io.github.deckflow/deckprobe vs AILANG Parse
io.github.deckflow/deckprobe is an MCP server published by deckflow. Marketplaces we read that list it: 1 (Official MCP Registry). AILANG Parse is an MCP server published by sunholo-data. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-14. This pair was picked by a reader, not by our comparison rule, so search engines are asked not to index the page.
Where each is published
| Marketplace |  io.github.deckflow/deckprobe |  AILANG Parse |
|---|---|---|
| Official MCP Registry | Listed Version: 0.1.1 Downloads/month (npm): 177 Downloads/week (npm): 38 Forks (GitHub): 0 Stars (GitHub): 0 Not marked · First seen |
Listed Version: 0.13.1 Downloads/month (npm): 329 Downloads/week (npm): 37 Forks (GitHub): 1 Stars (GitHub): 0 Not marked · First seen |
Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.
The facts side by side
| Fact | io.github.deckflow/deckprobe | AILANG Parse |
|---|---|---|
| Marketplaces that list it | 1 | 1 |
| Stars (GitHub) | 0 | 0 |
| Forks (GitHub) (differs) | 0 (worse) | 1 (better) |
| Last release | Not published | Not published |
| Where it runs (differs) | On your machine (@deckflow/deckprobe-mcp) | Remote server (docparse.ailang.sunholo.com/mcp) |
| Transport (differs) | stdio | Streamable HTTP |
| Tools it declares | Not published | Not published |
| Environment variables it asks for (differs) | 5, secrets among them: 0 | 2, secrets among them: 1 |
| Licence | Not stated | Not stated |
| Repository (differs) | github.com/deckflow/deckprobe-mcp-server | github.com/sunholo-data/ailang-parse |
| Changes in the last 7 days | 0 | 0 |
| First seen | 2026-10-11 | 2026-10-11 |
| Endpoint at the last check (differs) | no remote endpoint we check | Responded 3 h ago |
Lines where the two differ have a tinted background and bold values. Where the data itself says which value is better (more marketplaces, a larger figure of the same marketplace, a fresher release, a verified mark on a marketplace that lists both), the better one is also marked green with ▲ and the worse one red with ▼. Where it runs, the transport, the tools, the settings, hooks, the bundle's parts, the licence and the week's changes are marked only as different: more or fewer is not better in itself.
What each says it does
io.github.deckflow/deckprobe
Inspect PDF, Office, and iWork documents without rendering: counts, metadata, security signals
AILANG Parse
Deterministic DOCX/PPTX/XLSX/PDF parser: track changes, comments, headers, footers, merged cells.
How to run each
io.github.deckflow/deckprobe As a local MCP server: npm package
claude mcp add --transport stdio deckprobe -- npx -y @deckflow/deckprobe-mcpAILANG Parse As a remote MCP server
claude mcp add --transport http parse https://docparse.ailang.sunholo.com/mcp/Requires: DOCPARSE_API_KEY (secret)
Commands built only from what the marketplaces declare; the full set for every client is on each card.
Only AILANG Parse has a remote endpoint we check. How we check endpoints
Tools each declares
Neither one's marketplaces publish a list of tools, so there is nothing to compare.
Settings each asks for
Only io.github.deckflow/deckprobe asks for
DECKPROBE_MCP_BINDECKPROBE_MCP_MAX_BATCHDECKPROBE_MCP_MAX_CONCURRENCYDECKPROBE_MCP_ROOTSDECKPROBE_MCP_TIMEOUT_MS
Only AILANG Parse asks for
AILANG_PARSE_MCP_URLDOCPARSE_API_KEY (secret)
Settings as each marketplace publishes them. Asking for fewer is not better in itself.
What it can do: io.github.deckflow/deckprobe · What it can do: AILANG Parse · Compare two other plugins
Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.