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C
Emerging
74/100
5 days ago

yargi-mcp-nvidia-semantic

MCP server for Turkish legal semantic search using NVIDIA nv-embed-v1 embeddings, with rate-limit resilience and query embedding caching for fast RAG responses.

→ muhammedturan65/yargi-mcp-nvidia-semantic· listed on glama

Emerging. No concerning findings. Grades remain capped until the project builds reputation through adoption. Grades reflect the full trust pyramid: code, verification depth, and reputation. New projects cap at C until adoption is earned.

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Who stands behind it

muhammedturan65

Source: Glama

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Install from

Glama

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// key findings
✅
35 tools verified — handlers match their declared behaviour
34 read-only tools verified — handlers contain no write/delete/exec
✅
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 9 credentials: UPSTASH_REDIS_REST_TOKEN, TAVILY_API_KEY, BRAVE_API_TOKEN, NVIDIA_API_KEY, LOCAL_EMBEDDING_API_KEY, LLM_API_KEY, GROQ_API_KEY, OPENROUTER_API_KEY, ORCAROUTER_API_KEY
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.
configBEDESTEN_SEMANTIC_BATCH_SIZE1. Adaptive batch — all_decisions[:100] → all_decisions[:] (varsayılan 30)
configBEDESTEN_SEMANTIC_MAX_RETRIES
configALLOWED_ORIGINS
configUPSTASH_REDIS_REST_URL
🔐 secretUPSTASH_REDIS_REST_TOKEN
configOAUTH_CODE_TTL
configSESSION_TTL
🔐 secretTAVILY_API_KEY
configBEDESTEN_RATE_CAPACITY
configBEDESTEN_RATE_REFILL_S4. Yavaş refill — 3.5s → 4.0s (ekstra güvenlik marjı)
configBEDESTEN_RATE_MAX_WAIT_S3. Toleranslı max_wait — 8s → 60s'e yükseltildi (429 pause'unu atlatır)
configEMSAL_RATE_CAPACITY
configEMSAL_RATE_REFILL_S
configEMSAL_RATE_MAX_WAIT_S
🔐 secretBRAVE_API_TOKEN
configRAG_CACHE_THRESHOLDexport =0.92 # cosine threshold (yüksek = daha sıkı eşleşme)
configRAG_ANSWER_CACHEexport =true # default — açık
configLOG_LEVEL
🔐 secretNVIDIA_API_KEYTüm eski env var'lar destekleniyor: , NVIDIA_LLM_MODEL, vb.
🔐 secretLOCAL_EMBEDDING_API_KEYexport =nvapi-XXXXXXXX
configQA_AUTO_LOAD_CORPORA
configHOST
configRELOAD
configINDEXER_BATCH_SIZENVIDIA'ya bir seferde kaç chunk embed (default: 32)
configINDEXER_TARGET_DOCSHedef belge sayısı (default: 200)
configCHROMA_PERSIST_DIRexport =/path/to/chroma_db
configLLM_PROVIDERexport =groq
🔐 secretLLM_API_KEY
configLLM_BASE_URL
configLLM_MODEL
configNVIDIA_LLM_MODELTüm eski env var'lar destekleniyor: NVIDIA_API_KEY, , vb.
configLLM_TIMEOUT
configNVIDIA_LLM_TIMEOUT90 Saniye
configLLM_TEMPERATURE
configNVIDIA_LLM_TEMPERATURE0.2 Düşük = belirleyici (hukuki için)
configLLM_MAX_TOKENS
configNVIDIA_LLM_MAX_TOKENS1500 Maksimum cevap uzunluğu
configRAG_QUERY_CACHE_LRU_SIZEexport =256 # in-memory LRU max kayıt
configRAG_QUERY_CACHEexport =true # kapatmak için false
🔐 secretGROQ_API_KEYexport =gq_...
configEMBEDDING_PROMPT_STYLEexport =raw
🔐 secretOPENROUTER_API_KEY
🔐 secretORCAROUTER_API_KEY
configEMBEDDING_PROVIDERexport =local
configOPENROUTER_EMBEDDING_MODEL
configOPENROUTER_EMBEDDING_DIMENSION
configORCAROUTER_EMBEDDING_MODEL
configORCAROUTER_EMBEDDING_DIMENSION
configLOCAL_EMBEDDING_BASE_URLexport =https://integrate.api.nvidia.com/v1
configLOCAL_EMBEDDING_MODELexport =nvidia/nv-embed-v1
configLOCAL_EMBEDDING_DIMENSIONexport =4096
configLOCAL_EMBEDDING_INPUT_TYPEYeni env var: (auto off)
configCHROMA_COLLECTIONCollection adı (default: yargi_decisions)
configCHROMA_DISTANCEDistance metric: cosinel2ip (default: cosine)
Deployment configuration, supplied by whoever hosts the server. Users are not asked for these.
deployPORT
// quality suggestions

Tool annotations

34/35 tools have annotations

Add readOnlyHint or destructiveHint annotations to every tool so hosts can warn users before invoking.

All four hints declared on every tool

35/35 tools missing one or more hints — search_yargitay_detailed (missing: destructiveHint); get_yargitay_document_markdown (missing: destructiveHint, openWorldHint); search_danistay_by_keyword (missing: destructiveHint), +32 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 test coverage

Only 3/35 tools referenced in tests (9%)

Write tests that reference each tool by name so every tool has at least one test.

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 3 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/muhammedturan65-yargi-mcp-nvidia-semantic-d4xtyq)](https://m8ven.ai/mcp/muhammedturan65-yargi-mcp-nvidia-semantic-d4xtyq)
Shows your grade and updates automatically. Prefer no grade? Append ?variant=verified to the badge URL.
commit: 2e46faaff599a8ecb6ea1adee948ded82addff7a
code hash: b2df0680716e7f0824d056053cb3fcdee104ebc8677e348e18c787b78813d691
verified: 8/17/2026, 9:25:01 AM
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