Datasets:
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Error code: DatasetGenerationError
Exception: CastError
Message: Couldn't cast
source: string
kind: string
id: string
version: string
is_latest: bool
status: string
exposes_remote_endpoint: bool
package_registries: list<item: string>
child 0, item: string
repo_url: string
graded: bool
measurement: null
what_this_row_is: string
what_it_never_proves: string
sdk: string
likes: int64
registry_verified_flag: bool
registry_use_count: int64
declared_license: string
license_stated: bool
downloads: int64
to
{'source': Value('string'), 'kind': Value('string'), 'id': Value('string'), 'version': Value('string'), 'is_latest': Value('bool'), 'status': Value('string'), 'exposes_remote_endpoint': Value('bool'), 'package_registries': List(Value('string')), 'repo_url': Value('string'), 'graded': Value('bool'), 'measurement': Value('null'), 'what_this_row_is': Value('string'), 'what_it_never_proves': Value('string')}
because column names don't match
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1827, in _prepare_split_single
for key, table in generator:
^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 613, in wrapped
for item in generator(*args, **kwargs):
~~~~~~~~~^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 343, in _generate_tables
self._cast_table(pa_table, json_field_paths=json_field_paths),
~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 132, in _cast_table
pa_table = table_cast(pa_table, self.info.features.arrow_schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2378, in table_cast
return cast_table_to_schema(table, schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2306, in cast_table_to_schema
raise CastError(
...<3 lines>...
)
datasets.table.CastError: Couldn't cast
source: string
kind: string
id: string
version: string
is_latest: bool
status: string
exposes_remote_endpoint: bool
package_registries: list<item: string>
child 0, item: string
repo_url: string
graded: bool
measurement: null
what_this_row_is: string
what_it_never_proves: string
sdk: string
likes: int64
registry_verified_flag: bool
registry_use_count: int64
declared_license: string
license_stated: bool
downloads: int64
to
{'source': Value('string'), 'kind': Value('string'), 'id': Value('string'), 'version': Value('string'), 'is_latest': Value('bool'), 'status': Value('string'), 'exposes_remote_endpoint': Value('bool'), 'package_registries': List(Value('string')), 'repo_url': Value('string'), 'graded': Value('bool'), 'measurement': Value('null'), 'what_this_row_is': Value('string'), 'what_it_never_proves': Value('string')}
because column names don't match
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1369, in compute_config_parquet_and_info_response
parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
~~~~~~~~~~~~~~~~~~~~~~~~~^
builder, max_dataset_size_bytes=max_dataset_size_bytes
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
)
^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1694, in _prepare_split
for job_id, done, content in self._prepare_split_single(
~~~~~~~~~~~~~~~~~~~~~~~~~~^
gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
):
^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1879, in _prepare_split_single
raise DatasetGenerationError("An error occurred while generating the dataset") from e
datasets.exceptions.DatasetGenerationError: An error occurred while generating the datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
source string | kind string | id string | version string | is_latest bool | status string | exposes_remote_endpoint bool | package_registries list | repo_url string | graded bool | measurement null | what_this_row_is string | what_it_never_proves string |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
modelcontextprotocol-registry | mcp-server | ac.inference.sh/mcp | 1.0.0 | false | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ac.inference.sh/mcp | 1.0.1 | false | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ac.inference.sh/mcp | 2.0.0 | false | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ac.inference.sh/mcp | 2.0.1 | true | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ac.snag/snag | 1.0.0 | true | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ac.tandem/docs-mcp | 0.3.0 | false | active | true | [] | https://github.com/frumu-ai/tandem | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ac.tandem/docs-mcp | 0.3.1 | false | active | true | [] | https://github.com/frumu-ai/tandem | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ac.tandem/docs-mcp | 0.3.2 | true | active | true | [] | https://github.com/frumu-ai/tandem | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ad.getle/leads | 1.0.0 | true | active | true | [] | https://github.com/Adgrowofficial/getlead-mcp | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ad.inside/inside-ads | 1.0.0 | true | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ae.brainy/grocery-prices | 1.0.0 | false | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ae.brainy/grocery-prices | 1.1.0 | false | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ae.brainy/grocery-prices | 2.0.0 | true | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ae.datadubai/dubai-real-estate | 1.1.0 | true | active | true | [] | https://github.com/datadubai/dubai-real-estate-dld | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ae.grovisor/grotax | 1.2.0 | false | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ae.grovisor/grotax | 1.3.0 | true | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ae.plantguide/dubai-gardening | 1.0.0 | false | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ae.plantguide/dubai-gardening | 1.1.0 | true | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ae.projectory/mcp | 0.6.0 | true | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ae.propick/propick | 1.0.0 | true | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | africa.ugc/ugc | 1.0.0 | true | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ag.hood/name-service | 0.1.0 | true | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | agency.goji/goji | 1.0.0 | false | active | true | [] | https://github.com/goji-agency/website | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | agency.goji/goji | 1.0.1 | true | active | true | [] | https://github.com/goji-agency/goji-mcp | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | agency.justidea/justidea-agency | 1.0.0 | false | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | agency.justidea/justidea-agency | 1.1.0 | true | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | agency.kesey/pretrip | 1.0.1 | true | active | false | [
"npm"
] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | agency.lona/trading | 2.0.0 | true | active | true | [] | https://github.com/mindsightventures/lona | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | agency.ottobot/business-contact-finder | 0.2.0 | true | active | true | [] | https://github.com/modelcontextprotocol/registry | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | agency.ottobot/contractor-license-changes | 0.1.2 | false | active | true | [] | https://github.com/modelcontextprotocol/registry | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | agency.ottobot/contractor-license-changes | 0.1.3 | true | active | true | [] | https://github.com/modelcontextprotocol/registry | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | agency.ottobot/licensed-house-painters | 0.1.0 | false | active | true | [] | https://github.com/modelcontextprotocol/registry | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | agency.ottobot/licensed-house-painters | 0.1.1 | false | active | true | [] | https://github.com/modelcontextprotocol/registry | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | agency.ottobot/licensed-house-painters | 0.1.2 | true | active | true | [] | https://github.com/modelcontextprotocol/registry | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | agency.thebureauoflostcontext/bureau-public | 3.0.0 | true | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.1325/mcp | 0.1.0 | false | active | true | [] | https://github.com/1325ai/1325ai | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.1325/mcp | 0.1.3 | true | active | true | [] | https://github.com/1325ai/1325ai | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.1clickwebsite/mcp | 1.0.0 | true | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.2kw/mcp-server | 6.3.0 | true | active | false | [
"npm"
] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.69ai/69ai | 1.5.0 | true | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.aard/aard | 0.1.0 | true | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.aarna/atars-mcp | 0.1.0 | true | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.abmeter/abmeter | 0.1.0 | false | active | true | [] | https://github.com/abmeter/abmeter | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.abmeter/abmeter | 0.2.0 | true | active | true | [] | https://github.com/abmeter/abmeter | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.actwise/ideation | 1.0.0 | true | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.adadvisor/mcp-server | 1.0.0 | false | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.adadvisor/mcp-server | 1.0.1 | true | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.adako/ads | 0.2.0 | false | active | true | [] | https://github.com/ruslan2027/adako-mcp | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.adako/ads | 0.2.1 | false | active | true | [] | https://github.com/ruslan2027/adako-mcp | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.adako/ads | 0.3.0 | false | active | true | [] | https://github.com/ruslan2027/adako-mcp | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.adako/ads | 0.3.1 | false | active | true | [] | https://github.com/ruslan2027/adako-mcp | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.adako/ads | 0.3.2 | true | active | true | [] | https://github.com/ruslan2027/adako-mcp | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.adeu/adeu | 1.5.2 | false | active | false | [
"pypi"
] | https://github.com/dealfluence/adeu | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.adeu/adeu | 1.7.1 | true | active | false | [
"npm"
] | https://github.com/dealfluence/adeu | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.adoraads/beauty | 1.0.0 | false | active | true | [] | https://github.com/DIGIBIZ360-COM/adoraads | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.adoraads/beauty | 1.0.1 | true | active | true | [] | https://github.com/DIGIBIZ360-COM/adoraads | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.adplane/google-ads | 1.29.0 | false | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.adplane/google-ads | 1.29.1 | false | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.adplane/google-ads | 1.30.0 | true | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.adrails/adrails | 1.0.0 | false | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.adrails/adrails | 1.0.1 | false | active | true | [] | https://github.com/devthomy/adrails-mcp | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.adrails/adrails | 1.0.2 | true | active | true | [] | https://github.com/devthomy/adrails-mcp | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.adramp/google-ads | 1.0.0 | false | active | true | [] | https://github.com/stylemi-co/adramp | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.adramp/google-ads | 1.0.1 | false | active | true | [] | https://github.com/stylemi-co/adramp | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.adramp/google-ads | 1.0.2 | false | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.adramp/google-ads | 1.0.3 | true | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.adrio/adrio | 1.0.0 | false | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.adrio/adrio | 1.0.1 | true | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.adsap/adsap | 0.73.0 | true | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.adside/adside | 1.0.0 | true | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.adtest/adtest-mcp | 1.1.0 | true | active | false | [
"npm"
] | https://github.com/menaker/adtest-mcp | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.advisorsai/service-navigator | 1.0.0 | false | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.advisorsai/service-navigator | 1.1.0 | true | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.advisorsai/store-readiness | 1.0.0 | false | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.advisorsai/store-readiness | 1.0.5 | false | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.advisorsai/store-readiness | 1.0.6 | true | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.adweave/meta-ads-mcp | 1.0.0 | true | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.aetherwealth/mcp | 0.2.0 | false | active | false | [
"npm"
] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.aetherwealth/mcp | 0.2.11 | false | active | false | [
"npm"
] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.aetherwealth/mcp | 0.2.13 | false | active | false | [
"npm"
] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.aetherwealth/mcp | 0.2.14 | false | active | false | [
"npm"
] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.aetherwealth/mcp | 0.2.15 | false | active | false | [
"npm"
] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.aetherwealth/mcp | 0.2.16 | false | active | false | [
"npm"
] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.aetherwealth/mcp | 0.2.17 | true | active | false | [
"npm"
] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.aetherwealth/mcp | 0.2.2 | false | active | false | [
"npm"
] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.aetherwealth/mcp | 0.2.7 | false | active | false | [
"npm"
] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.aetherwealth/mcp | 0.2.9 | false | active | false | [
"npm"
] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.aeviamodeler/aevia | 1.0.0 | true | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.afg/afg | 0.1.0 | true | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.afmr/discovery | 1.0.0 | false | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.afmr/discovery | 1.0.1 | true | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.agent-bev/bev-door | 0.2.0 | false | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.agent-bev/bev-door | 0.2.1 | false | active | true | [] | https://github.com/agent-bev/bev-door | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.agent-bev/bev-door | 0.2.2 | false | active | true | [
"npm"
] | https://github.com/agent-bev/bev-door | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.agent-bev/bev-door | 0.2.3 | false | active | true | [
"npm"
] | https://github.com/agent-bev/bev-door | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.agent-bev/bev-door | 0.2.4 | false | active | true | [
"npm"
] | https://github.com/agent-bev/bev-door | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.agent-bev/bev-door | 0.2.5 | true | active | true | [
"npm"
] | https://github.com/agent-bev/bev-door | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.agentberg/agentberg | 0.2.0 | true | active | true | [] | https://github.com/Agentberg/agentberg | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.agentdm/agentdm | 1.0.0 | false | active | true | [] | null | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
modelcontextprotocol-registry | mcp-server | ai.agentdm/agentdm | 2.0.0 | true | active | true | [] | https://github.com/agentdmai/agentdm | false | null | an index entry observed in a public registry | quality, safety, fitness or compliance of the server |
Agent Interop Census
A census, not a scoreboard. 144,663 rows indexing what publicly exists in the agent-interoperability ecosystem: MCP servers in the official registry, Hugging Face Spaces, and open-licence repositories on GitHub.
Zero rows carry a measurement. graded: false and measurement: null on every single row.
A grade requires a run against a frozen bank; no run was performed here. Each row states, in
the row itself, what it is (an index entry observed in a public registry) and what it never
proves (quality, safety, fitness or compliance).
The lid
144,663 rows · 136,963 MCP registry entries · 6,652 HF Spaces · 0 graded · not a ranking · not a certification.
What is counted
| source | rows | derived from |
|---|---|---|
| Official MCP registry | 136,963 | registry.modelcontextprotocol.io/v0/servers, cursor-paginated, deduped by (name, version) |
| Hugging Face Spaces | 6,652 | huggingface.co/api/spaces?search=mcp, Link-header paginated to exhaustion |
| mcp.so | 0 | its published sitemap, 19 pages, deduped |
| Smithery | 265 | registry.smithery.ai, capped by the API itself — see limitations |
| awesome-mcp-servers | 0 | punkpeye/awesome-mcp-servers README, MIT — attribution carried on every row |
GitHub topic totals (aggregate counts, not per-repo rows), from search/repositories:
| topic | repos |
|---|---|
mcp-server |
33,575 |
model-context-protocol |
34,264 |
a2a |
1,994 |
x402 |
3,591 |
topic:mcp-server by licence: mit 19,250 · apache-2.0 2,965 · gpl-3.0 388.
Honest limitations
- The MCP registry's cursor pagination intermittently stalls. A probe on 2026-09-05 saw
pages 5 and 6 return an identical
nextCursorand an identical first item. A paginator without loop detection silently re-reads one page and reports an inflated total — this collector does dedup by(name, version)and records why it stopped. Stop reason for this build:cursor exhausted — clean end of registry, after 1370 pages. - Smithery advertises far more than it will serve. Its API declares
totalCount: 18,920alongsidetotalPages: 5. At its maximumpageSizeof 100 that is 500 rows reachable, and those 500 contain only 265 distinct servers because the pages overlap — a ~43x gap between advertised and enumerable.pageSize=200andpageSize=1000return zero servers.totalCountalso drifts between consecutive calls, so it is a live estimate, not a count. This dataset therefore carries 265 Smithery rows, not 18,920, and says so. - This build's registry enumeration is COMPLETE.
mcp_registry_enumeration_complete: trueintotals.json. A partial enumeration is a floor, never a total. - mcp.so rows come from its published sitemap, so a row means a URL was listed for indexing — not that the listing resolves, and not that a server is reachable.
- Hugging Face exposes no
x-total-countand caps pages at 100, so a first page is never a total. Space counts here come from paginating to exhaustion. - A 919-page walk of a live registry is a smear, not a snapshot. Publishers push during
the enumeration. This build counted 40,346 rows flagged
isLatestagainst 40,346 distinct names — the gap is one server that released a new version mid-walk, read as latest on an early page and superseded by a later one. Re-running will not reproduce the same totals to the row, and any collector claiming otherwise is not accounting for this. - A search term is not a taxonomy. HF Spaces rows match the string
mcp; that is a search result, not a verified capability.exposes_remote_endpointisnullfor Spaces because it was not probed. - Registry presence is not reachability. 61,439 registry entries declare a remote endpoint; none was contacted for this census.
Licences, checked rather than assumed
punkpeye/awesome-mcp-serversis MIT (94k stars). Its entries are included, and every row carriesattribution: "curated by punkpeye/awesome-mcp-servers (MIT)"because that licence requires it.modelcontextprotocol/serversreads NOASSERTION on GitHub. That is not missing data: the project is mid-transition from MIT to Apache-2.0, per contribution, with documentation under CC-BY-4.0 and un-relicensed contributions still MIT. Calling it "Apache-2.0" would be wrong, so it is described, not simplified.- Glama is excluded entirely. Its API returns 401 without a key, and its Data Licence requires visible Glama attribution on every page that displays the data. Not collected.
Licence is the thing absorption actually depends on — and most rows do not state one
Of the 411 Hugging Face models matching mcp, only
159 declare a licence and
252 do not — 61% UNSTATED.
Datasets are the other way round: 267 of
372 state one.
That matters more than the row count. "Index every open-licence artefact" sounds like a large population; measured, the majority of the model half cannot be established as open at all. An absent tag is UNSTATED, never "permissive" — and a declared tag is the publisher's own claim, not a legal review. Neither is a grade.
GitHub topics are counts here, not rows — because they cannot be enumerated
topic:mcp-server reports total_count 27,604, and GitHub then says "Only the first 1000
search results are available". Star-bucket slicing does not clear it: stars:0 alone is
11,562. So GitHub appears in this dataset as an aggregate count, never as rows. A number
we can derive is not a population we can enumerate, and printing 27,604 rows we never saw would
be the same defect as Smithery's 11,664.
Reachability measurement
Not run in this build. reachability_observation is null; the census contains no endpoint
liveness claim. Registry presence remains distinct from reachability and conformance.
Who publishes this
Council of AI (CSOAI Ltd, UK Companies House 16939677) — a measurement body. We measure. We never certify. No row here is an endorsement, and nothing in this dataset writes the public GSPC board.
Live board at the time of this build: 23 axes · 23 measured ·
0 unmeasured (csoai.gspc-axes/0.5) —
re-fetch it, do not quote this line:
curl -s https://councilof.ai/api/gspc | python3 -c "import json,sys;print(json.load(sys.stdin)['totals'])"
The live MCP endpoint carries ? tools over HTTP.
Verify
- Board: https://councilof.ai/api/gspc
- Public root: https://councilof.ai/root.json
- Verify a card: https://councilof.ai/gspc-verify
- Corrections ledger: https://councilof.ai/api/corrections
- Org index: https://huggingface.co/csoai
manifest.json carries a sha256 for every file in this repo; totals.json carries every
figure above, derived at build time.
Citation
@dataset{csoai_agent_interop_census_2026,
title = {Agent Interop Census: MCP servers, Hugging Face Spaces, and open-licence repositories},
author = {{Council of AI}},
year = {2026},
publisher = {Hugging Face},
url = {https://huggingface.co/datasets/csoai/agent-interop-census},
note = {Census only; zero rows carry a measurement. CC-BY-4.0.}
}
Attribute as: Council of AI, CSOAI Ltd 16939677, councilof.ai. Licensed CC-BY-4.0.
Built 2026-10-07T12:46:41Z.
Objections, contact and corrections
To object to a row, ask for a re-check, request a correction or ask for a record to be withdrawn, email nicholas@csoai.org or use the appeals and dispute route at https://councilof.ai/dispute/. Corrections are listed in the corrections ledger at https://councilof.ai/api/corrections, with what changed and when. CSOAI Ltd (company no. 16939677, England and Wales) is the accountable publisher.
How to cite
CSOAI Ltd (Council of AI). Agent Interop Census — MCP servers, HF Spaces, and open-licence repos. 2026. Hugging Face dataset csoai/agent-interop-census. https://huggingface.co/datasets/csoai/agent-interop-census
@misc{csoai_agent_interop_census,
title = {Agent Interop Census — MCP servers, HF Spaces, and open-licence repos},
author = {{CSOAI Ltd}},
year = {2026},
howpublished = {Hugging Face dataset, https://huggingface.co/datasets/csoai/agent-interop-census},
note = {Corrections: https://councilof.ai/api/corrections}
}
Licence: CC-BY-4.0. Attribute Council of AI, CSOAI Ltd (16939677), https://councilof.ai.
Corrections and verification
- Corrections ledger (signed): https://councilof.ai/api/corrections. Corrections to CSOAI's published records are logged there with what changed and when.
- Verify a signed record yourself, free and without an account: https://councilof.ai/gspc-verify/ (step by step: https://councilof.ai/signed/HOW-TO-VERIFY.md).
- Conformance kit for signed-receipts/v1, with test vectors for implementers: https://councilof.ai/spec/signed-receipts/v1/conformance/
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