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The dataset generation failed
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 dataset

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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
End of preview.

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 nextCursor and 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: 18,920 alongside totalPages: 5. At its maximum pageSize of 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=200 and pageSize=1000 return zero servers. totalCount also 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: true in totals.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-count and 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 isLatest against 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_endpoint is null for 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-servers is MIT (94k stars). Its entries are included, and every row carries attribution: "curated by punkpeye/awesome-mcp-servers (MIT)" because that licence requires it.
  • modelcontextprotocol/servers reads 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

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

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