sniff-mcp

Ask Sniff a natural-language canine-genetics question and get a GROUNDED, CITED answer (or an honest abstain). Covers inherited diseases (OMIA) and their human homologs (the dog<->human disease bridge), breed disease/carrier risk, variant pathogenicity grades (AVCG; Boeykens et al. 2024, curated in OMIA), longevity/life-expectancy (McMillan 2024), temperament (Darwin's Ark/Morrill 2022, with breed-explains-X% caveats), and genetic diversity. The engine answers ONLY from cited Sniff atoms and returns `abstained: true` if it lacks grounded data — it never guesses. Educational, not diagnostic (carrier != affected; advise a vet). Returns {answer, citations:[atom_ids], abstained}. USE THIS for any 'what is X / does breed Y get Z / human equivalent of W' question; use the variant/breed/gene tools for structured lookups by identifier.

{
  "type": "object",
  "properties": {
    "question": {
      "type": "string"
    }
  },
  "required": [
    "question"
  ],
  "additionalProperties": false
}

{
  "type": "object",
  "additionalProperties": true
}

THE INSTRUMENT — ask a free-form CROSS-SPECIES genetics question and get FILTERED, HONEST HINTS (never a confident guess). It compiles your question into a typed query plan over the dog<->human edge-graph, runs it deterministically, and scores each answer PATH by its weakest edge — returning ranked hints with an evidence TIER (fact / computational / inferred) + citations, or an honest ABSTAIN with a demand signal when the graph can't answer. BEST FOR model-discovery / translational traversal: 'which dog breeds or genes model human <disease>', 'what is the dog ortholog of <gene>', 'what dog disease is phenotypically like <human disease>'. Answers are HYPOTHESIS-GENERATING, not clinical claims: a `fact` hint = an OMIA-curated model-of; a `computational` hint = a conserved 1:1 dog ortholog (a candidate — never 'dogs get this disease'); `inferred` = shared cross-species phenotype. Returns {plan (what it asked the graph), hints:[{answer, tier, score, path (the cited edges), weakest_edge, provenance}], abstain, demand_signal}. Set narrate=true for a gated one-line prose summary per hint (faithful-or-honest-template; it can never fabricate). Use `ask` instead for owner-facing breed/disease/carrier questions; use THIS for human-disease -> dog-model cross-species queries.

{
  "type": "object",
  "properties": {
    "question": {
      "type": "string"
    },
    "narrate": {
      "default": false,
      "type": "boolean"
    }
  },
  "required": [
    "question"
  ],
  "additionalProperties": false
}

{
  "type": "object",
  "additionalProperties": true
}

The fused OMIA disease layer as cited atoms. Give a `disease` (name or 'OMIA:001870-9615') for its genes, inheritance, human homolog (OMIM/Mondo bridge), and variant pathogenicity grade (AVCG, ACMG/AMP 5-tier, curated in OMIA) when graded. Or give a `breed` (e.g. 'doberman_pinscher') for the inherited conditions documented in that breed with carrier frequency + confidence tier + grade. Every atom carries its source + atom_id. Educational, not diagnostic.

{
  "type": "object",
  "properties": {
    "disease": {
      "default": "",
      "type": "string"
    },
    "breed": {
      "default": "",
      "type": "string"
    }
  },
  "additionalProperties": false
}

{
  "type": "object",
  "additionalProperties": true
}

THE headline query. Given a CanFam4 position (e.g. '5:56189113'), return the variant's global + popmax frequency, breed-stratified cross-breed frequencies, ESM2/Pangolin/phyloP pathogenicity, gene context, linked diseases (v1.1), provenance, and deep links — in one call. Pass breed_context to also get that breed's AF + rank. cross_breed_full=True returns all 188 breeds (default: top_n).

{
  "type": "object",
  "properties": {
    "position": {
      "type": "string"
    },
    "breed_context": {
      "default": "",
      "type": "string"
    },
    "top_n": {
      "default": 5,
      "type": "integer"
    },
    "cross_breed_full": {
      "default": false,
      "type": "boolean"
    }
  },
  "required": [
    "position"
  ],
  "additionalProperties": false
}

{
  "type": "object",
  "additionalProperties": true
}

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

{
  "type": "object",
  "properties": {
    "position": {
      "type": "string"
    }
  },
  "required": [
    "position"
  ],
  "additionalProperties": false
}

{
  "type": "object",
  "additionalProperties": true
}

Breed-stratified allele frequency. Give a breed (e.g. 'bernese_mountain_dog') plus either a variant position or a gene symbol. Returns AF (+ rank) for the variant, or per-variant AFs in the gene.

{
  "type": "object",
  "properties": {
    "breed": {
      "type": "string"
    },
    "variant": {
      "default": "",
      "type": "string"
    },
    "gene": {
      "default": "",
      "type": "string"
    }
  },
  "required": [
    "breed"
  ],
  "additionalProperties": false
}

{
  "type": "object",
  "additionalProperties": true
}

Variants in a gene (by gene symbol), ranked by impact then ESM2 damage. Paginated (limit, default 25); returns total_variants. Use af_min to filter by global AF.

{
  "type": "object",
  "properties": {
    "gene_symbol": {
      "type": "string"
    },
    "af_min": {
      "default": 0,
      "type": "number"
    },
    "limit": {
      "default": 25,
      "type": "integer"
    }
  },
  "required": [
    "gene_symbol"
  ],
  "additionalProperties": false
}

{
  "type": "object",
  "additionalProperties": true
}

Breed profile: top damaging common variants (ESM2<=-5 & breed AF>=5%), n_dogs, breed group. Descriptive only — not a health ranking.

{
  "type": "object",
  "properties": {
    "breed": {
      "type": "string"
    }
  },
  "required": [
    "breed"
  ],
  "additionalProperties": false
}

{
  "type": "object",
  "additionalProperties": true
}

Filtered discovery over all 9.67M variants. Predicates (combine freely): esm_max (ESM2 LLR <=), phylop_min (phyloP >=), popmax_min (popmax AF >=), gene_in (list of gene symbols), consequence, impact (HIGH/MODERATE/LOW/MODIFIER). Returns total_count + a capped list (max 200). Note: popmax may be in a wild population (dingo/village) — check popmax_breed.

{
  "type": "object",
  "properties": {
    "esm_max": {
      "default": null,
      "type": "number"
    },
    "phylop_min": {
      "default": null,
      "type": "number"
    },
    "popmax_min": {
      "default": null,
      "type": "number"
    },
    "gene_in": {
      "default": null,
      "items": {
        "type": "string"
      },
      "type": "array"
    },
    "consequence": {
      "default": "",
      "type": "string"
    },
    "impact": {
      "default": "",
      "type": "string"
    },
    "limit": {
      "default": 50,
      "type": "integer"
    }
  },
  "additionalProperties": false
}

{
  "type": "object",
  "additionalProperties": true
}

Genetically nearest breeds to the given breed (top-10-PC Euclidean in canine genetic space). Answers 'what breeds are most genetically similar to X?' via the PCA-256 breed co-embedding.

{
  "type": "object",
  "properties": {
    "breed": {
      "type": "string"
    },
    "k": {
      "default": 10,
      "type": "integer"
    }
  },
  "required": [
    "breed"
  ],
  "additionalProperties": false
}

{
  "type": "object",
  "additionalProperties": true
}

Genetic distance between two breeds (top-10-PC Euclidean). Lower = more genetically similar.

{
  "type": "object",
  "properties": {
    "breed_a": {
      "type": "string"
    },
    "breed_b": {
      "type": "string"
    }
  },
  "required": [
    "breed_a",
    "breed_b"
  ],
  "additionalProperties": false
}

{
  "type": "object",
  "additionalProperties": true
}

Faceted hybrid + semantic-ranker search over the whole knowledge base (diseases, breeds, Scout discoveries). Use for fuzzy/thematic intent ('drug sensitivity in herding dogs', 'breeds prone to eye disease', 'genetically diverse breeds'). entity_type filters to 'disease'|'breed'|'discovery'. filters is an OData facet expression for cross-dimension queries, e.g. "breed_group eq 'herding' and cohort_n ge 30" or "diversity_tier eq 'severe_bottleneck'" (facets: type, breed, breed_group, gene, evidence_tier, confidence_tier, diversity_tier, cohort_n). Returns ranked entities with snippets, dimension fields, links.

{
  "type": "object",
  "properties": {
    "query": {
      "type": "string"
    },
    "top_k": {
      "default": 8,
      "type": "integer"
    },
    "entity_type": {
      "default": "",
      "type": "string"
    },
    "filters": {
      "default": "",
      "type": "string"
    }
  },
  "required": [
    "query"
  ],
  "additionalProperties": false
}

{
  "type": "object",
  "additionalProperties": true
}

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. Sourced to OMIA (CC-BY); returns a canonical sniff.world URL. Dog-only. Educational, not diagnostic. For fuzzy candidates use search_diseases.

{
  "type": "object",
  "properties": {
    "disease": {
      "default": "",
      "type": "string"
    }
  },
  "additionalProperties": false
}

{
  "type": "object",
  "additionalProperties": true
}

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). Sourced to OMIA (CC-BY); returns a canonical sniff.world URL. Dog-only. For candidate disambiguation use search_diseases; for a disease's molecular links use disease_links.

{
  "type": "object",
  "properties": {
    "query": {
      "type": "string"
    }
  },
  "required": [
    "query"
  ],
  "additionalProperties": false
}

{
  "type": "object",
  "additionalProperties": true
}

Search the canine disease catalogue by free text -> ranked candidates [{omia_id, disease, url, score}]. Use before disease_lookup when the exact name is unknown. Dog-only.

{
  "type": "object",
  "properties": {
    "query": {
      "type": "string"
    },
    "limit": {
      "default": 10,
      "type": "integer"
    }
  },
  "required": [
    "query"
  ],
  "additionalProperties": false
}

{
  "type": "object",
  "additionalProperties": true
}

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

{
  "type": "object",
  "properties": {},
  "additionalProperties": false
}

{
  "type": "object",
  "additionalProperties": true
}

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

{
  "type": "object",
  "properties": {
    "limit": {
      "default": 50,
      "type": "integer"
    }
  },
  "additionalProperties": false
}

{
  "type": "object",
  "additionalProperties": true
}

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

{
  "type": "object",
  "properties": {},
  "additionalProperties": false
}

{
  "type": "object",
  "additionalProperties": true
}