kaggle-mcp (parkseokjune/kaggle-mcp) is an MCP server listed on the M8ven Trust Index. It scores 36 out of 100, grade F. It declares 41 tools. No publisher has claimed this listing.
A safety-first MCP server that connects Claude to Kaggle, enabling competition management, dataset analysis, submission tracking, and kernel execution with built-in safeguards against destructive actions and prompt injection.
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parkseokjune
Source: Glama
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Install from
The grade above is for the source repository. Registries can serve a different version, so we mark the ones we were not able to read.
KAGGLE_CONFIG_DIRXDG_CONFIG_HOMEKAGGLE_USERNAMEexport =your_userKAGGLE_KEYexport =your_40_char_keyKAGGLE_API_TOKENKAGGLE_MCP_SUBMISSION_CAP5 Per-competition daily submission budgetKAGGLE_MCP_ENABLE_DESTRUCTIVE0 Exposes kaggle_delete_dataset / kaggle_delete_modelKAGGLE_MCP_ENABLE_PUBLISH0 Allows creating public datasetsKAGGLE_MCP_WORKDIRKAGGLE_MCP_TRANSPORTTool annotations
No tools have read-only/destructive annotations
Add readOnlyHint or destructiveHint annotations to every tool so hosts can warn users before invoking.
All four hints declared on every tool
41/41 tools missing one or more hints — kaggle_whoami (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); kaggle_status (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); kaggle_audit_log (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint), +38 more. OpenAI's directory rejects tools where any of the four hints are missing or non-boolean.
For every tool, set all four hints (readOnlyHint, destructiveHint, idempotentHint, openWorldHint) to explicit true/false values that match the handler’s actual behaviour.
Destructive tools are labelled
7 tools perform destructive updates without destructiveHint — kaggle_download_competition_files deletes at line 230 (z.unlink()); kaggle_eda_competition deletes at line 251 (z.unlink()); kaggle_competition_kickoff deletes at line 317 (z.unlink())
Add destructiveHint:true to any tool whose handler calls .delete(), .upsert(), .update(), unlink, rm, DELETE, DROP, REPLACE INTO, or any operation that overwrites existing data.
Descriptions match behaviour
2 tools describe read intent but their handlers mutate — kaggle_eda_competition (line 251: z.unlink()); kaggle_eda_dataset (line 97: z.unlink())
Rename the tool, rewrite the description, or move the side-effect into a separate clearly-named tool.
Tool inputs are validated
39/41 tool handlers declare input schemas (95%)
Declare an inputSchema with zod/joi/yup on every tool definition.
Tool handlers catch errors
35/41 tool handlers wrap calls in try/catch (85%)
Wrap each tool handler body in try/catch and return a structured error response.
Tests exist
No test files found
Add tests that exercise each declared tool.
Tool description accuracy
3 tools have description/behavior mismatches: kaggle_eda_competition: description implies read-only but handler writes/deletes/executes; kaggle_eda_dataset: description implies read-only but handler writes/deletes/executes; kaggle_dataset_preview: description implies read-only but handler writes/deletes/executes
Update tool descriptions to accurately reflect all capabilities — especially write, delete, or execute operations.
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