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Independent measurements of remote MCP servers. Every observation has a timestamp.

Read-only probes

MCP server · Code & DevOps

io.github.cyanheads/protein-mcp-server

Federated protein structure & annotation across experimental (PDB) and predicted (AlphaFold) models.

Checks passed
14 / 22

0 failed · 8 not measured

Median response
1115 ms

Median of successful probes over 7 days

30-day uptime
Not measured

Share of countable probes over 30 days, including daily rollups. Auth challenges are excluded.

Discovered tools
7

Tool definitions returned by this server

Independent monitoring

Health & checks

Status history

Responded

The server completed its last measured handshake. This is an observation, not a guarantee.

Last checked
Check summary by test group
Test areaPassedFailedUnmeasured
ConnectionCan a client connect and discover tools?
500
Reliability & speedDoes it respond consistently and quickly?
004
Access & authenticationWhat is required to use this server?
102
Tool qualityAre the tool definitions usable by an agent?
400
Publisher identityCan the publisher be traced to its source?
402

Unmeasured means there is not enough evidence to decide. How these checks work

Inspect individual checks 22 recorded

Core

  • Pass
    Reachable

    Latest probe returned HTTP 200 in 1115 ms.

  • Pass
    Valid handshake

    protocolVersion 2025-11-25, serverInfo.name protein-mcp-server.

  • Pass
    Lists tools

    tools/list returned 7 tools.

  • Pass
    Current protocol

    Negotiated 2025-11-25. The bar is 2025-06-18 or newer.

  • Pass
    HTTPS

    The endpoint URL is https.

Performance

  • Not measured
    Fast (p50)

    Median latency 1115 ms over 1 samples in 7 days. The bar is 1000 ms. Need at least 5 samples.

  • Not measured
    Consistent (p95)

    95th percentile 1115 ms over 1 samples in 7 days. The bar is 3000 ms. Need at least 20 samples.

  • Not measured
    Reliable (uptime)

    1 of 1 attempts returned a tool list in 30 days (100%). The bar is 99%. Need at least 30 samples.

  • Not measured
    Stable tool list

    Fewer than two successful probes in 30 days, so tool-list stability is not measured.

Access

  • Pass
    Open access

    tools/list succeeded with no credential, and the record declares none.

  • Not measured
    Standard auth

    Auth is not required, so the OAuth metadata check does not apply.

  • Not measured
    Free tier cited

    No publisher quote has been checked.

Tools

  • Pass
    Tools described

    Every tool description is at least 20 characters.

  • Pass
    Valid input schemas

    Every inputSchema is a JSON Schema object.

  • Pass
    Parameters documented

    56 of 56 parameters have a description (100%). The bar is 80%.

  • Pass
    Safety hints

    Every tool sets readOnlyHint or destructiveHint.

Publisher

  • Pass
    Verified namespace

    Listed in the Official MCP Registry.

  • Not measured
    Website matches publisher

    This namespace is not a reverse domain, so the website comparison does not apply.

  • Pass
    Source repo linked

    A repository URL is on file.

  • Pass
    Repo owner matches

    The GitHub repository owner matches the namespace login.

  • Pass
    Recently updated

    Updated 2026-11-04T03:45:16.073884Z, within 180 days.

  • Not measured
    Open-source licence

    The GitHub licence lookup has not returned an OSI result yet.

Start using io.github.cyanheads/protein-mcp-server

Connect to this server

Choose your client, copy the configuration, then enable the server in your client’s MCP settings.

Run this command in your terminal, then restart Claude Code.

Claude Code

claude mcp add --transport http io-github-cyanheads-protein-mcp-server https://protein.caseyjhand.com/mcp

Capabilities

Tools 7

protein_analyze_collection

Profile the PDB into distributions and trends over an optional scoping query: counts by method, organism, or polymer composition; resolution and molecular-weight histograms; release-year timelines; and multidimensional cross-tabs (e.g. method × release_year). Aggregation runs at RCSB, so the response carries compact counts per bucket rather than the matching entries. Pass one group_by dimension for a single breakdown, or two distinct dimensions for a cross-tab (the first nests the second). bucket_limit caps each dimension level separately rather than the response, so a cross-tab returns up to that many nested buckets under each of its capped parent buckets; bucketsReturned reports the realized total.

Discovered
protein_compare_structures

Structurally align multiple structures (up to the configured batch cap; structures past it are returned in ignored) via the RCSB Structural Comparison service (TM-align / jFATCAT). reference:"first" aligns every structure to the first; reference:"all_pairs" computes the full pairwise matrix. Each pair is an independent async alignment job with per-pair partial success — a pair still computing when the budget elapses returns status "computing" with its job UUID, and a failed pair degrades its row without sinking the others. Re-call with a matching entry in resume[] to poll a computing pair's UUID instead of resubmitting; a resumed pair reports a and b in the order its job was submitted, and a resume under a different method is rejected. Returns TM-score, RMSD, and aligned-residue count per pair, plus each structure's modeled-residue count and alignment coverage. TM-score is length-normalized and can shift sharply between structures that differ only by a terminal residue or two — the greedy superposition can settle into a worse local optimum — so read tmScore alongside rmsd, alignedResidues, modeledResidues and coverage, the columns that make such cases diagnosable.

Discovered
protein_find_similar

Find structurally or evolutionarily related proteins. by:"sequence" runs an RCSB mmseqs2 sequence-similarity search (synchronous; experimental PDB entries only — protein_search_structures with a sequence also reaches computed models) over a sequence — supplied directly, taken from one protein entity of a PDB entry (chain picks it; by default the lowest-numbered protein entity of at least 10 residues; queryEntityId names it), or pulled from a UniProt accession (isoforms included) or entry name (HBA_HUMAN); each hit carries its identity, E-value, bit score, and aligned range. by:"structure" runs a Foldseek fold-similarity search (asynchronous) against experimental and predicted databases, uploading the PDB entry's mmCIF file or the accession's AlphaFold DB model, up to 16,000,000 characters; if the job is still computing when the poll budget elapses, or the call's 50 s budget runs out after Foldseek accepted the job, the response reports status "computing" with a ticket — re-call with ticket_id set to that value to resume the same job instead of resubmitting, and a complete response carries the same ticket so a finished job can be re-paged with a different start. Foldseek searches each chain of a multichain structure as its own query: a response covers one query (query, default 0), reports queryCount, and ranks that query's hits by score across all searched databases. Each mode reads only its own controls: sequence, chain, max_evalue and min_identity belong to by:"sequence"; ticket_id, databases and query belong to by:"structure"; pdb_id, uniprot, start and limit are shared. A field the selected mode cannot consume is rejected rather than silently ignored. A UniProt accession merged into another entry answers for its successor with a notice; a demerged or deleted one fails with its replacements. Output names the engine and database each hit came from; a structure hit also carries its Foldseek target name, and an id only where that name maps to a PDB entry or UniProt accession that protein_get_structure resolves.

Discovered
protein_get_annotations

Sequence and functional annotation for a protein: UniProt positional features (domains, binding and active sites, PTMs including cross-links and lipidation, topology, DNA binding, processing products such as chains and signal peptides, mutagenesis), natural variants, and InterPro domain/family memberships (Pfam, PROSITE, …) with GO terms. Provide a canonical UniProt accession directly, or a PDB ID — it is resolved to its UniProt accession via the structure's sequence cross-reference. A multi-chain PDB entry can map to several accessions; the default pick is deterministic (lowest author chain ID) and the alternatives are listed in "ambiguity" — pass "chain" to select a specific one. An accession UniProt merged into another entry answers for that successor with a notice; a demerged or deleted one fails with its replacement accessions. Use "include" to scope which annotation classes are fetched. Every response carries an "attribution" block with the upstream data licenses and citations.

Discovered
protein_get_structure

Fetch structures with metadata and coordinate-file URLs. source "experimental" takes PDB entry IDs, and also resolves the computed-model IDs protein_search_structures returns (AF_*/MA_*), which come back marked source "predicted" with their modelling provider; "predicted" takes UniProt accessions, isoform accessions (P04637-2), or AlphaFold DB entry IDs (AF-P04637-2-F1) (AlphaFold, with pLDDT/PAE confidence); "best_available" takes the same identifiers, an entry ID reduced to its accession, and returns the top federated model — the PDB entry with the widest UniProt coverage, ties going to the finest resolution (coverage measures the mapped span, so the pick can be an engineered mutant over the wild-type entry), else the model with the highest confidence on the lDDT scale (pLDDT/100 or QMEANDisCo), unscored models last, which can include an experimental model outside the PDB such as a SASBDB fit; best_available records carry coverage and the UniProt span. Under predicted and best_available, a UniProt accession merged into another entry resolves to its successor's model with a notice naming the merge, and a demerged or deleted accession lands in failed[] with its replacements. Records fetched under source "experimental", computed models included, also carry polymer entities with both chain namespaces (labelAsymIds for protein_compare_structures, authAsymIds for protein_get_annotations), bound ligands, molecular weight, and release date. Resolves up to the configured batch cap per call with per-ID partial success: IDs are trimmed and repeats looked up once, missed IDs are listed in failed[] with their reasons, and IDs beyond the cap are listed in ignored, never looked up. Upstream lookups share one time budget per call; under predicted and best_available, an ID not finished within it, or whose upstream lookup failed, lands in failed[] with a reason to re-call it. Set include_coords to inline coordinate text, held to 24000 characters per response on both surfaces: a lone selected file arrives in 24000-character windows, each giving coordinatesNextOffset to pass back as coords_offset; several selected files inline whole when they total 24000 characters or fewer, and otherwise overflow lists each file's length — re-call with sections naming one structure to page through its file. coordinateUrls always link the complete files.

Discovered
protein_search_structures

Search experimental (PDB) and predicted (computed-model) protein structures by free text, protein sequence (triggers an mmseqs2 similarity search), and/or organism, method, resolution, and bound-ligand filters. Returns ranked hits; the experimental page is enriched with title, method, resolution, and source organisms (for a sequence hit, those of the matched entity), and every sequence hit carries its identity, E-value, bit score, and aligned range against the query. Chain hit IDs into protein_get_structure. Optionally returns a facet breakdown (counts by method / organism / release year / …) alongside the hits in the same response. Facets count the filtered result set, so an active organism or method filter also constrains its own facet: the facet lists only the values found in the matching entries (other organisms in the same complexes, other methods deposited with the same entries), never the alternatives the filter excluded. Numeric histogram buckets (resolution, molecular weight) carry explicit rangeFrom/rangeTo bounds so a boundary label is unambiguous.

Discovered
protein_track_ligands

Ligand discovery and binding-site analysis across the PDB. mode "find_ligand" resolves a name or formula to chemical component IDs with metadata (formula, weight, SMILES), ranked by deposition frequency — most-deposited component first, so the top hit is the most common match for the name, not necessarily an exact name-string match. The ranking covers a bounded candidate pool; totalCount and candidatesConsidered report how many components matched and how many were ranked. mode "structures_with_ligand" returns PDB entries holding a bound copy of a ligand (by exact component ID — get the ID from find_ligand first), highest-resolution first, each with its resolution in Å, title, method, and the polymer entities whose chains carry the ligand. This mode and find_ligand's depositionCount count bound copies only: a component present only as a residue inside a polymer chain (e.g. MSE in a selenomethionine protein) or a sugar inside a branched glycan is not counted. mode "binding_site" returns the protein residues lining a ligand's pocket in a given structure, with contact distances, each numbered in both the mmCIF label namespace (asymId, seqId) and the author namespace (authAsymId, authSeqId) used by deposited coordinates and most literature. Binding sites are experimental-only (computed from deposited coordinates; predicted models carry no bound ligands).

Discovered

Recent measurements

Probe history

View status
Latest stored probes. Raw probe rows are kept for 14 days.
CheckedResultResponseTools
Connected1115 ms7