protein-mcp-server
Protein structures (PDB, UniProt)
Documentation
@cyanheads/protein-mcp-server
Federated protein structure & annotation across experimental (PDB) and predicted (AlphaFold) models via MCP. STDIO or Streamable HTTP.
Public Hosted Server: https://protein.caseyjhand.com/mcp
Overview
Experimental (PDB) and predicted (AlphaFold) protein structures, federated behind one surface. Search, fetch, align, compare, and annotate structures and their ligands across RCSB, AlphaFold DB, 3D-Beacons, UniProt, InterPro, and Foldseek — all keyless. Runs as a stdio process, a local Streamable HTTP server, or the public hosted endpoint above.
Tools
| Tool | Description |
|---|---|
protein_search_structures | Search experimental and predicted structures by free text, sequence, or organism/method/resolution filters, with optional facet breakdowns. |
protein_get_structure | Fetch metadata and coordinate-file URLs by ID — experimental (PDB), predicted (AlphaFold), or best-available — with batch partial success and optional coordinate inlining. |
protein_find_similar | Find sequence homologs (RCSB mmseqs2) or fold homologs (Foldseek) from a sequence, PDB ID, or UniProt accession. |
protein_track_ligands | Resolve ligand names/formulas to component IDs, find structures containing a ligand, or map binding-site residues. |
protein_compare_structures | Structurally align multiple structures (TM-align / jFATCAT) to a reference or as a full pairwise matrix. |
protein_analyze_collection | Profile the PDB into distributions and trends with server-side facets — counts, histograms, timelines, and cross-tabs. |
protein_get_annotations | Fetch UniProt features and natural variants plus InterPro domain/family memberships with GO terms. |
Resources
| Resource | Description |
|---|---|
pdb://{entry_id} | Experimental structure summary for a PDB entry — title, method, resolution, organism, bound ligands, and per-entity chain IDs in both the author (authAsymIds) and mmCIF label (labelAsymIds) namespaces. |
af://{uniprot} | Predicted-structure summary for a UniProt accession from AlphaFold DB — mean pLDDT, confidence-band fractions, model URLs, and version. |
All resource data is also reachable via tools — pdb://{entry_id} mirrors protein_get_structure for source: experimental, and af://{uniprot} mirrors it for source: predicted. Many MCP clients are tool-only and don't surface resources; the summaries remain reachable through the tools.
Capability reference
protein_search_structures tool
- Free-text, protein-sequence (triggers an mmseqs2 similarity search), and organism / method / resolution filters
content_typescopes the search toexperimental,predicted, orall(default) —allis a genuine union, so computed models appear alongside PDB entries- Every hit names its
source; sequence hits in either universe expose a chainable entryidplus the matched polymerentityId; experimental hits carry title, method, resolution, and organism enrichment, and AlphaFold models their parsed UniProt accession startandlimitpage through ranked results;nextStartis returned while another page remains, and an empty page past the end names the offset innoticerather than reporting no matches- Optional
facetsreturn a method / organism / release-year breakdown alongside the hits — each dimension may be listed once and reports how many matches carry no value for it; a capped dimension is named innotice, withprotein_analyze_collection(largerbucket_limit) as the route to the long tail - Chain hit IDs straight into
protein_get_structure
protein_get_structure tool
source: experimentalbatches PDB entry IDs (also resolving computed-model IDs likeAF_*/MA_*from search, taggedsource: predictedwith their provider);source: predictedtakes UniProt accessions for AlphaFold models with pLDDT/PAE;source: best_availabletakes UniProt accessions and returns the top federated model (highest-resolution experimental if one exists, else the best prediction)- Per-ID partial success — unresolved IDs land in
failed[];requested/processeddisclose IDs dropped beyond the batch cap, and every advisory (cap, failure, overflow) joins into onenotice - Records fetched with
source: experimental, computed models included, also carrypolymerEntities(bothauthAsymIdsandlabelAsymIds),ligands,molecularWeight, andreleaseDate coordinateUrlslists only files that exist: BinaryCIF comes from RCSB's ModelServer, the PDB format is omitted for large mmCIF-only entries, and a computed model's files come from its provider (all three formats from AlphaFold DB, mmCIF from ModelArchive) — an AlphaFold model whose provider lookup fails keeps only its RCSB BinaryCIF, named innoticeinclude_coordsinlines coordinate content, subject to a response budget — an over-budget batch returns a per-structure size outline (re-call withsections: [ids]), and a single oversized file is withheld with a pointer to itscoordinateUrls- Every response carries an
attributionblock naming upstream data licenses and citations
protein_find_similar tool
by: sequenceruns a synchronous RCSB mmseqs2 search;by: structureruns an asynchronous Foldseek search against experimental and predicted databases — query from a raw sequence, a PDB ID, or a UniProt accession- Both modes accept
start/limitand reporttotalCount, echoingstartand returningnextStartwhile another page remains; an empty page past the end names the offset innotice, distinct from a search with no matches - Foldseek targets default to
pdb100+afdb50; override viadatabases(e.g.afdb-swissprot,BFVD) - An async job that exceeds the poll budget returns
status: computingwith aticketId— re-call withticket_idto resume; a completed structure search returns the same ticket so a newstartpages the finished job - Foldseek searches each chain of a multichain structure as its own query: a structure response covers one query (
query, 0-based, default0) and reportsqueryCount, with anoticenaming the other queries; passquerywithticket_idto read another chain's hits from the same job. An out-of-rangequeryis rejected (query_out_of_range), not answered with an empty list - Structure hits are ranked best first by
scoreacross every searched database (hits without a score last, ties by database then target) beforestart/limitpaging - Each mode reads only its own controls (
sequence,max_evalue,min_identityunderby: sequence;ticket_id,databases,queryunderby: structure) — a field the selected mode can't consume is rejected, not ignored - Each hit names the engine and source database it came from
protein_track_ligands tool
mode: find_ligandresolves a name or formula to chemical component IDs with formula, weight, SMILES, and InChIKey — ranked by deposition frequency, most-common match firsttotalCountandcandidatesConsideredreport how many components matched and how many were ranked; a broad name whose matches exceed the candidate pool gets anoticeto narrow the query- A formula-shaped
querymatches on exact composition, spaced (C29 H31 N7 O) or unspaced; anything else (a component ID included) matches on name and synonyms mode: structures_with_ligandreturns PDB entries containing a ligand by exact component ID, withstart/limitpaging andnextStartwhile another page remains; a page past the end names the offset innoticeinstead of reporting no entriesmode: binding_sitereturns the protein residues lining a ligand's pocket in a structure, with contact distances; ligand instances page withstart/limitlikestructures_with_ligand- Pocket residues carry both mmCIF label numbering (
asymId,seqId) and author numbering (authAsymId,authSeqId) — 1IEP's imatinib pocket lists label THR93 as author THR315; the ligand instance reports its own author chain and residue number - Binding sites are experimental-only — computed from deposited coordinates; predicted models carry no bound ligands
protein_compare_structures tool
- Aligns 2 to the configured cap (default 10, max 25) structures per call, via
tm-align,fatcat-rigid, orfatcat-flexible; optional per-structurechainrestricts the alignment to a single mmCIF label chain reference: firstaligns every structure to the first;reference: all_pairscomputes the full pairwise matrix; a structure repeated instructures[]is compared once- Each pair is an independent async job with per-pair partial success — a pair still computing when the poll budget elapses returns
status: computingwith a jobuuid; a failed pair degrades only its own row - Re-call with a matching
{ a, b, uuid }entry inresume[]to poll a computing pair instead of resubmitting; a resumed pair reportsa/bin the order its job was submitted, whatever the currentstructures[]order, and a resume under a differentmethodis rejected - Returns TM-score, RMSD, and aligned-residue count per pair, plus each structure's
modeledResiduesand 0–100coverage, ordered[a, b]; TM-score is normalized bya's length, so the same pair scores differently when reversed
protein_analyze_collection tool
- Group by
method,organism,polymer_type,resolution,release_year, ormolecular_weight - One
group_bydimension for a breakdown, or two distinct dimensions for a cross-tab (the first nests the second); a repeated dimension is rejected intervalsets a histogram bin width (a number, forresolutionormolecular_weight) or date-histogram period (year, the only one RCSB accepts) — applies to whichever requested dimension can consume that type; rejected when neither can- Scope with a free-text
query,organism,method, ormax_resolution;content_typeselects the structure universe bucket_limitcaps buckets per dimension level, not per response — a cross-tab applies it separately to the parent and each nested child, up tobucket_limit × (1 + bucket_limit)buckets;noticenames every capped position andbucketsReturnedgives the realized total- Every dimension reports
missingValueCount— matches carrying no value for that attribute (e.g. aresolutionbreakdown excludes NMR entries; computed models have neithermethodnorresolution)
protein_get_annotations tool
- UniProt features (domains, binding sites, PTMs) and natural variants, plus InterPro domain/family memberships (Pfam, PROSITE, …) with associated GO terms
- Provide a UniProt accession directly, or a PDB ID — resolved via the structure's sequence cross-reference
- A multi-chain PDB entry can map to several accessions; the default is the deterministic lowest-author-chain pick, with alternatives listed under
ambiguity— passchain(an author chain ID) to select a specific one includescopes which classes are fetched (features,domains,variants,all);limitcaps each class independently (1–200, default 50), with a truncated class disclosed innotice- Every response carries an
attributionblock naming the upstream data licenses and citations (see Upstream data licensing)
pdb://{entry_id} resource
- Experimental structure summary as
application/json— title, method, resolution, organism, bound ligands, and per-entity chain IDs in both the author (authAsymIds) and mmCIF label (labelAsymIds) namespaces - Mirrors
protein_get_structureforsource: experimental;entry_idis a PDB entry ID (e.g.4HHB)
af://{uniprot} resource
- Predicted-structure summary as
application/json— mean pLDDT, confidence-band fractions, model URLs (cif/pdb/bcif), and AlphaFold model version uniprotaccepts a UniProt accession or an AlphaFold DB entry ID (e.g.AF-P69905-F1); mirrorsprotein_get_structureforsource: predicted
Features
Built on @cyanheads/mcp-ts-core: stdio and Streamable HTTP transports, pluggable auth (none / jwt / oauth), swappable storage (in-memory, filesystem, Supabase, Cloudflare KV/R2/D1), structured logging with optional OpenTelemetry tracing.
PDB / AlphaFold-specific:
- One federated surface over experimental (PDB) and predicted (AlphaFold / 3D-Beacons) structures — search, fetch, and compare treat both universes the same
- Keyless across every upstream — RCSB, AlphaFold DB, 3D-Beacons, UniProt, InterPro, and Foldseek, no API keys to provision
- Corpus analytics run on RCSB's facet engine — distributions, histograms, and cross-tabs come back as compact bucket counts, not the matching entries
- Async alignment and Foldseek jobs poll within a bounded budget and hand back a job ticket (
ticketId/ per-pairuuid) instead of blocking — re-call withticket_idor aresume[]entry to poll the same job instead of resubmitting
Agent-friendly output:
- Provenance on every response — each hit carries a
source(experimental/predicted), the engine and database that produced it, and effective-query / total-count echoes so agents can reason about coverage - Graceful partial failure — batch fetches and pairwise comparisons return per-item rows (
failed[], per-pairstatus) instead of failing the whole request, each with actionable recovery text - Discriminated output contracts — typed
sourceandstatusunions,computingresults with resume tickets, and budget-overflow outlines let callers branch on data, not string parsing
Getting started
Public Hosted Instance
A public instance is available at https://protein.caseyjhand.com/mcp — no installation required. Point any MCP client at it via Streamable HTTP:
{
"mcpServers": {
"protein": {
"type": "streamable-http",
"url": "https://protein.caseyjhand.com/mcp"
}
}
}
Self-Hosted / Local
Add the following to your MCP client configuration file. No API key is required — every upstream provider is keyless.
{
"mcpServers": {
"protein-mcp-server": {
"type": "stdio",
"command": "bunx",
"args": ["@cyanheads/protein-mcp-server@latest"],
"env": {
"MCP_TRANSPORT_TYPE": "stdio",
"MCP_LOG_LEVEL": "info"
}
}
}
}
Or with npx (no Bun required):
{
"mcpServers": {
"protein-mcp-server": {
"type": "stdio",
"command": "npx",
"args": ["-y", "@cyanheads/protein-mcp-server@latest"],
"env": {
"MCP_TRANSPORT_TYPE": "stdio",
"MCP_LOG_LEVEL": "info"
}
}
}
}
Or with Docker:
{
"mcpServers": {
"protein-mcp-server": {
"type": "stdio",
"command": "docker",
"args": ["run", "-i", "--rm", "-e", "MCP_TRANSPORT_TYPE=stdio", "ghcr.io/cyanheads/protein-mcp-server:latest"]
}
}
}
For Streamable HTTP, set the transport and start the server:
MCP_TRANSPORT_TYPE=http MCP_HTTP_PORT=3010 bun run start:http
# Server listens at http://localhost:3010/mcp
Prerequisites
- Bun v1.4.0 or higher (or Node.js v24+).
- No accounts or API keys — RCSB, AlphaFold DB, 3D-Beacons, UniProt, InterPro, and Foldseek are all public and keyless.
Installation
- Clone the repository:
git clone https://github.com/cyanheads/protein-mcp-server.git
- Navigate into the directory:
cd protein-mcp-server
- Install dependencies:
bun install
Configuration
All upstream providers are keyless, so the server runs out of the box with no configuration. Every variable below is optional.
| Variable | Description | Default |
|---|---|---|
PROTEIN_ASYNC_POLL_TIMEOUT_MS | Max wall-clock to poll an async job (alignment / Foldseek) before returning a computing result. | 30000 |
PROTEIN_MAX_BATCH_IDS | Cap on IDs accepted by protein_get_structure in one batch (1–100). | 25 |
PROTEIN_MAX_COMPARE_STRUCTURES | Cap on structures per protein_compare_structures call (2–25). | 10 |
PROTEIN_FACET_BUCKET_CAP | Default cap on buckets per protein_analyze_collection dimension (1–500). | 50 |
PROTEIN_FANOUT_CONCURRENCY | Max concurrent upstream requests for per-ID / per-pair fan-out (1–16). | 5 |
RCSB_SEARCH_BASE_URL | Base URL for the RCSB Search API v2. | https://search.rcsb.org |
ALPHAFOLD_BASE_URL | Base URL for the AlphaFold Protein Structure Database API. | https://alphafold.ebi.ac.uk |
FOLDSEEK_BASE_URL | Base URL for the Foldseek structural-similarity search service. | https://search.foldseek.com |
MCP_TRANSPORT_TYPE | Transport: stdio or http. | stdio |
MCP_HTTP_PORT | Port for the HTTP server. | 3010 |
MCP_SESSION_MODE | HTTP session mode: stateless, stateful, or auto. The server declares stateless in code; set this to override it. | stateless |
MCP_AUTH_MODE | Auth mode: none, jwt, or oauth. | none |
MCP_LOG_LEVEL | Log level (RFC 5424). | info |
OTEL_ENABLED | Enable OpenTelemetry instrumentation. | false |
See .env.example for the full list of provider base-URL overrides and tuning limits.
Running the server
Local development
-
Build and run:
# One-time build bun run rebuild # Run the built server bun run start:stdio # or bun run start:http -
Run checks and tests:
bun run devcheck # Lint, format, typecheck, security bun run test # Vitest test suite bun run lint:mcp # Validate MCP definitions against spec
Docker
docker build -t protein-mcp-server .
docker run --rm -e MCP_TRANSPORT_TYPE=http -p 3010:3010 protein-mcp-server
The Dockerfile defaults to HTTP transport, stateless session mode, and logs to /var/log/protein-mcp-server. OpenTelemetry peer dependencies are installed by default — build with --build-arg OTEL_ENABLED=false to omit them.
Project structure
| Directory | Purpose |
|---|---|
src/index.ts | createApp() entry point — registers tools/resources and inits the provider services. |
src/config | Server-specific environment variable parsing and validation with Zod. |
src/mcp-server/tools | Tool definitions (*.tool.ts). |
src/mcp-server/resources | Resource definitions (*.resource.ts). |
src/services | Provider service layer — RCSB (search, data, facets), AlphaFold, 3D-Beacons (best-available), UniProt (incl. InterPro/GO), Structural Comparison alignment, Foldseek, and shared HTTP/identifier/concurrency helpers. |
tests/ | Unit and integration tests mirroring src/. |
Development guide
See CLAUDE.md/AGENTS.md for development guidelines and architectural rules. The short version:
- Handlers throw, framework catches — no
try/catchin tool logic - Use
ctx.logfor request-scoped logging,ctx.statefor tenant-scoped storage - Register new tools and resources via the barrels in
src/mcp-server/*/definitions/index.ts - Wrap external API calls: validate raw → normalize to domain type → return output schema; never fabricate missing fields
Upstream data licensing
Structure and annotation data comes from public upstream databases, each under its own license. protein_get_structure and protein_get_annotations carry an attribution block on every response — the license, citation, and homepage for each source that contributed to that specific response — so the attribution obligation travels with the data to downstream consumers rather than living only here. CC BY / CC BY-SA sources require attribution on redistribution; CC0 sources are citation-only (attribution encouraged, not required).
| Source | Contributes to | License |
|---|---|---|
| RCSB PDB | protein_get_structure — experimental records | CC0 1.0 Universal |
| AlphaFold DB | protein_get_structure — predicted models | CC BY 4.0 |
| ModelArchive | protein_get_structure — MA_* computed models | CC BY 4.0 |
| SWISS-MODEL | protein_get_structure — best_available models | CC BY-SA 4.0 |
| BFVD | protein_get_structure — best_available models | CC BY 4.0 |
| UniProt | protein_get_annotations | CC BY 4.0 |
| InterPro | protein_get_annotations — domain/family data | CC0 1.0 Universal |
| GO | protein_get_annotations — GO terms | CC BY 4.0 |
best_available federates predicted models through 3D-Beacons, so the attribution block credits the actual contributing provider (AlphaFold DB, SWISS-MODEL, BFVD, …); a provider without a curated license entry carries a See provider terms fallback pointing back to 3D-Beacons rather than a fabricated license. InterPro's own domain/family classifications are CC0; the GO terms carried alongside them are separately CC BY 4.0, so each is credited independently only when it actually contributes. Full citations for each source travel in the attribution block of the relevant tool responses. This covers upstream data licensing — the server's own code is licensed separately (see License).
Contributing
Issues are welcome. Run checks and tests before submitting:
bun run devcheck
bun run test
License
Apache-2.0 — see LICENSE for details.