SERVER

AILANG Parse

Rank #4,374

io.github.sunholo-data/parse

Parse, convert and create Office and PDF documents. OAuth at /mcp/connect/, API key at /mcp/.

16 versions

by sunholo-data (3 servers)View repository ↗Homepage ↗

First listed

Mar 30, 2026

Last publish date

Nov 5, 2026

PURPOSE

What you can do with AILANG Parse

AILANG Parse is a Model Context Protocol (MCP) server published by sunholo-data. It ranks #4,374 of 176,402 active servers on MCP Toplist. AILANG Parse is listed across 2 registries — Official MCP and PulseMCP, with 16 tracked versions. It was first listed on Mar 30, 2026 and most recently updated on Nov 5, 2026.

Not verifiedMCP Toplist has not yet written a checked profile for this server, so the paragraph above is assembled from registry data only. The repository README is the authority on what it does.

CAPABILITIES AND LIMITATIONS

What AILANG Parse can and cannot do

Not verifiedMCP Toplist has not catalogued this server's tools or limitations. The repository README lists them.

REQUIREMENTS

What you need before using AILANG Parse

DeclaredNo credentialsNo credentials declared

The registry listing declares no required environment variables or authentication. This is declared metadata, not a verified install — the repository README is the authority.

MCP Toplist probed the public endpoint on Nov 12, 2026 and could not complete the MCP handshake (jsonrpc error). Requirements remain unverified.

Declared by PulseMCP, last synced Aug 31, 2026. Not independently verified by MCP Toplist.

Declared in the registry install config

DOCPARSE_API_KEY · optional
AILANG_PARSE_MCP_URL · optional

2 hosted endpoints declared as public.

INSTALLATION AND FIRST TASK

Connect AILANG Parse and confirm it works

Remote · HTTP

claude mcp add --transport http parse https://docparse.ailang.sunholo.com/mcp/connect/

Remote · HTTP

claude mcp add --transport http parse https://docparse.ailang.sunholo.com/mcp/

npm package

claude mcp add parse -e "DOCPARSE_API_KEY=<your DOCPARSE_API_KEY>" -e "AILANG_PARSE_MCP_URL=<your AILANG_PARSE_MCP_URL>" -- npx -y @ailang/parse mcp

Replace each placeholder with your own value before saving.

Python package (PyPI)

claude mcp add parse -e "DOCPARSE_API_KEY=<your DOCPARSE_API_KEY>" -e "AILANG_PARSE_MCP_URL=<your AILANG_PARSE_MCP_URL>" -- uvx ailang-parse mcp

Replace each placeholder with your own value before saving.

Remote · HTTP

[mcp_servers.parse]
url = "https://docparse.ailang.sunholo.com/mcp/connect/"

Add to ~/.codex/config.toml.

Remote · HTTP

[mcp_servers.parse]
url = "https://docparse.ailang.sunholo.com/mcp/"

Add to ~/.codex/config.toml.

npm package

[mcp_servers.parse]
command = "npx"
args = ["-y", "@ailang/parse", "mcp"]

[mcp_servers.parse.env]
DOCPARSE_API_KEY = "<your DOCPARSE_API_KEY>"
AILANG_PARSE_MCP_URL = "<your AILANG_PARSE_MCP_URL>"

Add to ~/.codex/config.toml. Replace each placeholder with your own value before saving.

Python package (PyPI)

[mcp_servers.parse]
command = "uvx"
args = ["ailang-parse", "mcp"]

[mcp_servers.parse.env]
DOCPARSE_API_KEY = "<your DOCPARSE_API_KEY>"
AILANG_PARSE_MCP_URL = "<your AILANG_PARSE_MCP_URL>"

Add to ~/.codex/config.toml. Replace each placeholder with your own value before saving.

Remote · HTTP

https://docparse.ailang.sunholo.com/mcp/connect/

Settings → Connectors → “Add custom connector”, then paste this URL.

Remote · HTTP

https://docparse.ailang.sunholo.com/mcp/

Settings → Connectors → “Add custom connector”, then paste this URL.

npm package

{
  "mcpServers": {
    "parse": {
      "command": "npx",
      "args": [
        "-y",
        "@ailang/parse",
        "mcp"
      ],
      "env": {
        "DOCPARSE_API_KEY": "<your DOCPARSE_API_KEY>",
        "AILANG_PARSE_MCP_URL": "<your AILANG_PARSE_MCP_URL>"
      }
    }
  }
}

Add to claude_desktop_config.json (Settings → Developer → Edit Config). Replace each placeholder with your own value before saving.

Python package (PyPI)

{
  "mcpServers": {
    "parse": {
      "command": "uvx",
      "args": [
        "ailang-parse",
        "mcp"
      ],
      "env": {
        "DOCPARSE_API_KEY": "<your DOCPARSE_API_KEY>",
        "AILANG_PARSE_MCP_URL": "<your AILANG_PARSE_MCP_URL>"
      }
    }
  }
}

Add to claude_desktop_config.json (Settings → Developer → Edit Config). Replace each placeholder with your own value before saving.

Remote · HTTP

{
  "mcpServers": {
    "parse": {
      "url": "https://docparse.ailang.sunholo.com/mcp/connect/"
    }
  }
}

Add to ~/.cursor/mcp.json (global) or .cursor/mcp.json (per project).

Remote · HTTP

{
  "mcpServers": {
    "parse": {
      "url": "https://docparse.ailang.sunholo.com/mcp/"
    }
  }
}

Add to ~/.cursor/mcp.json (global) or .cursor/mcp.json (per project).

npm package

{
  "mcpServers": {
    "parse": {
      "command": "npx",
      "args": [
        "-y",
        "@ailang/parse",
        "mcp"
      ],
      "env": {
        "DOCPARSE_API_KEY": "<your DOCPARSE_API_KEY>",
        "AILANG_PARSE_MCP_URL": "<your AILANG_PARSE_MCP_URL>"
      }
    }
  }
}

Add to ~/.cursor/mcp.json (global) or .cursor/mcp.json (per project). Replace each placeholder with your own value before saving.

Python package (PyPI)

{
  "mcpServers": {
    "parse": {
      "command": "uvx",
      "args": [
        "ailang-parse",
        "mcp"
      ],
      "env": {
        "DOCPARSE_API_KEY": "<your DOCPARSE_API_KEY>",
        "AILANG_PARSE_MCP_URL": "<your AILANG_PARSE_MCP_URL>"
      }
    }
  }
}

Add to ~/.cursor/mcp.json (global) or .cursor/mcp.json (per project). Replace each placeholder with your own value before saving.

Remote · HTTP

{
  "servers": {
    "parse": {
      "type": "http",
      "url": "https://docparse.ailang.sunholo.com/mcp/connect/"
    }
  }
}

Save as .vscode/mcp.json in your workspace.

Remote · HTTP

{
  "servers": {
    "parse": {
      "type": "http",
      "url": "https://docparse.ailang.sunholo.com/mcp/"
    }
  }
}

Save as .vscode/mcp.json in your workspace.

npm package

{
  "servers": {
    "parse": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "@ailang/parse",
        "mcp"
      ],
      "env": {
        "DOCPARSE_API_KEY": "<your DOCPARSE_API_KEY>",
        "AILANG_PARSE_MCP_URL": "<your AILANG_PARSE_MCP_URL>"
      }
    }
  }
}

Save as .vscode/mcp.json in your workspace. Replace each placeholder with your own value before saving.

Python package (PyPI)

{
  "servers": {
    "parse": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "ailang-parse",
        "mcp"
      ],
      "env": {
        "DOCPARSE_API_KEY": "<your DOCPARSE_API_KEY>",
        "AILANG_PARSE_MCP_URL": "<your AILANG_PARSE_MCP_URL>"
      }
    }
  }
}

Save as .vscode/mcp.json in your workspace. Replace each placeholder with your own value before saving.

Remote · HTTP

{
  "mcpServers": {
    "parse": {
      "serverUrl": "https://docparse.ailang.sunholo.com/mcp/connect/"
    }
  }
}

Add to ~/.codeium/windsurf/mcp_config.json.

Remote · HTTP

{
  "mcpServers": {
    "parse": {
      "serverUrl": "https://docparse.ailang.sunholo.com/mcp/"
    }
  }
}

Add to ~/.codeium/windsurf/mcp_config.json.

npm package

{
  "mcpServers": {
    "parse": {
      "command": "npx",
      "args": [
        "-y",
        "@ailang/parse",
        "mcp"
      ],
      "env": {
        "DOCPARSE_API_KEY": "<your DOCPARSE_API_KEY>",
        "AILANG_PARSE_MCP_URL": "<your AILANG_PARSE_MCP_URL>"
      }
    }
  }
}

Add to ~/.codeium/windsurf/mcp_config.json. Replace each placeholder with your own value before saving.

Python package (PyPI)

{
  "mcpServers": {
    "parse": {
      "command": "uvx",
      "args": [
        "ailang-parse",
        "mcp"
      ],
      "env": {
        "DOCPARSE_API_KEY": "<your DOCPARSE_API_KEY>",
        "AILANG_PARSE_MCP_URL": "<your AILANG_PARSE_MCP_URL>"
      }
    }
  }
}

Add to ~/.codeium/windsurf/mcp_config.json. Replace each placeholder with your own value before saving.

Remote · HTTP

{
  "mcpServers": {
    "parse": {
      "url": "https://docparse.ailang.sunholo.com/mcp/connect/"
    }
  }
}

Remote · HTTP

{
  "mcpServers": {
    "parse": {
      "url": "https://docparse.ailang.sunholo.com/mcp/"
    }
  }
}

npm package

{
  "mcpServers": {
    "parse": {
      "command": "npx",
      "args": [
        "-y",
        "@ailang/parse",
        "mcp"
      ],
      "env": {
        "DOCPARSE_API_KEY": "<your DOCPARSE_API_KEY>",
        "AILANG_PARSE_MCP_URL": "<your AILANG_PARSE_MCP_URL>"
      }
    }
  }
}

Replace each placeholder with your own value before saving.

Python package (PyPI)

{
  "mcpServers": {
    "parse": {
      "command": "uvx",
      "args": [
        "ailang-parse",
        "mcp"
      ],
      "env": {
        "DOCPARSE_API_KEY": "<your DOCPARSE_API_KEY>",
        "AILANG_PARSE_MCP_URL": "<your AILANG_PARSE_MCP_URL>"
      }
    }
  }
}

Replace each placeholder with your own value before saving.

First successful task

After adding the config, ask your client to list this server's tools. A tool list confirms the connection; an empty list or an error means the server did not start or needs credentials.

ALTERNATIVES

When to choose another server

Other servers by sunholo-data

AILANG Docs#2,171

View all sunholo-data servers →

No task-specific alternatives are catalogued for AILANG Parseyet; the list above is its publisher's other servers.

MAINTENANCE AND EVIDENCE

What changed, and when this was checked

First listed: Mar 30, 2026
Latest version published: Nov 5, 2026
Version history: 16 versions tracked (below)
Requirements evidence: MCP Toplist probed the public endpoint on Nov 12, 2026 and could not complete the MCP handshake (jsonrpc error). Requirements remain unverified.
Profile checked: Not yet — purpose, capabilities and requirements above come from registry data only
Ranking data as of: Nov 5, 2026

Registry sightings

Official MCP ↗listed since Apr 25, 2026 · still listed
PulseMCP ↗listed since Jun 4, 2026 · still listed

Do you maintain AILANG Parse? to show as its verified maintainer and add your own summary, sign-in details and links. The rest of this page is read from the registry listings and from MCP Toplist's own connection check.

VERSIONS

Available versions (16)

Version	Published
0.14.1	Nov 5, 2026
0.14.0	Nov 3, 2026
0.13.1	Sep 1, 2026
0.12.0	Aug 14, 2026
0.11.0	Aug 13, 2026
0.10.0	Aug 12, 2026
0.9.0	Aug 11, 2026
0.8.0	May 29, 2026
0.7.1	May 16, 2026
0.7.0	May 16, 2026
0.5.4	Apr 24, 2026
0.5.3	Apr 9, 2026
0.4.5	Apr 8, 2026
0.4.4	Apr 8, 2026
0.4.2	Apr 8, 2026
0.4.1	Apr 8, 2026

STANDING

#4,374of 176,402 active serversTop 5%

Ranks ahead of 172,028 of 176,402 servers on MCP Toplist.

BADGE

Show your rank

Maintain this server? Add the live rank badge to your README — it updates automatically as the leaderboard changes.

Markdown

[![MCP Toplist](https://mcptoplist.com/badge/io.github.sunholo-data%2Fparse.svg)](https://mcptoplist.com/server/io.github.sunholo-data%2Fparse)

HTML

<a href="https://mcptoplist.com/server/io.github.sunholo-data%2Fparse"><img src="https://mcptoplist.com/badge/io.github.sunholo-data%2Fparse.svg" alt="MCP Toplist: Top 5% of 176,402" /></a>

Variants: append ?metric=score or ?metric=stars to the image URL.

FAQ

Frequently asked questions

Who maintains AILANG Parse?: AILANG Parse is maintained by sunholo-data, which publishes 3 MCP servers (22 total versions) tracked on MCP Toplist.
Is AILANG Parse listed on the Official MCP Registry?: Yes — AILANG Parse is listed on the Official MCP Registry, alongside PulseMCP.
How many versions does AILANG Parse have?: MCP Toplist tracks 16 versions of AILANG Parse, most recently published on Nov 5, 2026.
Where can I find the source code for AILANG Parse?: The source code for AILANG Parse is hosted at github.com/sunholo-data/ailang-parse.

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