### 2026-07-27 (score 59, +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 58)

First indexed and scored.

## MCP tools (3)

### `get_ai_papers` (~99 tokens)

Get trending or searched AI/ML research papers from HuggingFace Papers. Returns trending papers for a given date or search results by keyword.

Input parameters:

- `date` (string): Date for trending papers (YYYY-MM-DD, default: yesterday)
- `limit` (number): Number of results (max 25)
- `q` (string): Search query (for type=search)
- `type` (string): trending or search (default: trending)

### `search_arxiv_ai` (~94 tokens)

Search arXiv for AI/ML papers by keyword and category. Returns recent submissions sorted by date.

Input parameters:

- `category` (string): arXiv category: cs.AI, cs.LG, cs.CL, cs.CV, cs.RO, stat.ML (default: cs.LG)
- `limit` (number): Number of results (max 20)
- `q` (string): Keyword search query

### `search_dblp` (~66 tokens)

Search DBLP computer science bibliography for publications or authors. Free, no key required.

Input parameters:

- `author` (string): Search by author name instead of publication title
- `limit` (number): Number of results (max 25)
- `q` (string): Publication search query

## Diagnostics

Captured diagnostic sections: TLS, DNSSEC, Authorisation, Transports. The full working is on the page: https://verifymcp.io/servers/org-memoryapi-ai/ai#diagnostics

## Score history

- 2026-08-03: 62
- 2026-08-02: 61
- 2026-08-01: 61
- 2026-07-31: 61
- 2026-07-30: 61
- 2026-07-29: 60
- 2026-07-28: 60
- 2026-07-27: 59
- 2026-07-26: 58

## Links

- Remote endpoint: https://ai.memoryapi.org/mcp
- Changelog RSS feed: https://verifymcp.io/servers/org-memoryapi-ai/ai/changelog.xml
- Changelog JSON feed: https://verifymcp.io/servers/org-memoryapi-ai/ai/changelog.json
- HTML version of this page: https://verifymcp.io/servers/org-memoryapi-ai/ai