ask-cooter (smallaxeit/ask_cooter) is an MCP server listed on the M8ven Trust Index. M8ven has not graded it: we have no way to read this server ourselves. No publisher has claimed this listing.
MCP server that turns any scanned or digital PDF into a private knowledge expert, letting you ask questions and get cited answers with page-level sources. Provides tools for semantic search, page retrieval, torque spec lookup, and section navigation.
Limited view. Automated analysis covers part of this stack. Findings reflect what we verified. Grades reflect the full trust pyramid: code, verification depth, and reputation. New projects cap at C until adoption is earned.
Limited view: static analysis for Python is partially covered.
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smallaxeit
Source: Glama
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ANTHROPIC_API_KEYAPI keys: (vision extraction) and VOYAGE_API_KEYVOYAGE_API_KEYAPI keys: ANTHROPIC_API_KEY (vision extraction) andPDF_PATHthat manual; nothing in the pipeline is motorcycle-specific: set to anyIMAGE_DIREXTRACT_MODELVision extraction Anthropic Messages API, claude-opus-5 (default) structured JSON output; swappable to claude-sonnet-5 for a cheaper bulk runANSWER_MODELand the keys from .env. Bind elsewhere with --host / --port.VOYAGE_MODELmatch EMBED_DIM and the Voyage model's native dimension. ChangingEMBED_DIMmatch and the Voyage model's native dimension. Changing VOYAGE_MODELSEARCH_LIMITTool 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
5/5 tools missing one or more hints — search_manual (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); ask (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); get_page (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint), +2 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.
Tool inputs are validated
4/5 tool handlers declare input schemas (80%)
Declare an inputSchema with zod/joi/yup on every tool definition.
Tool handlers catch errors
Only 0/5 tool handlers wrap calls in try/catch (0%)
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.
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