cern-opendata-mcp-server
Public Hosted Server: https://cern-opendata.caseyjhand.com/mcp
Overview
Particle-physics data from the CERN Open Data Portal: collision and simulated datasets, analysis software, and documentation from ALICE, ATLAS, CMS, LHCb, and more. Search with live facet counts, open records with license and citation, list data files, assemble a record's analysis environment, and look up CMS good-run lists and trigger paths. Runs as a stdio process, a local Streamable HTTP server, or the public hosted endpoint above.
Tools
Tool | Description |
| Search datasets, software, environments, documentation and supplementary records with exact-vocabulary filters and live facet counts |
| Fetch full metadata for up to 20 records a call by recid, DOI, CMS dataset path or documentation slug, with license and citation |
| Page through a record's file indexes and files: XRootD URIs, HTTPS URLs, sizes, checksums, tape availability |
| Assemble a record's analysis environment: container images, CMSSW release, global tag, linked environment and software records, guide sections |
| Get a CMS validated-run (good-run) list for a dataset, a list or a run period, with luminosity-section ranges |
| Look up CMS High-Level Trigger paths by name or prefix, parsed into run ranges, versions and L1 seeds |
| Decode the vocabulary the other tools accept: experiments, record types, energies, formats, physics categories, LHCb stripping, identifiers, query syntax, licensing, run periods |
Resources
Resource | Description |
| One record's metadata, license and citation, in the |
Tool-only clients get the same data from cern_opendata_get_records.
Agent skill
cern-opendata-guide connects dataset discovery, file indexes, analysis environments, CMS certification and trigger evidence. It covers identifier sources and checks to make before treating a result as complete. The guide ships with plugin installs, npm, Docker and the Claude Desktop bundle. MCP clients can discover it through the Skills extension and its SDK-generated skill resources, alongside the record resource above. No prompts are registered.
Related MCP server: data-gov-il-mcp
Capability reference
cern_opendata_search_records tool
Optional
query(an OpenSearchquery_string, up to 500 characters) plus OR-list filterstype,experiment,category(physics category,Higgs Physics::Standard Model),keywords,collision_energy,collision_type,file_type,availability,collection, and the LHCbmagnet_polarity,stripping_streamandstripping_version, each an array of values;year_from/year_toandmin_events/max_eventsbound the data-taking year and event countsort(bestmatch,mostrecentfor newestdate_publishedfirst,title,title_desc),limit1–50 (default 10; a larger value, up to 10,000, is served at 50 with a notice) andpagefrom 1, counting pages of the limit applied;page × limitpast 10,000 fails aspage_window_exceededCompact
hitswith recids, plus thirteen livefacetsthat each ignore their own filter (typeandcategorywith up to 10 secondary values each, andsubtypes_other_countorsubcategories_other_countwhen the portal cuts that list);applied_filtersechoes what ran, and values outside the verified vocabulary appear underunrecognized_values
cern_opendata_get_records tool
ids: up to 100 recids, DOIs, CMS dataset paths (/Primary/Era/TIER) or documentation slugs, mixed in one array; the first 20 distinct are looked up and the rest returned indeferredEach record carries a
licensewith itsbasis(record,cern_terms_default,not_stated) and, when it has a DOI, a readycitationDocumentation and news bodies come in slices of up to 30,000 characters:
body_offsetwith that one id reads on from thebody_next_offsetthe last slice returnedEach response stays within 64,000 bytes, except that the first record always comes back whole: records past the budget are left out and listed in
deferred, ahead of any ids past the first 20, to pass back asidsRecords also return what they state of a
variablesdictionary (name, type, unit, description), a physicscategory, pile-up (pileup_html, with the pile-up datasets underlinks),keywords, and the LHCbmagnet_polarityandstrippingstream and versionUnresolved identifiers land in
missingwithinterpreted_asand guidance instead of failing the call; file lists come fromcern_opendata_list_files
cern_opendata_list_files tool
recidrequired; withoutindex, returns the record's file indexes and regular files, and with an index key, that index's files, read without the rest of the recordlimit1–500 (default 50; a larger value, up to 10,000, is served at 500 with a notice), continued withnext_cursor; each file carriesxrootd_uri,size_in_bytes,checksumandavailability, anhttps_urlwhen one can be built from its key or EOS path, andkeyorfilenameas the portal states them, and each index auri_list_urllisting every XRootD URI in itFiles marked
on demandsit on tape and must be requested on the record's portal page first; an umbrella record with no files of its own returns its child recids underchildren
cern_opendata_get_analysis_env tool
recidrequired;softwarecarries the record's own container images, CMSSW release, global tag and environment recidenvironment_records(condition, VM, validation) for the record's run periods andexample_softwarethat declares it works with the record, up to 50 between them;guidesquotes the linked section of the first two portal guides, each capped at 12,000 characters, with the[label]: urlreference definitions the quote links through from elsewhere in the guide, and a cut names thecern_opendata_get_recordsbody_offsetthat reads on from itAlways
separately_licensed: true; linked records or guides that can't be read leave anoticeinstead of failing the call
cern_opendata_get_validated_runs tool
Exactly one of
recid(a CMS collision dataset or a validated-run list) orrun_period(Run2012B;2012Balso matches);variantfullormuons_only;run_min/run_max;limit1–2000 (default 200; a larger value, up to 10,000, is served at 2000 with a notice)A dataset
recidbounds the runs to the dataset's first and last listed run, echoed inrun_bounds; when several lists match,matched_listsnames them and no runs are readEach run carries
lumi_sectionsandlumi_ranges;list.https_urldownloads the whole list file. CMS only: other records fail asno_validated_runs
cern_opendata_search_trigger_paths tool
path: an exact name (HLT_IsoMu24,AlCa_EcalPi0) or a prefix with one trailing*(HLT_IsoMu*); a name without theHLT_prefix is matched against record path names in the case given and also searched withHLT_added, and a_v<n>version suffix is dropped; optionalyear,limit1–50 (default 10; a larger value, up to 10,000, is served at 50 with a notice) andpageEach per-year record is parsed into the primary
datasetsits title names,first_seen,last_seen, per-version run ranges with theirl1_seed, and HLT menu record links;parsed: falsemarks a record to read from itsabstract_htmlCMS open data from 2011–2016 only
cern_opendata_list_reference tool
Optional
topic:experiments,record_types,collision_energies,collision_types,file_types,availability,categories,lhcb,identifiers,query_syntax,licensingorrun_periods; omit it for every tableStatic and offline;
categories,lhcbandrun_periodsare dated snapshots, while the search facets andcern_opendata_get_validated_runsread the live portal
cern-opendata://record/{recid} resource
One record by
recid(6004, or a prefixed recid such asatlas-160006; leading zeros ignored) asapplication/json, in thecern_opendata_get_recordsrecord shape: metadata (variable dictionary, physics category, pile-up and LHCb run conditions included), license and citation, without file listsrecidcomes fromcern_opendata_search_records; reads carry a 15-minute public cache hint
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.
CERN Open Data-specific:
Keyless and read-only; it never stages tape files or writes anything
One shared pacer at 50 requests a minute, under the portal's published 60 per client IP, and one 50-second deadline per call across queue wait and retries
Filter values canonicalized against the portal's verified vocabulary (
13 tev→13TeV,lhcb→LHCb,Pb-Pb→PbPb,dataset/collision→Dataset::Collision); unknown values are sent as given and flaggedTape-resident (
ondemand) records are included in every search and lookup, where the portal otherwise drops them silentlyFile manifests, and file indexes read on their own, are cached for 15 minutes, so paging through a record's or an index's files costs one read
Records
cern_opendata_get_recordsand the record resource resolved are cached for 15 minutes (up to 8 MiB), so fetching a budget-deferred record or followingbody_next_offsetcosts no further portal request
Agent-friendly output:
HTML image sources and alt text survive as literal  references within the existing fenced or escaped text rendering; they do not become active image embeds. Original HTML remains available in structuredContent.
Provenance on every response:
portal_urlon each hit and record, alicensewith itsbasis, a DOIcitation, andapplied_filtersoreffectiveQueryechoing what ranGraceful partial results: unresolved ids land under
missingwith guidance, and unreadable linked records or guides incern_opendata_get_analysis_envsurface as anoticerather than a failureDiscriminated outputs:
kind,license.basis,interpreted_as,scope,variant,run_bounds.sourceandparsedlet callers branch on data, not string parsingPortal text kept as data: titles, descriptions, guide sections and file names are fenced or escaped in
content[]and relayed as received (HTML in_htmlfields) instructuredContent
Data and licensing
Portal metadata and datasets are CC0 under the CERN Open Data Terms of Use. Software, container images, documentation and guide code are licensed separately, per record (software is commonly GPL). cern_opendata_get_records reports each record's license and its basis: record when the record states one, cern_terms_default for a dataset that states none (CC0), and not_stated otherwise.
CERN asks reusers to cite each dataset's DOI in applications and publications; cern_opendata_get_records returns a ready citation for every record with a DOI.
This server is an independent project and is not affiliated with or endorsed by CERN.
Known limitations
60 requests a minute per client IP. The portal publishes this limit; the server paces itself to 50 a minute, and a call that cannot start within its deadline fails as
rate_limitedwithretryAfter. A hosted deployment shares one budget across every user behind its egress IP.cern_opendata_get_analysis_envandcern_opendata_get_validated_runscost 2–4 requests each.10,000-result window. Search and trigger-path paging reach only the first 10,000 matches; narrow deeper result sets with filters.
Facet lists are partial. Terms facets return the first 10 values alphabetically (
file_typeup to 100), with the rest counted inother_count, and eachtypeandcategorybucket its first 10 secondary values, with the rest counted insubtypes_other_countorsubcategories_other_count(an unfiltered search hidesSupplementaries::Triggerthis way). These are summed counts of values, not record counts;cern_opendata_list_referencelists every value, and aPrimary::Secondaryfilter'stotalCountcounts its records.Tape-resident files. Files with availability
on demandmust be requested on the record's portal page before download; staging them is a write and out of scope. A record whose availability isondemandlists none of its files through the API, socern_opendata_list_filesreports only the count and size its metadata states.CMS-only run lists and triggers. Trigger records cover 2011–2016, and trigger detail is limited to what each record's abstract states.
cern_opendata_search_trigger_pathsreturns no prescale factors: they are in each HLT menu record's configuration file (itsPrescaleServiceblock, listed bycern_opendata_list_fileswith themenu_recid), and the CMS luminosity records (collectionCMS-Luminosity-Information) log which prescale column applied by run and luminosity section. Muons-only run lists do not exist for Commissioning2010, Run2010B or the 2011 ReReco list.Glossary entries are not served. The portal's glossary links answer 404, so search excludes them.
Getting started
Connect to the hosted instance, no install:
claude mcp add --transport http cern-opendata-mcp-server https://cern-opendata.caseyjhand.com/mcpEvery caller of the hosted instance shares one portal request budget of 50 requests a minute. For sustained use, run your own instance.
Or run it locally:
claude mcp add cern-opendata-mcp-server -- npx -y @cyanheads/cern-opendata-mcp-serverFor other clients, add this to the MCP config file:
{
"mcpServers": {
"cern-opendata-mcp-server": {
"command": "npx",
"args": ["-y", "@cyanheads/cern-opendata-mcp-server"]
}
}
}No API key or account is required. For Docker or a source build, see Running the server.
Configuration
The server has no settings of its own; these framework variables apply.
Variable | Description | Default |
| Transport: |
|
| HTTP server port. |
|
| HTTP server host. |
|
| HTTP session mode: |
|
| Authentication: |
|
| Log level ( |
|
| Directory for log files (Node.js only). |
|
| Enable OpenTelemetry. |
|
See .env.example for the common framework overrides.
Running the server
Local development
Requires Bun v1.4.0 or higher (or Node.js v24+).
git clone https://github.com/cyanheads/cern-opendata-mcp-server.git
cd cern-opendata-mcp-server
bun install
cp .env.example .env
# optional: adjust transport, logging, or telemetry settingsBuild and run the production version:
# One-time build bun run rebuild # Run the built server bun run start:http # or bun run start:stdioRun checks and tests:
bun run devcheck # Lints, formats, type-checks, and more bun run test # Runs the test suite
Streamable HTTP
MCP_TRANSPORT_TYPE=http MCP_HTTP_PORT=3010 bun run start:http
# Server listens at http://localhost:3010/mcpDocker
docker run --rm -p 3010:3010 ghcr.io/cyanheads/cern-opendata-mcp-server:latestThe image defaults to HTTP transport, stateless sessions, and logs to /var/log/cern-opendata-mcp-server. For stdio from an MCP client, use "command": "docker" with "args": ["run", "-i", "--rm", "-e", "MCP_TRANSPORT_TYPE=stdio", "ghcr.io/cyanheads/cern-opendata-mcp-server:latest"]. To build locally, run docker build -t cern-opendata-mcp-server .; OpenTelemetry peers are installed by default, and --build-arg OTEL_ENABLED=false omits them.
Project structure
Directory | Purpose |
|
|
| Tool definitions ( |
| The |
| Record output schema shared by |
| Portal client (pacing, retries, deadline, caches), normalization, vocabulary tables, text rendering, trigger parsing. |
| Unit and tool tests, mirroring the |
| Published |
| Development skills for agents maintaining the server. |
| Tool surface, verified portal behavior, and design decisions. |
Development guide
See CLAUDE.md for development guidelines and architectural rules. The short version:
Handlers throw, framework catches — no
try/catchin tool logicUse
ctx.logfor logging andctx.enrichfor notices and paging contextRegister new tools and resources in the barrels in
src/mcp-server/*/definitions/index.tsWrap external API calls: validate raw → normalize to domain type → return output schema; never fabricate missing fields
Contributing
Issues are welcome. Run checks and tests before submitting:
bun run devcheck
bun run testLicense
This project is licensed under the Apache 2.0 License. See the LICENSE file for details.
Tool Schema Changelog
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
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