Atlas entry

`entityenricher.ai`

73 capabilities over MCP. The inventory is incomplete. First atlas observation.

Observed 8 Nov 2026, 14:59 UTC · passive: no tools called, no credentials sent · sha256:bae700…64ce

73 capabilities, 62 of them tools. 17 only read. 19 change records, and 7 of those delete or cancel. 26 have no reading.

AI reading, beta. side-effects v1 on claude-haiku-5.5, calibrated on MCP (golden-3). Only readings above a measured precision count. Counts are tools, not calls: no tool was called.

AI readings summary · beta

The service lists 62 tools, and 34 have AI readings.

7 tools are read as deleting or cancelling records, including delete_attachment, cancel_job and delete_schema.

5 tools are read as changing records, including add_schema_property, update_schema and update_benchmark_scenario.

6 tools are read as creating records, including start_batch_enrichment, save_schema and upload_attachment.

Written by code from the AI readings on this page: it groups them and says nothing they do not.

What an agent can do here

AI readings, beta · Readings on 36 of 62 MCP tools. 7 read as deleting or cancelling.

Moves money
0
No tool read this way.
Deletes or cancels records
7 tools
- delete_attachment0.93
- delete_database_sync0.93
- delete_benchmark_scenario0.90
- delete_schema0.90
- and 3 more in the list
Sends messages to people
0
No tool read this way.
Changes permissions
0
No tool read this way.
Runs code
0
No tool read this way.
Should ask a person first
0
No tool read this way.

No counted reading 26 tools No reading was counted, so any effect above is possible for them: analyze_sample, analyze_schema, answer_job_question, answer_llm_request, ask_support, assign_sync_host, classify_database_model, create_database_sync, enrich_entity, fetch_database_deltas and 16 more.

What changed

First atlas observation. Atlas history

Look first

AI reading, beta: AI adds items here; it never removes one.

delete_attachmentDeletes or cancels records · 0.93
delete_database_syncDeletes or cancels records · 0.93
delete_benchmark_scenarioDeletes or cancels records · 0.90
delete_schemaDeletes or cancels records · 0.90
delete_semantic_conceptsDeletes or cancels records · 0.90
cancel_jobDeletes or cancels records · 0.85

1 more in capabilities

Surfaces

5 protocols checked

ARD	Not found	No document retrieved
A2A	Not found	0 skills
MCP	Valid	2025-11-25 · 62 tools · 11 resources · 0 prompts retained · listing incomplete
OpenAPI	Not detected	0 operations
WebMCP	Not detected	0 declarative form tools · experimental

Exact states and meaning

ARD
absent
Exact state: not found · No document retrieved
The supported discovery location returned no matching document.
Not found does not prove the service exposes no such interface elsewhere.
Not observed / not fetched
A2A
absent
Exact state: not found · 0 skills
The supported discovery location returned no matching document.
Not found does not prove the service exposes no such interface elsewhere.
Not observed / not fetched
MCP
observed
Exact state: valid · Revision 2025-11-25 · 62 tools · 11 resources · 0 prompts retained · listing incomplete
A usable protocol document was retrieved and validated.
Directly observed
OpenAPI
absent
Exact state: not detected · 0 operations
No endpoint was established from the evidence and scope that InterfaceDelta inspected.
Not detected does not prove that no endpoint exists.
Not observed / not fetched
WebMCP
absent
Exact state: not detected · 0 declarative form tools · experimental
No named declarative WebMCP form tools were observed in the origin root HTML.
Script-registered tools and other pages are not observed, so this does not mean the site has no WebMCP tools.
Not observed / not fetched

73 · inventory incomplete

Showing 73 of 73.

Tool and inputs							◇ AI reading, beta · confidence
Read as one of the six effects 7 AI only raises attention: these rows come first.
database_id, up_to_id◇ AIDeletes or cancels records 0.80		Deletes or cancels records 0.80					Deletes or cancels records0.80
`ack_database_deltas` inputs `database_id` (required), `up_to_id` (required) AI Deletes or cancels records 0.80
job_id*◇ AIDeletes or cancels records 0.85		Deletes or cancels records 0.85					Deletes or cancels records0.85
`cancel_job` inputs `job_id` (required) AI Deletes or cancels records 0.85
attachment_id*◇ AIDeletes or cancels records 0.93		Deletes or cancels records 0.93					Deletes or cancels records0.93
`delete_attachment` inputs `attachment_id` (required) AI Deletes or cancels records 0.93
scenario_id*◇ AIDeletes or cancels records 0.90		Deletes or cancels records 0.90					Deletes or cancels records0.90
`delete_benchmark_scenario` inputs `scenario_id` (required) AI Deletes or cancels records 0.90
clear_database_model, database_id*, delete_entity_state◇ AIDeletes or cancels records 0.93		Deletes or cancels records 0.93					Deletes or cancels records0.93
`delete_database_sync` inputs `clear_database_model`, `database_id` (required), `delete_entity_state` AI Deletes or cancels records 0.93
schema_id*◇ AIDeletes or cancels records 0.90		Deletes or cancels records 0.90					Deletes or cancels records0.90
`delete_schema` inputs `schema_id` (required) AI Deletes or cancels records 0.90
concept_types, ids, impact_only, unused_only◇ AIDeletes or cancels records 0.90		Deletes or cancels records 0.90					Deletes or cancels records0.90
`delete_semantic_concepts` inputs `concept_types`, `ids`, `impact_only`, `unused_only` AI Deletes or cancels records 0.90
Read as none of the six 29 Not a clearance.
definition, name, parent_path, schema_id*							Changes records0.85
`add_schema_property` inputs `definition` (required), `name` (required), `parent_path`, `schema_id` (required) AI Changes records 0.85
alias_of, concept_type*, embedding_model, judge_floor and 1 more							Creates records0.85
`add_semantic_concept` inputs `alias_of`, `concept_type` (required), `embedding_model`, `judge_floor` and 1 more AI Creates records 0.85
attachment_ids, description, enable_web_search, entity_data and 13 more							Creates records0.90
`create_benchmark_scenario` inputs `attachment_ids`, `description`, `enable_web_search`, `entity_data` and 13 more AI Creates records 0.90
attachment_ids, entity_samples, generate_semantic_ids, language and 6 more							Creates records0.90
`create_schema_from_sample` inputs `attachment_ids`, `entity_samples`, `generate_semantic_ids`, `language` and 6 more AI Creates records 0.90
include_reference, scenario_id*							Reads only0.90
`get_benchmark_scenario` inputs `include_reference`, `scenario_id` (required) AI Reads only 0.90
limit, model_keys, providers, scenario_id* and 3 more							Reads only0.85
`get_benchmark_scenario_results` inputs `limit`, `model_keys`, `providers`, `scenario_id` (required) and 3 more AI Reads only 0.85
schema_id*							Reads only0.85
`get_enum_candidates` inputs `schema_id` (required) AI Reads only 0.85
events_after, include_result, job_id*, llm_request_id							Reads only0.87
`get_job_status` inputs `events_after`, `include_result`, `job_id` (required), `llm_request_id` AI Reads only 0.87
record_id*							Reads only0.90
`get_record` inputs `record_id` (required) AI Reads only 0.90
schema_id*, version							Reads only0.90
`get_schema` inputs `schema_id` (required), `version` AI Reads only 0.90
path, schema_id*							Reads only0.90
`get_schema_part` inputs `path`, `schema_id` (required) AI Reads only 0.90
concept_id*, neighbors_limit							Reads only0.90
`get_semantic_concept` inputs `concept_id` (required), `neighbors_limit` AI Reads only 0.90
no inputs							Reads only0.90
`get_stats` AI Reads only 0.90
no inputs							Reads only0.88
`list_benchmark_scenarios` AI Reads only 0.88
schema_id*							Reads only0.90
`list_database_syncs` inputs `schema_id` (required) AI Reads only 0.90
entity_type, include_payload, limit, offset and 1 more							Reads only0.90
`list_entity_states` inputs `entity_type`, `include_payload`, `limit`, `offset` and 1 more AI Reads only 0.90
no inputs							Reads only0.88
`list_models` AI Reads only 0.88
job_id, model, page, page_size and 3 more							Reads only0.90
`list_records` inputs `job_id`, `model`, `page`, `page_size` and 3 more AI Reads only 0.90
no inputs							Reads only0.90
`list_schemas` AI Reads only 0.90
concept_types, limit, min_ref_count, offset and 4 more							Reads only0.90
`list_semantic_concepts` inputs `concept_types`, `limit`, `min_ref_count`, `offset` and 4 more AI Reads only 0.90
no inputs							Reads only0.90
`list_support_conversations` AI Reads only 0.90
new_parent_path, path, schema_id							Changes records0.85
`move_schema_property` inputs `new_parent_path`, `path` (required), `schema_id` (required) AI Changes records 0.85
dry_run, host_path, region_id, schema_id and 1 more							Changes records0.80
`nest_schema_region` inputs `dry_run`, `host_path`, `region_id` (required), `schema_id` (required) and 1 more AI Changes records 0.80
revision_ids, scenario_id							Changes records0.90
`revert_benchmark_reference_updates` inputs `revision_ids` (required), `scenario_id` (required) AI Changes records 0.90
is_pinned, name, schema_content, tags							Creates records0.88
`save_schema` inputs `is_pinned`, `name` (required), `schema_content` (required), `tags` AI Creates records 0.88
arbitration_model, attachment_ids, classification_model, enable_web_search and 8 more							Creates records0.80
`start_batch_enrichment` inputs `arbitration_model`, `attachment_ids`, `classification_model`, `enable_web_search` and 8 more AI Creates records 0.80
description, entity_data, entity_samples, languages and 9 more							Changes records0.88
`update_benchmark_scenario` inputs `description`, `entity_data`, `entity_samples`, `languages` and 9 more AI Changes records 0.88
ambiguity_check_enabled, is_pinned, key_language, name and 3 more							Changes records0.88
`update_schema` inputs `ambiguity_check_enabled`, `is_pinned`, `key_language`, `name` and 3 more AI Changes records 0.88
content_base64, filename, media_type							Creates records0.84
`upload_attachment` inputs `content_base64` (required), `filename` (required), `media_type` AI Creates records 0.84
No counted reading 26 No reading was counted, so any effect is possible.
model, protected_fields, sample_json*	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`analyze_sample` inputs `model`, `protected_fields`, `sample_json` (required)
force, model, schema_id*	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`analyze_schema` inputs `force`, `model`, `schema_id` (required)
answers, job_id*, wait_seconds	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`answer_job_question` inputs `answers`, `job_id` (required), `wait_seconds`
job_id, request_id, response*, wait_seconds	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`answer_llm_request` inputs `job_id` (required), `request_id` (required), `response` (required), `wait_seconds`
attachment_ids, conversation_id, locale, message*	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`ask_support` inputs `attachment_ids`, `conversation_id`, `locale`, `message` (required)
database_id*, host	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`assign_sync_host` inputs `database_id` (required), `host`
model, schema_id*, use_platform_models	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`classify_database_model` inputs `model`, `schema_id` (required), `use_platform_models`
dialect, index_scalars, key_language, name* and 12 more	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`create_database_sync` inputs `dialect`, `index_scalars`, `key_language`, `name` (required) and 12 more
arbitration_model, attachment_ids, classification_model, database_sync and 11 more	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`enrich_entity` inputs `arbitration_model`, `attachment_ids`, `classification_model`, `database_sync` and 11 more
claim, database_id*, limit, since	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`fetch_database_deltas` inputs `claim`, `database_id` (required), `limit`, `since`
attachment_ids, auto_answer, enable_web_search, existing_samples and 9 more	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`generate_sample` inputs `attachment_ids`, `auto_answer`, `enable_web_search`, `existing_samples` and 9 more
database_id*	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`get_database_setup_instructions` inputs `database_id` (required)
conversation_id*	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`get_support_conversation` inputs `conversation_id` (required)
concept_type*, embedding_model, judge_floor, mint and 1 more	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`import_semantic_concepts` inputs `concept_type` (required), `embedding_model`, `judge_floor`, `mint` and 1 more
arbitration_model, attachment_ids, result_ids*, use_platform_models and 1 more	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`merge_records` inputs `arbitration_model`, `attachment_ids`, `result_ids` (required), `use_platform_models` and 1 more
impact_only, loser_id, winner_id	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`merge_semantic_concepts` inputs `impact_only`, `loser_id` (required), `winner_id` (required)
action*, concept_types, source_model, target_model	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`migrate_semantic_embeddings` inputs `action` (required), `concept_types`, `source_model`, `target_model`
concept_type*, embedding_model, judge_floor, neighbors and 1 more	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`probe_semantic_concept` inputs `concept_type` (required), `embedding_model`, `judge_floor`, `neighbors` and 1 more
confirm_transforms, key_language, schema_id*, validate_only	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`publish_schema` inputs `confirm_transforms`, `key_language`, `schema_id` (required), `validate_only`
action, dry_run, field_map, proposal_id and 1 more	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`resolve_unify_proposal` inputs `action` (required), `dry_run`, `field_map`, `proposal_id` (required) and 1 more
enable_web_search, entity_data*, languages, model and 5 more	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`retry_expertises` inputs `enable_web_search`, `entity_data` (required), `languages`, `model` and 5 more
model_keys, providers, scenario_id*	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`run_benchmark` inputs `model_keys`, `providers`, `scenario_id` (required)
reference_output, reference_verified, scenario_id, source and 1 more	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`set_benchmark_reference` inputs `reference_output` (required), `reference_verified`, `scenario_id` (required), `source` and 1 more
items*	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`sync_records_to_database` inputs `items` (required)
action, alias_id, concept_id*	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`update_concept_alias` inputs `action` (required), `alias_id` (required), `concept_id` (required)
description, examples, flags, new_name and 5 more	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`update_schema_property` inputs `description`, `examples`, `flags`, `new_name` and 5 more
MCP resources 11 Not read by AI.
no inputs							Not read
`name not shown`
no inputs							Not read
`name not shown`
no inputs							Not read
`name not shown`
no inputs							Not read
`name not shown`
no inputs							Not read
`name not shown`
no inputs							Not read
`name not shown`
no inputs							Not read
`name not shown`
no inputs							Not read
`name not shown`
no inputs							Not read
`name not shown`
no inputs							Not read
`name not shown`
no inputs							Not read
`name not shown`

Read as this effect No reading: unknown Not read as this effect◇ AI readings, beta. A zero is a count, not a clearance.

MCP prompts 0+ observed

Inventory incomplete. The displayed count is a lower bound; missing items do not prove removal.

None recorded in this Passport.

Not observed in this Passport: A2A skills, OpenAPI operations.

The atlas shows each capability by its plain identifier, inputs and declared sign-in. Publisher descriptions, paths, links and source evidence are not published here.

The comparison with the previous observation is shown only to the account that recorded it.

Atlas history

1 observation

8 Nov 2026, 14:59 UTC73 capabilities · MCP 2025-11-25 · MCP endpoint truncated · 1 incomplete inventory groupFirst observation
Fingerprint and versions
Fingerprint
bae7000c0c62a1a2d4877f2bb3a79361e8561913fec2c54e86ddb3ef4e9864ce (incomplete)
Passport schema
0.5.0, passport-semantic-v4
Consistency
MCP_PROMPTS_ADVERTISEMENT_LIST: indeterminate · MCP_RESOURCES_ADVERTISEMENT_LIST: match · MCP_TOOLS_ADVERTISEMENT_LIST: match · OPENAPI_MCP_EXPLICIT_MAPPING: not applicable

Each class compares an observation with the previous atlas observation. Runs of unchanged observations are grouped. Struck values are what the previous observation recorded; inserted values are what this one recorded.

Declared and observed

cancel_job
Declared
The publisher declares it non-destructive.
Read
AI · beta The AI reading: deletes or cancels records (0.85).

A disagreement is not a finding about the service: either side can be wrong. How we compare declarations and readings.

About this entry

ai.entityenricher/enricher
Listed
Official MCP Registry · first listed 12 Sep 2026 · last listed 22 Oct 2026

Passive observations of a public interface listed in the Official MCP Registry. An observation does not verify security, ownership or compliance, and InterfaceDelta assigns no scores or rankings. Methodology · Report an inaccuracy · Ask for removal

Identity and snapshot

Target key: sha256:bd8bdfc2f7a15c72cff310ed72803313809a742d3ee02db13ec928482ef7b08f
Locator SHA-256: 9708f9a15f39071cb12f9e32e36aef424cfd4fd144f64dec225c01a9ef923f86
Snapshot generated: 11 Nov 2026, 22:36 UTC

The entry is one exact observed target, not a real-world service identity, and implies no ownership. Endpoint paths are not published; the locator hash lets an operator confirm their own URL.

Capability facts

As observed from outside, at the time below

Observed: 8 Nov 2026, 14:59 UTC
Signed: 8 Nov 2026, 18:04 UTC

Protocols: MCP
Tools: 62
Declared sign-in: None declared

Effects counted AI readings, beta

Moves money: 0
Deletes or cancels records: 7
Sends messages to people: 0
Changes permissions: 0
Runs code: 0
Asks a person: 0

62 tools examined; 36 counted above a measured threshold.

Declared vs read disagreements

Declared read-only, read as writing: 0
Declared destructive, read as not writing: 0
Declared non-destructive, read as deleting: 1
Declared closed-world, read as reaching out: 0

Change since previous: First observation
Label status: Current