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AI & Machine Learning

sniff.world

Provides grounded, cited answers to natural-language questions about canine genetics using databases and variant lookup tools.

1 endpoint18 known toolsFirst detected July 6, 2026Last detected July 25, 2026

ENDPOINT 1

https://mcp.sniff.world/mcp

No auth detected

MCP server metadata

Name
Sniff
Version
3.4.2
Capabilities
experimentalloggingprompts.listChangedresources.listChangedtools.listChangedextensions.io.modelcontextprotocol/ui
Server instructions

Sniff MCP — agent-callable canine genomics over the Sniff Atlas (open, CC-BY-4.0). Covers 9,667,790 common (MAF>=1%, incl ~3M at 1-5%) canine coding variants across 188 dog breeds on the CanFam4 assembly, with breed-stratified allele frequencies, calibrated ESM2 pathogenicity (AUC 0.935 vs OMIA), Pangolin splice, and Zoonomia phyloP conservation. IDENTIFIERS: positions are CanFam4 'chrom:pos' (e.g. '5:56189113' or 'CANFAM4:5:56189113' or 'chr5:56189113'). Assembly defaults to canfam4. START: for a natural-language question ('what is X', 'does breed Y get Z', 'human equivalent of W'), call `ask` — it returns a GROUNDED, CITED answer (or an honest abstain) over the fused knowledge layer (OMIA inherited diseases + dog<->human homolog bridge, AVCG variant pathogenicity grades, carrier risk, longevity, temperament, diversity). For the documented-disease atoms of a breed or disease, call `disease_bridge`. For a single variant, `ask_variant_context` returns frequency + pathogenicity + gene + cross-breed + provenance in one call. Use `variant_search` for filtered discovery, `gene_summary`/`breed_summary` for rollups, `metadata`/`breeds_in_atlas` for discovery. SAMPLE-SIZE CONFIDENCE: breed-level responses carry n_dogs, an af_ci95 (Wilson interval), and a confidence grade (high/moderate/low/very_low). The atlas is sample-skewed (median ~22 dogs/breed); an af of 0 in a 12-dog breed is NOT 'absent' (its CI may reach 0.10+). ALWAYS weight by confidence — do not report a frequency, a popmax, or a 'breed with the most/least X' claim without its n_dogs/CI. RIGOR CONTRACT: every response carries a provenance block (data DOI, evidence grade, citation). Pathogenicity outputs ALWAYS include predicted_disease_relevance='UNPROVEN' — these are computational predictions, NOT clinical diagnoses, and the resource is common-variant only (MAF>=1%). The OMIA disease layer + grounded `ask` are LIVE (cite-or-abstain; carrier != affected; educational, not diagnostic). Always surface the citation and the UNPROVEN caveat to the user.

Known tools 18

ask

Ask Sniff a natural-language canine-genetics question and get a GROUNDED, CITED answer (or an honest abstain).

Inferred read-only
ask_the_graph

THE INSTRUMENT — ask a free-form CROSS-SPECIES genetics question and get FILTERED, HONEST HINTS (never a confident guess).

Inferred read-only
disease_bridge

The fused OMIA disease layer as cited atoms.

Inferred read-only
ask_variant_context

THE headline query.

Inferred read-only
variant_lookup

Single-variant lookup by CanFam4 position: ref/alt, global + popmax AF, consequence, gene, ESM2/Pangolin/phyloP, deleteriousness tier, canonical URL, provenance.

Inferred read-only
breed_variant_frequency

Breed-stratified allele frequency.

Inferred read-only
gene_summary

Variants in a gene (by gene symbol), ranked by impact then ESM2 damage.

Inferred read-only
breed_summary

Breed profile: top damaging common variants (ESM2<=-5 & breed AF>=5%), n_dogs, breed group.

Inferred read-only
variant_search

Filtered discovery over all 9.

Inferred read-only
nearest_breeds

Genetically nearest breeds to the given breed (top-10-PC Euclidean in canine genetic space).

Inferred read-only
breed_similarity

Genetic distance between two breeds (top-10-PC Euclidean).

Inferred read-only
semantic_search

Faceted hybrid + semantic-ranker search over the whole knowledge base (diseases, breeds, Scout discoveries).

Inferred read-only
disease_links

A canine inherited disease (name or OMIA id) -> its governed OMIA clinical record: mode of inheritance, causal gene(s), curated description (summary / clinical features / molecular genetics / pathology / prevalence), clinical signs as HP/MP phenotype terms (-> Monarch), the human OMIM analog + Mondo id, and the evidence base (peer-reviewed reference count + landmark study) -- plus molecular links (variants/breeds) when the KG carries them.

Inferred read-only
disease_lookup

Look up a canine inherited disease by name or OMIA id -> its governed OMIA clinical record (inheritance, causal gene(s), curated description, clinical signs, human OMIM analog + Mondo id, evidence base).

Inferred read-only
search_diseases

Search the canine disease catalogue by free text -> ranked candidates [{omia_id, disease, url, score}].

Inferred read-only
breeds_in_atlas

List all 188 breeds with breed-stratified frequencies in the atlas.

Inferred read-only
genes_indexed

Top genes by number of variants in the atlas (discovery aid).

Inferred read-only
metadata

Atlas metadata: release, DOI, assembly, variant/breed counts, scope banner, and the RPC catalog.

Inferred read-only

CONNECT WITH APPROVAL

Client installation

Review this server and its permissions before adding it. Secret placeholders must be set locally.

Codex

~/.codex/config.toml

[mcp_servers.sniff]
url = "https://mcp.sniff.world/mcp"
enabled = true
Claude Code

.mcp.json

{
  "mcpServers": {
    "sniff": {
      "type": "http",
      "url": "https://mcp.sniff.world/mcp"
    }
  }
}
Claude Desktop

Settings → Connectors → Add custom connector

Name: sniff
Remote MCP URL: https://mcp.sniff.world/mcp

Add this remote URL as a custom connector in Claude Desktop. Availability depends on the user plan and workspace policy.

Cursor

.cursor/mcp.json

{
  "mcpServers": {
    "sniff": {
      "url": "https://mcp.sniff.world/mcp"
    }
  }
}
Visual Studio Code

.vscode/mcp.json

Add to Visual Studio Code
{
  "servers": {
    "sniff": {
      "type": "http",
      "url": "https://mcp.sniff.world/mcp"
    }
  }
}
Generic MCP

Client-specific MCP configuration

{
  "name": "sniff",
  "transport": "streamable-http",
  "url": "https://mcp.sniff.world/mcp"
}
MCP Inspector

Run the official MCP Inspector locally and enter the indexed Streamable HTTP endpoint.

TRUST AND VERIFICATION EVIDENCE

Loading Trust v2 evidence…

Checking the associated registrable domain. The BuiltWith key remains server-side.

Indexed

Evidence is source-attributed and does not guarantee that a third-party server is safe. Risk labels are conservative metadata heuristics.