INDIVIDUAL MCP TOOL

fillin_answer

Synthesized post-cutoff answer with inline citations.

glyphapi.devnone authenticationAvailability not checked

LIVE ENDPOINT

https://fillin.glyphapi.dev/mcp

No auth detected

Connect to this endpoint to inspect the live schema for fillin_answer and invoke it with your own arguments.

{}

Potential side effects detected · medium confidence · heuristic, not a guarantee.

CONNECT WITH APPROVAL

Review this server and its permissions before adding it. Secret placeholders must be set locally.

Codex

~/.codex/config.toml

[mcp_servers.fillin]
url = "https://fillin.glyphapi.dev/mcp"
enabled = true

Claude Code

.mcp.json

{
  "mcpServers": {
    "fillin": {
      "type": "http",
      "url": "https://fillin.glyphapi.dev/mcp"
    }
  }
}

Claude Desktop

Settings → Connectors → Add custom connector

Name: fillin
Remote MCP URL: https://fillin.glyphapi.dev/mcp

Add this remote URL as a custom connector in Claude Desktop. Availability depends on the user plan and workspace policy.

Cursor

.cursor/mcp.json

{
  "mcpServers": {
    "fillin": {
      "url": "https://fillin.glyphapi.dev/mcp"
    }
  }
}

Visual Studio Code

.vscode/mcp.json

Add to Visual Studio Code

{
  "servers": {
    "fillin": {
      "type": "http",
      "url": "https://fillin.glyphapi.dev/mcp"
    }
  }
}

Generic MCP

Client-specific MCP configuration

{
  "name": "fillin",
  "transport": "streamable-http",
  "url": "https://fillin.glyphapi.dev/mcp"
}

MCP Inspector

Run the official MCP Inspector locally and enter the indexed Streamable HTTP endpoint.

fillin_query — Retrieve documents published after a training cutoff, ranked by similarity.
glyph_search — Same as fillin_query, but returns the result pieces rendered as **photo glyph** image(s) — dense, vision-readable pages — followed by a JSON citation index ({n, source, url, title, published_at, page}).
retrieve_auto — One retrieval, auto-picked substrate — the MCP twin of HTTP POST /v1/retrieve with substrate="auto".
encode — Bring your own text -> the cheapest substrate for your reader — the MCP twin of HTTP POST /v1/encode.
fillin_stats — Get corpus stats — total docs, date range, freshness.
fillin_health — Liveness + freshness — host, total docs, earliest, latest.
query_cves — Daily snapshot of CVE / supply-chain advisories from NVD, GitHub Security Advisories, and OSV.
query_papers — Daily snapshot of new research relevant to AI/ML/agents.