# fillin (verified)

Search engine for AI agents. Closes the gap between an LLM's training cutoff

## Quick Start

```bash
# Connect this server (installs CLI if needed)
npx -y smithery mcp add mandalazenwave/fillin

# Browse available tools
npx -y smithery tool list mandalazenwave/fillin

# Get full schema for a tool
npx -y smithery tool get mandalazenwave/fillin fillin_query

# Call a tool
npx -y smithery tool call mandalazenwave/fillin fillin_query '{}'
```

## Direct MCP Connection

Endpoint: `https://fillin--mandalazenwave.run.tools`

## Tools (7)

- `fillin_query` — Retrieve documents published after a training cutoff, ranked by similarity.
- `fillin_answer` — Synthesized post-cutoff answer with inline citations.
- `fillin_stats` — Get corpus stats — total docs, date range, freshness.
- `fillin_health` — Liveness + freshness — host, total docs, earliest, latest. No auth required.
- `query_cves` — Daily snapshot of CVE / supply-chain advisories from NVD, GitHub
- `query_papers` — Daily snapshot of new research relevant to AI/ML/agents. Union of
- `query_frontier` — Daily snapshot of frontier AI lab announcements + HuggingFace

```bash
# Get full input/output schema for a tool
npx -y smithery tool get mandalazenwave/fillin <tool-name>
```