AILANG Parse

Deterministic DOCX/PPTX/XLSX/PDF parser: track changes, comments, headers, footers, merged cells.

What does this entry provide?

AILANG Parse is an MCP server entry in ChatHome Skills, sourced from Official MCP Registry and scored 73/100. As a Model Context Protocol server, it exposes tools that MCP-compatible LLM clients such as Claude, Cursor, and Copilot can call directly, extending an agent's reach beyond its built-in capabilities. ChatHome Skills discovered this entry through its daily ingest of official registries and GitHub discovery queries, and re-verifies repository facts, freshness signals, and install metadata on every run. The quality score weighs official-registry presence, a working install command, license clarity, GitHub star trajectory, and repository freshness — the full formula is on the Sources page. The install command above is ready to copy. Review the last-pushed date and repository status before adding AILANG Parse to a production agent workflow; the snapshot facts below are point-in-time values from the most recent ingest.

Snapshot facts

Source: Official MCP Registry
Quality: 73/100
Install method: streamable-http
Repo: sunholo-data/ailang-parse
Repo updated: Sep 1, 2026

Install command

mcp add io.github.sunholo-data/parse https://docparse.ailang.sunholo.com/mcp/

Install method: streamable-http

Review the upstream source before running this command.

GitHub project Homepage

Quality

Repo stars

Repo updated

Sep 1, 2026

How is this score calculated?

Weighted across six dimensions, scored 0-100.
Provenance (25): listed in an official or curated registry.
Installability (25): a runnable install command beats a declared transport, which beats a source checkout.
Maintenance (20): recency of the last push; archived entries score zero here.
Adoption (20): repository stars on a log curve.
Documentation (10) and description quality (10): parsed manifest or SKILL.md frontmatter, and a real description rather than a placeholder.

MCP manifest

{
  "_meta": {
    "io.modelcontextprotocol.registry/official": {
      "status": "active",
      "isLatest": true,
      "updatedAt": "2026-09-01T16:00:08.420619Z",
      "publishedAt": "2026-09-01T16:00:08.420619Z",
      "statusChangedAt": "2026-09-01T16:00:08.420619Z"
    }
  },
  "server": {
    "name": "io.github.sunholo-data/parse",
    "icons": [
      {
        "src": "https://www.sunholo.com/ailang-parse/img/docparse-logo.svg",
        "sizes": [
          "any"
        ],
        "mimeType": "image/svg+xml"
      }
    ],
    "title": "AILANG Parse",
    "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
    "remotes": [
      {
        "url": "https://docparse.ailang.sunholo.com/mcp/",
        "type": "streamable-http"
      }
    ],
    "version": "0.13.1",
    "packages": [
      {
        "version": "0.13.1",
        "transport": {
          "type": "stdio"
        },
        "identifier": "@ailang/parse",
        "runtimeHint": "npx",
        "registryType": "npm",
        "packageArguments": [
          {
            "type": "positional",
            "value": "mcp",
            "valueHint": "subcommand"
          }
        ],
        "environmentVariables": [
          {
            "name": "DOCPARSE_API_KEY",
            "isSecret": true,
            "description": "AILANG Parse API key (dp_...). Optional — the bridge auto-loads keys saved at ~/.config/ailang-parse/credentials.json. Get one from https://www.sunholo.com/ailang-parse/"
          },
          {
            "name": "AILANG_PARSE_MCP_URL",
            "description": "Override the hosted MCP endpoint. Defaults to https://docparse.ailang.sunholo.com/mcp/"
          }
        ]
      },
      {
        "version": "0.13.1",
        "transport": {
          "type": "stdio"
        },
        "identifier": "ailang-parse",
        "runtimeHint": "uvx",
        "registryType": "pypi",
        "packageArguments": [
          {
            "type": "positional",
            "value": "mcp",
            "valueHint": "subcommand"
          }
        ],
        "environmentVariables": [
          {
            "name": "DOCPARSE_API_KEY",
            "isSecret": true,
            "description": "AILANG Parse API key (dp_...). Optional — the bridge auto-loads keys saved at ~/.config/ailang-parse/credentials.json. Get one from https://www.sunholo.com/ailang-parse/"
          },
          {
            "name": "AILANG_PARSE_MCP_URL",
            "description": "Override the hosted MCP endpoint. Defaults to https://docparse.ailang.sunholo.com/mcp/"
          }
        ]
      }
    ],
    "repository": {
      "id": "1196083707",
      "url": "https://github.com/sunholo-data/ailang-parse",
      "source": "github"
    },
    "websiteUrl": "https://www.sunholo.com/ailang-parse/",
    "description": "Deterministic DOCX/PPTX/XLSX/PDF parser: track changes, comments, headers, footers, merged cells."
  }
}

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