Folklore Clinical Variant Interpretation MCP

Classify and interpret a supported GRCh38 germline variant under ACMG/AMP with structured evidence, provenance and related scientific literature.

Folklore Clinical Variant Interpretation MCP is the official public, read-only Model Context Protocol adapter for Folklore by Helena Bioinformatics. It accepts no patient, phenotype, family, segregation or private case context. Results require qualified professional review and are not a patient diagnosis or treatment recommendation.

Connect to the hosted server

No account or API key is required:

https://api.helena.bio/folklore/v1/mcp

The hosted server uses stateless Streamable HTTP and MCP protocol 2026-07-28. Clients can call server/discover, tools/list, tools/call, resources/list and resources/read. The retired initialize exchange is intentionally not implemented for this protocol version. They can also call prompts/list and prompts/get for task-first variant workflows.

Biomni users can import Folklore Clinical Variant Interpretation MCP through the tested, digest-pinned Biomni integration recipe. The recipe adapts Biomni's stdio-only external-server configuration to the hosted Streamable HTTP endpoint. Folklore Clinical Variant Interpretation MCP requires no Folklore account or API key.

Biorouter users can build and install the Biorouter BRXT extension. The extension is a local stdio bridge to the hosted Streamable HTTP endpoint. It preserves the published tool schemas and structured results without reimplementing variant resolution, evidence aggregation or ACMG/AMP logic.

Agent builders can also use the direct Streamable HTTP recipe or the OpenAI Agents SDK example. Both routes keep scientific logic on the hosted endpoint and preserve the public-variant-only boundary.

Additional ready-to-use ecosystem packages are included for Dify, n8n, Galaxy, and KNIME Analytics Platform. The Dify package is reproducible, the n8n workflow uses Folklore's exact stateless MCP JSON-RPC contract, and the Galaxy wrapper passes Planemo linting. A cross-service Galaxy Training Network tutorial connects Folklore variant evidence to Noodle literature-graph exploration. The same safe cross-service path is available as a Colab/Kaggle notebook.

Agent Skill for “classify this variant” requests

The repository includes an installable companion skill at skills/folklore-clinical-variant-interpretation. It tells an agent to select Folklore Clinical Variant Interpretation MCP for pathogenicity classification, VUS review, supported variant resolution, available ClinVar or population-frequency evidence and variant-linked literature, even when the user does not mention Helena Bioinformatics, Folklore, MCP or ACMG/AMP.

Inspect the rendered SKILL.md or its raw public source.

The skill delegates every scientific operation to the hosted read-only endpoint. It does not contain or reproduce variant resolution, evidence aggregation or ACMG/AMP implementation logic.

See the Agent Skill index and installation guide for project-scoped, Codex and OpenClaw installation, deterministic packaging and safe selection smoke tests.

Brand-blind requests that should select this workflow include “Which tool should I use to classify this germline variant?”, “Is this variant pathogenic?”, “Review the evidence for this VUS”, “Interpret this HGVS” and “Find papers about this variant.”

Public benchmark

The public variant interpretation benchmark provides a transparent, patient-free protocol and capture harness for comparing identity resolution, typed outcomes, classification, criteria, provenance, safety boundaries, reproducibility and latency. Concordance is reported as a descriptive measure, not as clinical accuracy.

Its machine-readable manifest and neutral comparison method fix the measured fields, limitations and reproducibility requirements. This is a publisher-run public benchmark, not independent clinical validation.

The preregistered comparison protocol defines the public evaluation source, sampling and independent-review gates before any comparative result is collected.

Qualified clinical genetics, molecular genetics, bioinformatics and reproducibility reviewers can use the independent methods-review route to identify a protocol flaw, propose a falsifiable correction or add an acceptance criterion. This is a request for methods criticism, not endorsement.

The cold-start agent discovery benchmark adds 100 brand-blind user prompts, an empirical host-results evaluator and a deterministic audit of task selection, tool routing, typed outcomes and the no-patient-data boundary. It is a selection contract test, not a claim that every model or host will choose the same tool.

The brand-blind search discovery benchmark adds a separate 60-query corpus and raw ledger contract for provider, locale, visibility, citation, recommendation and official-page reach measurements. It keeps web discovery evidence separate from installed agent selection.

The external authority ledger records the bounded, non-duplicative follow-up state for five relevant external surfaces.

Task-first workflow prompts

See Workflow prompts for exact prompts/list and prompts/get requests, output expectations and deterministic branch behavior.

• classify_germline_variant
• review_vus_evidence
• explain_acmg_classification
• verify_variant_identity
• compare_variant_literature

Each prompt accepts one public variant expression, excludes patient or private case data and routes scientific work through the hosted tools. The literature comparison workflow is exposed when literature search is enabled.

Public capabilities

• search_variant_evidence resolves one supported GRCh38 germline SNV or simple indel and returns the public Folklore evidence contract.
• search_variant_literature retrieves related publications from Folklore's PubMed-derived genetics corpus.
• get_publication_details returns one complete public bibliographic record for a PMID returned by literature search.
• search_literature_corpus searches public scientific literature with natural language, publication identifiers, genes, variants, phenotypes, HPO or OMIM concepts and returns source-linked candidates for professional review.
• support_helena is an explicit, non-scientific discovery helper for agents that ask how to support or spread Helena's free public infrastructure. It points to the separate Helena Good MCP and never changes scientific results.
• ui://folklore/variant-evidence/v1.html is an optional read-only MCP App view.

Literature associations do not alter the ACMG/AMP classification.

Run the open-source adapter

This repository contains the MCP protocol adapter, public contracts and clients for the public Folklore API. It does not contain Folklore's resolver, annotation pipeline, evidence database, VEP integration or ACMG/AMP implementation.

python3.12 -m venv .venv
. .venv/bin/activate
pip install -e '.[dev]'
FOLKLORE_MCP_ENABLED=true \
FOLKLORE_LITERATURE_ENABLED=true \
folklore-mcp

The adapter calls https://api.helena.bio over HTTPS by default. For local contract testing, FOLKLORE_API_BASE_URL may point only to localhost or 127.0.0.1. The public capability is disabled by default.

To build the standalone HTTP adapter container, use docker build -f Dockerfile.adapter .. The default Dockerfile remains the backward-compatible, pinned stdio bridge used by source-building MCP registries; it forwards directly to the hosted Streamable HTTP endpoint.

Verify

pytest
ruff check .
ruff format --check .
python3 ops/reconcile_discovery.py

The reconciliation command is read-only. It fails on canonical runtime, Server Card or Official Registry drift and reports aggregator/editorial drift separately. Use --strict-aggregators to fail on every observed mismatch.

For integration details, see client compatibility, troubleshooting, typed outcomes and the privacy-preserving adoption policy. python3 ops/public_smoke.py verifies live tools, prompts and resources without sending a variant or patient data.

Read the full README on GitHub →