Docs-to-AI (dorianmeric/docs-to-ai) 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.

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C
Limited view
69/100
2 months ago

Docs-to-AI

Enables LLMs to query documents using semantic search, supporting PDFs, Word, Excel, and more. Organizes documents by topics from folder structure and provides advanced search features like phrase matching and date filtering.

→ dorianmeric/docs-to-ai· listed on glama

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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Who stands behind it

dorianmeric

Source: Glama

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Install from

Glama

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// key findings
✅
No credential exfiltration, no sensitive file access, no obfuscation
Static analysis found nothing flowing your secrets to unexpected places.
✅
Open source with a license and README
Anyone can audit the code, the license is declared, and the publisher documents what it does.
🔐
You'll be asked for 1 credential: CHUNK_BY_TOKEN
These are read from process.env at runtime. Make sure you trust where they’ll be sent.
// environment variables
To run this server yourself, you supply these values. They go in your own MCP client configuration and stay on your machine. The secret label means the value is sensitive, not that the server mishandles it.
configDOCS_DIRDocuments directory (default: my-docs, configurable via DOCS_DIR env var)
configCHUNKING_STRATEGYChunking strategy: fixed_size, by_paragraph, semantic_heading, or by_token (default: by_paragraph)
🔐 secretCHUNK_BY_TOKENCHUNK_SIZE - Characters per chunk (or tokens if =true) (default: 1000)
configTOKENIZER_MODELTikToken tokenizer for token chunking (default: cl100k_base)
configPRESERVE_HEADINGSPreserve heading structure in chunks (env var, default: True)
configMAX_HEADING_CHUNK_SIZEMax chars per heading-based chunk (default: 2000)
configDEFAULT_SEARCH_RESULTSDefault number of results (default: 10)
configMAX_SEARCH_RESULTSMaximum allowed results (default: 20)
configUSE_RERANKEREnable re-ranker model for improved results (env var, default: True)
configRERANKER_MODELRe-ranker model name (default: cross-encoder/ms-marco-MiniLM-L-6-v2)
configRERANKER_TOP_NNumber of results to re-rank (default: 50)
configUSE_BM25Enable hybrid search with BM25 (env var, default: False)
configBM25_WEIGHT
configDEFAULT_TOPICDefault topic for uncategorized docs (default: uncategorized)
configCHROMA_COLLECTION_NAMECollection name (default: my-documents)
configFULL_SCAN_ON_BOOTSet to True to scan documents on startup (default: False)
configFOLDER_WATCHER_ACTIVE_ON_BOOTSet to True to start folder watcher on startup (default: True)
configDEBOUNCE_SECONDS
configFULL_SCAN_INTERVAL_DAYS
configMCP_TRANSPORT
configMCP_HOSTexport =0.0.0.0
configMCP_PORTexport =38777
// quality suggestions

Tool 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

8/8 tools missing one or more hints — search_documents (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); list_documents (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); list_topics (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint), +5 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

Only 2/8 tool handlers declare input schemas (25%)

Declare an inputSchema with zod/joi/yup on every tool definition.

Tool handlers catch errors

Only 0/8 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.

Claim the listing to review these findings one by one and send us a correction where you disagree, straight to the team. Claiming also means we tell you when the grade moves, and reach you first if we find anything urgent.

// full audit trail
The findings above are the summary. The full trail, every check we ran, each deduction, the network hosts observed and the dependency advisories, goes to verified publishers, along with an alert whenever a new one lands. Verified publishers can also review each finding and dispute it in one click. Publisher corrections have sharpened several of our checks this month, because the maintainer knows the codebase better than any scanner.
// improvement guidance — verified publishers only
We have 5 concrete improvements we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.
// embed badge in your README
[![M8ven Score](https://m8ven.ai/badge/mcp/dorianmeric-docs-to-ai-0e9bs7)](https://m8ven.ai/mcp/dorianmeric-docs-to-ai-0e9bs7)
Shows your grade and updates automatically. Prefer no grade? Append ?variant=verified to the badge URL.
commit: 153873183b2d9bda16998a1f54bdb2adc06da4c0
code hash: 469d4872dc8c99d8f09255a764496047b1478798cc547c7505f2e2c39959501f
verified: 6/22/2026, 12:26:40 PM
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