folklore-variant-evidence
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.
Install / Use
npx skills add K-Dense-AI/scientific-agent-skills --skill folklore-variant-evidenceInstalls into whichever agent you are using.
SKILL.md
Installable skill definition
Quality Score
Category
Customer SupportSupported Platforms
Our assessment of folklore-variant-evidence
folklore-variant-evidence scores 98/100 on our quality scale, 19th of 315 Customer Support skills we index (top 7%).
Its SKILL.md is 10 KB long, well organised into 17 sections with 4 code examples: a thorough specification that gives an agent plenty to work with.
With 46,441 GitHub stars, it is one of the more widely adopted skills in the catalogue.
Maintenance, license and trust
- The repository was last updated about 2 months ago, so folklore-variant-evidence is actively maintained.
- Our last check on 2026-09-29 found the source still online.
- It is released under the MIT license, a permissive license that allows use, modification and commercial use with attribution.
- Its trust signals score 100/100, with no cautions. These come from repository metadata, not a code audit — read the skill file before letting an agent act on it.
Safety scan
No issues foundOur scan of the whole file found no instruction hijacking, hidden characters, credential access, data exfiltration or destructive commands. An AI review of the same text found nothing harmful.
AI review by kimi-k2.7-code on 2026-09-25. Automated pattern scan on 2026-09-25. It catches known dangerous patterns, not every risk — read a skill before letting an agent act on it.
folklore-variant-evidence compared with similar skills
All 4 of these similar skills score higher than folklore-variant-evidence; compare them before choosing.
| Skill | Score | Stars | Updated | Format |
|---|---|---|---|---|
| folklore-variant-evidence (this skill)by K-Dense-AI | 98 | 46.4k | 48d ago | SKILL.md |
| Agent-Reachby Panniantong | 100 | 110.3k | 1d ago | CLAUDE.md |
| headroomby headroomlabs-ai | 100 | 79.1k | today | CLAUDE.md |
| CowAgentby zhayujie | 100 | 47.8k | today | CLAUDE.md |
| Scraplingby D4Vinci | 100 | 99.8k | today | MCP Server |
Frequently asked questions
- How do I install folklore-variant-evidence?
- Run
npx skills add K-Dense-AI/scientific-agent-skills --skill folklore-variant-evidence. The install tabs above show the steps for each supported agent. - Which AI agents does folklore-variant-evidence work with?
- It is written for Universal, as a SKILL.md file. Other agents that read the same format can often use it too.
- Is folklore-variant-evidence safe to use?
- Our scan of the whole file found no instruction hijacking, hidden characters, credential access, data exfiltration or destructive commands. An AI review of the same text found nothing harmful. It is MIT-licensed and scores 100/100 on trust signals. Skills are instructions an agent will follow, so read the file before installing it and do not approve commands you do not understand.
- Is folklore-variant-evidence still maintained?
- The repository was last updated about 2 months ago, so folklore-variant-evidence is actively maintained.
Skill content
View source on GitHubname: folklore-variant-evidence description: "Retrieve ClinGen gene-disease validity assertions for a public gene or disease, and review source-linked public evidence and literature for one supported GRCh38 germline nuclear SNV or simple indel through Folklore Clinical Variant Interpretation MCP. Use when a scientific agent must branch deterministically on resolved, ambiguous, not-found, invalid, unsupported, or unavailable variant outcomes; chain a resolved public variant into related literature or publication details; or preserve evidence provenance without accepting patient, phenotype, family, segregation, or private case data." license: MIT compatibility: Requires network access to api.helena.bio (stateless Streamable HTTP MCP, no credentials); works from any MCP-capable host or via JSON-RPC POST with curl. metadata: version: "1.0" skill-author: "Helena Bioinformatics" website: "https://folklore.helena.bio" github: "https://github.com/helena-bioinformatics/folklore-mcp"
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"}}}'
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-lookupfor broad direct queries across ClinVar, dbSNP, gnomAD, Ensembl VEP, COSMIC, or multiple databases. - Use
genomic-coordinatesfirst 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:
- Extract exactly one public variant identifier or notation.
- Require GRCh38 and a germline nuclear SNV or simple indel.
- Remove or refuse patient names, case identifiers, phenotypes, family history, segregation evidence, clinical records, uploaded files, and other private or patient-specific context.
- If the task depends on patient context, stop and explain that Folklore Clinical Variant Interpretation MCP does not accept or evaluate it.
- 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_evidencesearch_variant_literatureget_publication_detailssearch_literature_corpusget_gene_disease_associationssearch_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.
Read the public MCP contract before composing tool calls or interpreting response states.
Retrieve gene-disease assertions
Use get_gene_disease_associations for one exact gene symbol or HGNC identifier, or search_disease_genes for an exact MONDO identifier or public disease-name substring. Both accept limit (default 20, 1–50) and offset (default 0, 0–1000). See the reference for request examples. This is a separate source lookup and requires no variant input or assembly.
Preserve each returned disease identity, inheritance, evidence assessment, source URL, date and snapshot. Do not combine distinct diseases or silently choose among name matches. Gene-disease validity does not classify a particular variant. Empty results mean no matching assertion in the available ClinGen source, not no association. No patient, phenotype, family, segregation, private case data or sequencing files may be sent. Qualified professional review remains required.
Run the variant-evidence workflow
1. Resolve and retrieve evidence
Call search_variant_evidence with:
assembly: GRCh38
query: <one public variant identifier or notation>
Do not add phenotype, disease, patient, family, or treatment context to this call. Preserve the returned contract fields, source links, limitations, and usage boundary.
2. Branch on the returned status
Treat the status as a control-flow value, not prose:
| Status | Required action |
|---|---|
| resolved | Reuse the returned canonical_key; review the structured interpretation, provenance, source links, and limitations. |
| ambiguous | Show the returned candidates and ask for an explicit public variant selection. Never choose a candidate automatically. |
| not_found | Report that no result was found within this service and query scope. Do not claim universal absence. |
| invalid_request | Report the validation problem and request a corrected public variant. Do not silently reinterpret the input. |
| unsupported | State the relevant service boundary and stop. Do not force the query into a supported form. |
| resolution_unavailable | Report a temporary resolution or availability failure. Do not treat it as evidence absence. |
Only a resolved result may proceed automatically into a variant-linked
literature workflow. If a resolved interpretation itself reports unavailable
evidence, preserve that separate limitation.
3. Review the evidence without overclaiming
For a resolved result:
- Present the returned variant identity and
canonical_key. - Preserve the automated variant-level ACMG/AMP decision-support result exactly as returned.
- Cite the returned public sources and provenance.
- Separate returned facts from the agent's synthesis.
- State that qualified professional review is required.
- Do not turn the result into a diagnosis, individual risk estimate, treatment recommendation, or standalone clinical report.
Chain into literature
Variant-linked literature
After a resolved evidence call, pass the returned canonical_key to
search_variant_literature. Keep assembly as GRCh38. An optional question
may narrow the literature focus, but it must remain a public scientific question
and must not contain patient context.
Distinguish each result's match type:
exact_variant: direct match to the resolved variantvariant_alias: match through a reported aliasgene_association: broader gene-level association, not variant-specific proof
Literature associations do not alter the returned ACMG/AMP classification.
Publication details
Call get_publication_details only with a PMID returned by the literature tools.
Preserve PubMed URLs, DOI/PMCID fields when present, retraction status, and the
distinction between gene mentions and variant mentions.
Semantic corpus search
Use search_literature_corpus for a public natural-language scientific question
or for discovery by publication identifier, gene, variant, phenotype, HPO, or
OMIM concept. Treat results as source-linked candidates for professional review.
A zero-result response means no result was returned for that bounded query, not
that no relevant publication exists anywhere.
Do not place patient information into a corpus query, even if the query is not variant-specific.
Report a reproducible result
Include:
- The exact public query and
GRCh38assembly. - The returned status and, if resolved, the
canonical_key. - The structured evidence or literature result without changing its meaning.
- Source links and publication identifiers.
- Match type for literature results.
- Access date and any availability limitation.
- This boundary statement:
This is public, variant-level decision support for qualified professional review. It does not evaluate patient, phenotype, family, segregation, or private case data and is not a diagnosis or treatment recommendation.
Falsifiable smoke test
Use the public rsID rs80357914 to test ambiguity handling:
Call search_variant_evidence with assembly GRCh38 and query rs80357914. If the
result is ambiguous, list the returned candidates and stop for explicit
selection. Do not select a candidate or call downstream literature tools.
The test passes only if an ambiguous response causes the workflow to stop without automatic candidate selection.
Official references
- Integration setup: https://folklore.helena.bio/integrations
- Technical guide: https://folklore.helena.bio/docs/folklore-connector
- Public adapter and contract: https://github.com/helena-bioinformatics/folklore-mcp
- Official MCP Registry identity:
io.github.helena-bioinformatics/folklore
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Languages
Trust signals
From repository metadata: license, adoption, age and documentation. Not a code audit — see the Safety scan above for what the skill file itself contains.
