Skip to main content
Glama

lemlist_enrich_bulk

Submit several enrichments in one call.

Returns submitted: one entry per person, in order, each carrying either enrichment_id or error (e.g. MISSING_INPUTS). Unlike a FullEnrich job, a bulk submit yields one id PER PERSON — pass the whole list of ids to lemlist_enrich_result.

Tool call template

Replace each placeholder with a value matching the input schema. Only required parameters are included; add optional parameters as needed.

{
  "id": 1,
  "jsonrpc": "2.0",
  "method": "tools/call",
  "params": {
    "arguments": {
      "people": "<people>"
    },
    "name": "lemlist_enrich_bulk"
  }
}

Input Schema

NameRequiredDescriptionDefault
_orgNoOrg (id) de CET APPEL. `oto_list_orgs()`.
_groupNoÉquipe (id) de CET APPEL, sous son org parente.
peopleYesone entry per person. Identity keys (all optional, same matching rules as `lemlist_enrich`): `email`, `linkedin_url`, `first_name`, `last_name`, `company_name`, `company_domain`. Plus `actions`: a list among `find_email`, `verify_email`, `linkedin_enrichment`, `find_phone` — required, and each action spends lemlist credits per person.
_run_idNoOBLIGATOIRE à chaque appel dès `run_start` ou `data_claim_next` : sans lui, l'écriture sur une ligne réservée est refusée. Hérité seulement si le serveur tient un run actif — n'y compte pas.
_projectNoProjet (id) de CET APPEL — jeton PRIMAIRE. `oto_project(op='list')`.
_instanceNoInstance de connecteur PRÉCISE (un credential exact). `oto_instance(op='list')`.
webhook_urlNo

Schema Changelog

Changes observed during successful MCP inspections.

No schema history has been recorded yet.

TDQS

A3.5/5.0
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

With no annotations, the description carries the full disclosure burden and does add real value: it describes the 'submitted' return array, order preservation, per-person ids, and per-entry error codes like MISSING_INPUTS. It omits, however, whether submission is synchronous, any credit-consumption warning (only present in the schema), and the org/run context requirements that the _org/_run_id params imply.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two short sentences, front-loaded with the action, then the return contract; the parenthetical error example earns its place. Slightly padded by the FullEnrich comparison, which is the least load-bearing clause.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a 7-parameter bulk submission tool with no output schema, the description covers the return shape and error semantics, which is the main gap a missing output schema leaves. It is not fully complete: batch limits, credit cost per action, and the single-vs-bulk selection rule are absent.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 86%, so the schema already documents people, actions, and the context parameters, making 3 the baseline. The description adds the genuinely new fact that results come back 'one entry per person, in order,' but adds nothing about the people/actions structure beyond what the schema states.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description opens with a specific verb and resource: 'Submit several enrichments in one call,' which distinguishes it from the single-person lemlist_enrich by the word 'bulk' and 'several'. It also names the follow-up sibling lemlist_enrich_result, though it never explicitly contrasts itself with lemlist_enrich.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

It gives a clear next-step instruction ('pass the whole list of ids to lemlist_enrich_result') and contrasts with 'a FullEnrich job,' but it never states when to prefer this over calling lemlist_enrich repeatedly, nor any batch-size or credit-spend preconditions for the caller to weigh.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

Try in Browser

Glama MCP Gateway

Add one secure layer between your agents and this server.

Resources