🌱 plant-genomics-mcp
48 tools for plant-genomics locus lookup over the Model Context Protocol — 26 single-locus + 1 motif lookup + 1 region query + 1 variant annotator + 1 gene-set enrichment + 1 BLAST search + 12 parallel-batch + 5 cross-source synthesis variants. Free, public sources: Ensembl Plants, Phytozome BioMart, UniProtKB, Europe PMC, QuickGO, Planteome, PlantCyc/PMN, g:Profiler, NCBI BLAST, Gramene, JASPAR, KEGG, STRING-DB, ATTED-II, and BAR (Bio-Analytic Resource for Plant Biology).
📦 Install
pipx install plant-genomics-mcp
claude mcp add plant-genomics --scope local -- plant-genomics-mcp
# GHCR Docker image
docker pull ghcr.io/musharna/plant-genomics-mcp:latest
claude mcp add plant-genomics --scope local -- \
docker run --rm -i ghcr.io/musharna/plant-genomics-mcp:latest
# From source
git clone https://github.com/musharna/plant-genomics-mcp.git
cd plant-genomics-mcp
python -m venv .venv && .venv/bin/pip install -e .
claude mcp add plant-genomics --scope local -- "$(pwd)/.venv/bin/plant-genomics-mcp"
💬 Try it
Once connected, ask Claude a plain-language question — you don't have to name any tool or remember the chain:
"Tell me everything about the Arabidopsis gene AT1G01010 — its function, GO terms, KEGG pathways, protein-interaction partners, and recent papers."
Claude fans out across Ensembl Plants, UniProt, QuickGO, KEGG, STRING-DB,
and Europe PMC in a single turn and hands back one synthesized answer.
Swap in any locus and pass organism= for cross-species — e.g. rice
Os01g0100100 (oryza_sativa) — and it routes to the right backends
automatically.
🛠️ Tools
48 tools across 22 backends — Ensembl Plants, Phytozome BioMart,
UniProtKB, Europe PMC, QuickGO, Planteome, PlantCyc/PMN, g:Profiler,
AlphaFold DB, PDBe, InterPro, JASPAR, PANTHER, OrthoDB, AraGWAS, 1001 Genomes, NCBI BLAST,
Gramene, KEGG, STRING-DB, ATTED-II, BAR.
26 single-locus + 1 motif lookup + 1 region query + 1 variant annotator + 1 gene-set
enrichment + 1 BLAST search + 12 parallel-batch + 5 cross-source synthesis. Most take a
TAIR-style locus (e.g. AT1G01010) plus
optional organism= (slug / scientific name / common name / NCBI taxid
— 12-plant curated coverage matrix at the pgmcp://organisms/coverage
MCP resource). All publish JSON outputSchema and EDAM ontology tags.
| # | Category | Tool | What it does |
|---|---|---|---|
| 1 | Gene metadata (live) | ensembl_plants_lookup_locus |
Fetches gene record from Ensembl Plants REST (any plant species). |
| 2 | Cross-references (live) | get_gene_xrefs |
Fetches cross-DB references (UniProt, NCBI Gene, TAIR, GO, …) from Ensembl. |
| 3 | Gene metadata (live) | phytozome_lookup_locus |
Fetches gene record from Phytozome BioMart (any Phytozome proteome). |
| 4 | Protein (live) | resolve_locus_to_uniprot |
Resolves a locus to its UniProtKB record (Swiss-Prot preferred, TrEMBL OK). |
| 5 | Literature (live) | locus_literature |
Searches Europe PMC for papers mentioning the locus (free, no API key). |
| 6 | GO annotations (live) | locus_go_annotations |
Fetches QuickGO GO annotations (locus → UniProt → QuickGO). |
| 7 | Sequence search (live) | blast_sequence |
NCBI BLAST URLAPI — async Put/Get polling with progress notifications. |
| 8 | Homology (live) | gramene_homologs |
Fetches Gramene v69 homology entries (ortholog / paralog) with gene_tree_id. |
| 9 | Pathways (live) | kegg_pathways |
Fetches KEGG pathway memberships. 7 organisms: Arabidopsis (ath:, native AGI), + rice (osa:), maize (zma:), soybean (gmx:), barley (hvg:), poplar (pop:), brachypodium (bdi:) bridged via Ensembl → Entrez ID. |
| 10 | Interactions (live) | string_interactions |
Fetches STRING-DB first-neighbor interaction partners with per-channel score. |
| 11 | Coexpression (live) | atted_coexpression |
Fetches ATTED-II Ath-u.c4-0 top-N coexpression neighbors with z-scores. |
| 12 | Curator summary (live) | bar_gene_summary |
Fetches BAR ThaleMine + GAIA-aliases curator summary for an Arabidopsis locus. |
| 13 | Expression (live) | bar_efp_expression |
Fetches BAR eFP-Browser expression profile (mean ± SD per tissue) for a locus. |
| 14 | Interactions (live) | bar_aiv_interactions |
Fetches BAR AIV interaction partners (Arabidopsis + rice) with confidence + papers. |
| 15 | Curator summary (live) | tair_locus_info |
Silent upgrade — alias of bar_gene_summary. MCP tool name preserved for clients. |
| 16 | Metabolism (live) | plantcyc_locus_info |
Walks gene → enzyme → reactions → PlantCyc/PMN pathways (free BioCyc web-services API). The metabolic-pathway view KEGG/GO lack; found=false for non-enzymatic genes. 11 species have a PGDB. |
| 17 | Sequence (live) | get_sequence |
Fetches a locus's sequence (genomic / cds / cdna / protein) from Ensembl /sequence/id — the fetch half of lookup → fetch → BLAST; feed sequence to blast_sequence. |
| 18 | Region query (live) | ensembl_region_query |
Lists gene/transcript/cds/exon features overlapping a genomic interval (chr:start-end) via Ensembl /overlap/region — "what's in this QTL interval" without a per-locus lookup. |
| 19 | Enrichment (live) | go_enrichment |
GO + KEGG over-representation for a gene list via g:Profiler g:GOSt — "what is my DE / co-expression set enriched for?" Reports unmapped loci; optional custom background. All 12 organisms. |
| 20 | Plant ontology (live) | locus_plant_ontology |
Plant Ontology (anatomy / dev-stage) + Trait Ontology annotations for a locus via Planteome (Solr) — the plant-specific ontologies GO doesn't cover. by_ontology rollup; taxon-filtered. Strong for 6 species. |
| 21 | Structure (live) | alphafold_structure |
AlphaFold DB predicted 3D model for a locus (locus → UniProt → model): global mean pLDDT, per-band confidence, modelled span, and mmCIF / PDB / PAE URLs. found=false when no model is deposited. All 12 organisms. |
| 22 | Structure (live) | experimental_structures |
PDBe experimentally-solved (X-ray / cryo-EM / NMR) structures for a locus (locus → UniProt): best-first PDB id, chain, method, resolution, coverage, residue span. found=false when none deposited (common for plants). All 12 organisms. |
| 23 | Domains (live) | interpro_domains |
InterPro domain / family architecture (locus → UniProt): each entry's accession, name, type, source_database (Pfam included), integrated InterPro id, and residue spans, plus a count_by_type rollup. All 12 organisms. |
| 24 | TF motifs (live) | tf_binding_motifs |
JASPAR curated TF DNA-binding profiles for a locus (locus → UniProt → symbol search, then UniProt-confirmed): matrix id, TF class/family, assay type (SELEX / ChIP-seq / PBM / DAP-seq), IUPAC consensus, PubMed refs, logo URL. Fuzzy name hits for other genes are quarantined in name_only_matches. Arabidopsis-heavy coverage. |
| 25 | TF motifs (live) | jaspar_motif |
One JASPAR profile by matrix id (e.g. MA0570.1, or MA0570 for the newest version) including the raw position-frequency matrix — the drill-down companion to tf_binding_motifs. |
| 26 | Variation (live) | locus_variants |
Natural (EVA/dbSNP) variants overlapping a locus's genomic span via Ensembl /overlap/region — id, source, consequence class, alleles, clinical significance. variant_count + truncated. All 12 organisms. |
| 27 | Variation (live) | vep_annotate |
Ensembl VEP consequence prediction for a variant (region + allele, not locus) — most-severe consequence + per-transcript SO terms, IMPACT, SIFT/PolyPhen. All 12 organisms. |
| 28 | Orthology (live) | panther_family |
PANTHER protein family + subfamily (id + name), GO terms by aspect, protein class, and pathways. found=false when unclassified. All 12 organisms. |
| 29 | Orthology (live) | orthodb_orthologs |
OrthoDB ortholog group (name, evolutionary rate) + cross-species member genes at the Viridiplantae level. organism_count + truncated. All 12 organisms. |
| 30 | Diversity (live) | aragwas_associations |
AraGWAS genome-wide association hits per locus — score, MAF, SNP effect, phenotype/study. Arabidopsis-only. |
| 31 | Diversity (live) | arabidopsis_natural_variation |
1001 Genomes natural-variation SNP effects across 1135 accessions — chr, position, effect, impact, amino-acid change, transcript + gene span. Arabidopsis-only. |
| 32 | Batch (live) | batch_* (twelve variants) |
Parallel per-locus fanout for tools 1–6, 8–12, 14. Up to 50 loci per call. |
| 33 | Synthesis (live) | *_synth / consensus_homologs (four) |
Compose 2–5 backends in parallel, return a SynthesisEnvelope with per-step status. |
| 34 | Synthesis (live) | gene_report |
One-shot "tell me about this gene" dossier — annotation + xrefs + protein + domains + GO + KEGG + STRING + literature composed into a rendered Markdown result.markdown (+ structured result.sections). |
⚡ Quickstart
After install, the simplest call returns the Ensembl Plants record for
NAC001 — the canonical worked example used throughout examples/:
// arguments
{ "locus": "AT1G01010" }
// result (truncated)
{
"id": "AT1G01010",
"organism": "arabidopsis_thaliana",
"display_name": "NAC001",
"biotype": "protein_coding",
"seq_region_name": "1",
"start": 3631,
"end": 5899,
"strand": 1,
"assembly_name": "TAIR10",
"description": "NAC domain containing protein 1 ..."
}
Cross-species — pass organism=:
{ "locus": "Os01g0100100", "organism": "oryza_sativa" }
In Claude Code, the same prompt fans out across Ensembl, UniProtKB, and Europe PMC in a single turn (animated demo):
Full per-tool walkthroughs (with real upstream-API transcripts) live in
examples/:
| Walkthrough | Coverage |
|---|---|
gene_report_AT1G01010.md |
One-shot Markdown gene dossier — 7 backends composed, with graceful KEGG degradation. |
analyze_locus_AT1G01010.md |
Ensembl → xrefs → UniProt → Europe PMC → QuickGO chain (5 tools). |
find_homologs_AT1G01010_NAC_domain.md |
BLAST + per-hit UniProt enrichment. |
biological_context_AT1G01010.md |
Gramene + KEGG + UniProt + STRING + ATTED-II (5 tools). |
v0.8_synthesis_walkthrough.md |
All 4 v0.8 synthesis tools (*_synth + consensus_homologs) on the same locus. |
cross_organism_walkthrough.md |
v0.9 multi-organism resolver against rice + maize — per-backend routing on PyPI v1.0.4. |
📚 Resources & prompts
Clients discover them via resources/list and prompts/list.
Resources (resources/read):
| URI | What |
|---|---|
pgmcp://cache/stats |
Per-backend TTLCache rollup — {hits, misses, size} for each live backend. |
pgmcp://organisms/phytozome |
Slug → Phytozome organism_id map. |
pgmcp://backends/status |
Per-backend liveness rollup — name, base_url, kind, subscription_gated. |
pgmcp://organisms/coverage |
Markdown table of all 12 supported plants × 9 ID slots (ncbi_taxid / ensembl / phytozome / string / europe_pmc / kegg / atted / gprofiler / plantcyc). |
Prompts (prompts/get):
| Name | Required | Optional | Chains |
|---|---|---|---|
analyze_locus |
locus |
organism (default arabidopsis_thaliana) |
Ensembl → xrefs → UniProt → Europe PMC → QuickGO. |
find_homologs |
sequence |
program (default blastp) |
blast_sequence → per-hit resolve_locus_to_uniprot for UniProt-shaped accessions. |
biological_context |
locus |
top_n (default 10) |
Gramene → KEGG → UniProt → STRING → ATTED-II. |
🔌 Transports
| Transport | How to launch |
|---|---|
| stdio (default) | plant-genomics-mcp (after install) or via Docker above |
| streamable-HTTP | plant-genomics-mcp-http — POST JSON-RPC at http://host:port/mcp |
The HTTP transport is stateless and emits JSON responses by default — the right shape for registry indexers and remote hosting.
Hosted endpoint
A small personal demo runs at:
https://mjarnoldgt76.tail86d19d.ts.net/mcp
Intended for registry indexers, one-off evaluation, and quick interactive testing — not for production workloads. No SLA, no uptime commitment, URL may change without notice (single laptop on a residential connection).
# liveness probe
curl https://mjarnoldgt76.tail86d19d.ts.net/healthz
# {"status":"ok"}
# connect from Claude Code
claude mcp add --transport http plant-genomics-mcp \
https://mjarnoldgt76.tail86d19d.ts.net/mcp
For anything beyond casual evaluation, self-host. The HTTP transport
is the same binary; self-hosting buys deterministic uptime, your own
bearer-token gate (PLANT_GENOMICS_MCP_HTTP_TOKEN), and NCBI BLAST
etiquette under your own contact email.
⚙️ Configuration
Stdio needs no configuration. The two env vars that matter:
| Variable | When | Effect |
|---|---|---|
PLANT_GENOMICS_MCP_HTTP_TOKEN |
HTTP transport only | Bearer token for /mcp; must be ≥32 chars or the HTTP server aborts at startup. Generate openssl rand -hex 32. |
PLANT_GENOMICS_MCP_NCBI_EMAIL |
If you use BLAST | NCBI etiquette contact. Unset → placeholder + per-call warning; NCBI may throttle. |
| Variable | Default | Effect |
|---|---|---|
PLANT_GENOMICS_MCP_HTTP_HOST |
127.0.0.1 |
HTTP bind address. |
PLANT_GENOMICS_MCP_HTTP_PORT |
8765 |
HTTP TCP port. |
PLANT_GENOMICS_MCP_HTTP_MAX_BODY |
2097152 (2 MiB) |
Reject POSTs with Content-Length larger than this. |
PLANT_GENOMICS_MCP_HTTP_STATELESS |
1 |
0 keeps per-client session state (SSE-style). |
PLANT_GENOMICS_MCP_HTTP_JSON |
1 |
0 switches the response shape to streaming SSE events. |
PLANT_GENOMICS_MCP_BLAST_CONCURRENCY |
2 |
Max in-flight BLAST searches per process (NCBI per-IP rate limit). |
PLANT_GENOMICS_MCP_CACHE_TTL |
600 |
Per-backend TTL+LRU cache entry lifetime, in seconds. 200-only. |
PLANT_GENOMICS_MCP_CACHE_SIZE |
256 |
Max entries per backend before LRU eviction. |
PLANT_GENOMICS_MCP_CACHE_DISABLED |
unset | Any non-empty value makes every cache a no-op. |
The cache is process-local — restart the server to drop all entries.
Long-running calls (retry storms, multi-second Phytozome BioMart POSTs)
emit MCP notifications/progress over the active session; clients opt
in via progressToken in the request _meta.
⚠️ Error model
All live tools raise PlantGenomicsError subclasses; the MCP SDK
stringifies them into the wire content with a [ClassName] prefix so
clients can route on failure kind without parsing the message:
| Wire prefix | When |
|---|---|
[NotFoundError] |
404 / empty BioMart row / invalid locus identifier |
[RateLimitError] |
429 retry budget exhausted — back off and retry |
[UpstreamUnavailableError] |
5xx past retry budget — service outage, try a peer backend |
[PlantGenomicsError] |
Other (BioMart Query ERROR: body, unexpected column count, etc.) |
Batch tools return {tool, count, results, errors} where
results[locus] is the same shape as the single-locus tool and
errors[locus] is the same [ClassName] message string. Ensembl's
batch uses the native POST /lookup/id endpoint (one HTTP round-trip);
everything else fans out via asyncio.gather.
🧪 Development
.venv/bin/pip install -e '.[dev]'
.venv/bin/pytest -q # unit tests
PLANT_GENOMICS_MCP_LIVE=1 .venv/bin/pytest -q # adds live network probes
PLANT_GENOMICS_MCP_STDIO_SMOKE=1 .venv/bin/pytest -q # adds stdio smoke
.venv/bin/ruff check .
CI runs the unit suite + the stdio smoke on every push/PR (matrix: Python 3.11, 3.12). The live-network gate is not run in CI to avoid flakes from upstream availability.
Scientific validation / drift detection. scripts/benchmark_annotations.py
drives a curated corpus of canonical loci (27, spanning all 12 organisms)
through every backend + synthesis pipeline and compares results to a frozen
baseline, emitting PASS / DRIFT / FAIL plus cross-source consistency
invariants. It's how upstream data drift is caught. A scheduled GitHub Actions
workflow (.github/workflows/benchmark.yml) runs it weekly and pages on a
confirmed regression. Operator guide: docs/benchmarking.md.
.venv/bin/python scripts/benchmark_annotations.py # full live sweep (~3-5 min)
See CHANGELOG.md for release notes, including the
v0.8 → v0.9 species=/organism_id= → organism= migration and the
v1.0.1 HTTP-token enforcement change.
MCP registry
Listed in the official MCP registry
under the namespace below (ownership-verification token for mcp-publisher):
mcp-name: io.github.musharna/plant-genomics-mcp
License
MIT — see LICENSE. Underlying services (Ensembl Plants,
Phytozome, TAIR, PlantCyc, BAR) have their own terms of use; consult
each before bulk querying.
No comments yet
Be the first to share your take.