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Agents51k · #1872

folklore-variant-evidence

Lets your agent check genetic and disease information. It analyzes scientific evidence for specific genetic variants.

What it does

This tool retrieves detailed information about a specific genetic variation. It finds public scientific evidence and reviews literature related to that variation.

When to use it

  • ✓When you have a genetic variation and want to know what science says about it.
  • ✓When searching for studies and public data related to a variation.
  • ✓To get information about the link between a gene and a disease.

Example of what to ask your AI

“Tell me what science knows about the genetic variation rs80357914.”

Want more? Open the sections below.

How to use

The easiest way: copy the message below and paste it into Claude, ChatGPT, Cursor or any AI. It reads the skill and follows the instructions.

Skill link

https://github.com/K-Dense-AI/scientific-agent-skills/blob/main/skills/folklore-variant-evidence/SKILL.md

Ready-to-paste message

Use this skill to help me: https://github.com/K-Dense-AI/scientific-agent-skills/blob/main/skills/folklore-variant-evidence/SKILL.md Read the SKILL.md file at that link and follow its instructions for my task.
How it works

The tool uses a system called Folklore Clinical Variant Interpretation MCP to search for public data. It looks for evidence and scientific articles that mention the variation you provided.

Installation

Easiest way: copy the skill link and paste it into Claude, ChatGPT or Cursor asking it to follow the instructions.

In the terminal (Claude Code, Codex, Cursor), in your project folder:

npx skills add K-Dense-AI/scientific-agent-skills --skill folklore-variant-evidence

Or download just the file:

curl -L https://raw.githubusercontent.com/K-Dense-AI/scientific-agent-skills/main/skills/folklore-variant-evidence/SKILL.md -o SKILL.md
Technical content (original SKILL.md)

Original text by the author, straight from GitHub.

Folklore Variant Evidence

Use Folklore Clinical Variant Interpretation MCP to retrieve structured public variant evidence, automated variant-level ACMG/AMP decision support, provenance, and source-linked literature for professional review. Keep the workflow limited to public identifiers and preserve every explicit outcome state. Adapter 1.5.0 also provides ClinGen Gene-Disease Validity assertions; source coverage is bounded, not every known association.

Folklore Clinical Variant Interpretation MCP is published by Helena Bioinformatics. Its hosted endpoint is:

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

No account or API key is required. The public Apache-2.0 adapter and contract are available at https://github.com/helena-bioinformatics/folklore-mcp.

Minimal connection example

A host without native MCP support can make the same public JSON-RPC call:

curl --silent --show-error --fail-with-body --max-time 60 \
  -X POST https://api.helena.bio/folklore/v1/mcp \
  -H 'Content-Type: application/json' \
  -H 'Accept: application/json, text/event-stream' \
  -H 'MCP-Protocol-Version: 2026-07-28' \
  -H 'Mcp-Method: tools/call' \
  -H 'Mcp-Name: search_variant_evidence' \
  -d '{"jsonrpc":"2.0","id":1,"method":"tools/call","params":{"_meta":{"io.modelcontextprotocol/protocolVersion":"2026-07-28","io.modelcontextprotocol/clientCapabilities":{}},"name":"search_variant_evidence","arguments":{"assembly":"GRCh38","query":"rs80357914"}}}'

The routing headers must match the JSON-RPC method and tool name. A successful HTTP response is not sufficient: inspect JSON-RPC error, then result.structuredContent.adapter_error, then this tool's result.structuredContent.result.status. Other tools use different response shapes; use the contract table.

Inspect the returned outcome before continuing. This example can return ambiguous with multiple candidates: stop and request an unambiguous public variant notation instead of selecting a candidate automatically.

Select the right skill

Use this skill when the task is one public variant to structured Folklore evidence, explicit resolution-state handling, variant-linked literature, or ClinGen gene-to-disease/disease-to-gene assertions.

  • Use database-lookup for broad direct queries across ClinVar, dbSNP, gnomAD, Ensembl VEP, COSMIC, or multiple databases.
  • Use genomic-coordinates first when the assembly, coordinate convention, contig name, or variant representation is uncertain.
  • Do not use this skill for VCF annotation, batch processing, somatic variants, structural variants, polygenic scores, or patient-specific interpretation.

Folklore Clinical Variant Interpretation MCP complements those skills with one source-linked public evidence contract. It does not replace direct database review or qualified clinical judgment.

Enforce the input boundary

Before a variant tool call:

  1. Extract exactly one public variant identifier or notation.
  2. Require GRCh38 and a germline nuclear SNV or simple insertion/deletion shorter than 50 base pairs. An unsupported assembly may be rejected by the input schema before any scientific unsupported status exists.
  3. Remove or refuse patient names, case identifiers, phenotypes, family history, segregation evidence, clinical records, uploaded files, and other private or patient-specific context.
  4. If the task depends on patient context, stop and explain that Folklore Clinical Variant Interpretation MCP does not accept or evaluate it.
  5. Never transform a patient-specific request into a public variant query while implying that the result answers the patient-specific question.

Accepted public variant forms include genomic coordinates, genomic/coding/ protein HGVS, SPDI, rsID, or a canonical_key returned by Folklore Clinical Variant Interpretation MCP.

Verify the live tool catalog

Connect to the hosted endpoint and call tools/list. Verify the available tools instead of relying on model memory. The documented public catalog contains:

  • search_variant_evidence
  • search_variant_literature
  • get_publication_details
  • search_literature_corpus
  • get_gene_disease_associations
  • search_disease_genes

The separate seventh tool support_helena is not scientific evidence; use it only when explicitly requested.

If discovery or a tool call fails, preserve the failure as an availability problem. Do not reinterpret it as lack of scientific evidence.

…

FAQ

Can I submit patient information?

No, this tool only works with public data and cannot process private patient information like names, medical records, or family history.

What types of genetic variations does it accept?

It accepts specific variations like SNVs (single nucleotide substitutions) or small insertions/deletions (less than 50 base pairs) in the human GRCh38 genome.

What does it mean if the tool finds nothing?

If the tool returns 'not_found', it means there is no registered public information about that specific variation in the consulted database, not that no association exists.

Details

Original description by the author

Retrieves ClinGen gene-disease validity assertions for a public gene or disease, and reviews source-linked public evidence and literature for one supported GRCh38 germline nuclear SNV or simple indel through Folklore Clinical Variant Interpretation MCP. Used when a scientific agent must branch deterministically on resolved, ambiguous, not-found, invalid, unsupported, or unavailable variant outcome

repo: K-Dense-AI/scientific-agent-skills

Popularity

GitHub stars
51k
Ranking position
#1872
License
MIT
Updated
10/15/2026

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