MCP serverai.entityenricher/enricher

Acknowledge every delta through up_to_id after successful application, releasing its lease. Acknowledgement can permanently purge delivered deltas and entity state according to reg

Add a property under the root (parent_path=''), an object path or '$defs.X'. Accepts a scalar, nested object or reference to an existing $defs entity or $enums vocabulary. Requires

Add an identity concept at zero usage, or add text as an alias using alias_of. Requires editor; resolution may incur embedding/judge cost. Probe first; if the text already resolves

Analyze sample property ambiguity and relationship identity scoping before schema generation. Requires editor; billed analysis persists a record but does not modify the sample. Ret

Analyze a saved schema's property ambiguity and relationship identity scoping, writing annotations to the schema. Requires editor; billed. Incremental by default; force=true rechec

Resume a paused job with answers to the questions returned under pause. answers maps question IDs to {option_ids: [...], text: ...}; omitted questions use defaults. Relay consequen

Assign or clear the host provisioning a database sync. Requires owner and a sync-enabled plan. host accepts a connected host ID/name; null unassigns it. Assignment may create the p

Request cancellation of a pending, running or paused LLM job. In-flight model calls may finish and persist records; remaining work is skipped. Cancellation does not roll back recor

Start a billed analysis proposing database keys, SQL types, indexes and relationship ownership on a linked schema. Requires editor. Registration already starts the initial pass; us

Create a reusable benchmark with a mandatory scoring judge. scenario_type='enrichment' needs schema_id and entity_data (the entity to enrich, as enrich_entity takes it — refused wh

Register a saved schema for relational synchronization to PostgreSQL, MySQL or SQLite. Requires owner and a sync-enabled plan. Starts a billed classification job when available; re

Generate and auto-save a schema from reviewed samples, returning schema_id, schema content and record links. Supply entity_samples (or samples_csv), sample_record_id, or both; expl

Permanently delete an attachment in your organization, including its stored file. No LLM call. Existing records remain, but future calls or schema regeneration cannot reuse the del

Delete a benchmark scenario and its stored results. Requires owner and a plan with benchmarks. No LLM call; inspect the scenario before deleting it.

Delete a database registration and its queued deltas, stopping its feed. Requires owner and a sync-enabled plan; no LLM call. External replica tables remain untouched. Entity state

Soft-delete a saved schema by UUID. Requires editor; no LLM call. Restoration and permanent deletion are available in the web app, not through this tool. Returns the deletion outco

Delete concepts selected by ids, concept_types or unused_only. Defaults to impact_only=true: review affected records, schemas and replicas before obtaining approval. Execution requ

Enrich one entity against exactly one of schema_id or target_schema, returning structured output, record_id, costs and any database outcome. Read get_schema's input_contract first

Read the next ordered window of SQL deltas and canonical payloads for a database sync. claim=false is replayable; claim=true leases the window for 120 seconds. Apply a claimed wind

Generate editable sample JSON from a free-text request for schema authoring. Without attachments, use model knowledge and optional web search; with attachments, extract from the so

Read one benchmark scenario with per-model quality, cost and speed results. include_reference=true adds the reference, the fixed entity_data and the schema-generation entity_sample

Filter, rank and limit a scenario's per-model benchmark results. No LLM call. overall blends quality, speed and cost using organization task weights and is null if a component is m

Return non-secret install, browser-confirmed pairing and run instructions for an ee-database sync client. Requires owner and a sync-enabled plan; no LLM call and no credential is i

List observed values outside each open enum's current vocabulary, with counts from recent enrichment records. No LLM call. Use the report to propose admitted members or rejected_va

Read a job's status, progress and compact terminal summary with persisted record IDs. Status is pending, running, paused, completed, failed or cancelled. Relay pause questions with

Read one persisted record's structured_output, entity_input_data, validation errors, expertise verdicts and metrics. failed_expertises and partial identify incomplete work even whe

Read a saved schema with its properties, annotations and input_contract. Before enrichment, use version='published' for a database-linked schema; default 'working' is for editing.

Read only the schema fragment needed for an edit. Omit path for the root/type index; use '$defs.X' or '$enums.X' for a definition, an object path for its subtree, or a leaf path fo

Read one concept's aliases, identity source keys, linked records and nearest neighbors within its own type/model slice. Record links are capped; records_truncated signals omitted l

Read organization-wide record totals, success rate, tokens and cost summary. No LLM call. This tool has no job filter; use list_records(job_id=...) for a particular run and benchma

Resolve 1..1000 texts against one concept type. mint=false returns exact/matched/would_mint outcomes without minting; mint=true creates misses and requires owner (reporting require

List compact benchmark scenario summaries and total. Scenarios test enrichment, sample generation or schema generation. No LLM call. Read one with get_benchmark_scenario or create

List a saved schema's database registrations, linked schemas, options and sync hosts. Returns pending and quarantined delta counts, projection_upgrade_pending and database links. N

Browse a schema's current merged entity rows, not per-run records. Requires editor; no LLM call. Returns identities, revision, last_record_id and optionally payload, with limit/off

List available model keys, nominal capabilities, languages, strategies, auto-selected defaults and organization profile_limits. Use when choosing explicit models or checking plan l

List compact, paginated records in your organization, most recent first. Filter by job_id to retrieve persisted outputs of an asynchronous workflow; type, success, model and search

List saved schemas in your organization, pinned first. Returns compact summaries with IDs, names and links; no LLM call. Use get_schema to inspect a chosen schema and its input con

Browse organization concepts with aliases, usage counts and type/model facets. view='review' returns pairs escalated by the identity judge, not merely similar pairs. Returns a filt

Fuse two or more records of the same entity into a new arbitration record. Without arbitration_model use voting, median and union rules; with an arbiter, conflicts may incur LLM co

Merge a loser concept into a winner. Defaults to impact_only=true: inspect counts and affected replicas before obtaining approval to execute. impact_only=false requires owner and r

Inspect or migrate the organization's concept embedding space. action='status' is read-only; preview, start and cancel require owner. preview estimates cost and reports potential c

Move one property into the root, an object path or '$defs.X', preserving its flags and expertise. Requires editor; no LLM call. Moving into a definition changes every usage site. A

Materialize an entity region from get_schema's x-entityMap. Ordinary flat members (e.g. product_id, product_name on an order line) move into a new object named after the region, re

Preview identity resolution without adding a concept or increasing its usage. Requires editor; uncached resolution may call embeddings and the identity judge. Returns exact_hit, ma

Publish a database-linked schema's working copy as the contract used by enrichment and replicas. A newly linked schema sends nothing until first publication; unlinked drafts cannot

Resolve one pending entity-type unification proposal from get_schema. action='accept' maps the proposed site onto the winning $def; field_map overrides proposed correspondences. Un

Retry only an existing record's failed expertise domains, then update its output and attempt the run's fusion/synchronization. Billed for retried work. Requires failed_expertises o

Undo automatic edits a scoring pass made to a scenario's reference. Every scoring pass folds what the scored models showed the reference should be (a candidate the judge found bett

Start billed asynchronous execution and scoring of a benchmark. Requires owner, a benchmark-enabled plan and a judge; a verified reference is also required except for sample genera

Save a directly authored schema and return its ID and link. Requires editor; no LLM call or generation charge. schema_content is a JSON Schema 2020-12 document in Entity Enricher's

Save the gold reference for an enrichment or schema-generation benchmark. Only set reference_verified=true after checking its values against trusted evidence or obtaining human sig

Start billed asynchronous enrichment of an entity list against exactly one of schema_id or target_schema. Returns job_id and total. No fixed entity-count cap; live prompt quotas an

Validate and inject stored or supplied enrichment output into the entity layer and linked syncs. May incur semantic-resolution cost. record_id alone reuses its output; adding struc

Edit a benchmark's test definition or scoring configuration. Requires owner and a plan with benchmarks; no model run. Only supplied fields change, but sample_params and schema_gen_

Remove or promote a concept alias using alias IDs from get_semantic_concept. Requires editor; no LLM call. action='remove' stops that surface form resolving to this concept; removi

Edit a saved schema's metadata or replace its full schema_content without an LLM call. Requires editor. Only supplied values change. For one property, prefer update_schema_property

Edit or remove one property by path without replacing the full schema. Requires editor; no LLM call. Only supplied fields change; null clears an entry in flags. Server validation r

Upload base64 file bytes as reusable source material; returns id and requires_capability. Pass the ID in attachment_ids to sample/schema generation, enrichment or benchmarks. Suppo