Search startups and founders, match companies to products, and manage outreach lists.
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Scored across 23 tools
Each tool has a clearly distinct purpose: list management operations (add, remove, move, merge, update) are well-delineated, and search/retrieval tools (search_companies, search_people, search_network, match_companies_by_website) target different data sets. No two tools appear to do the same thing.
Most tools follow a verb_noun pattern (e.g., create_list, get_company, search_companies), but a few are noun phrases (daily_brief, company_updates, warm_paths), causing a minor inconsistency. The snake_case convention is otherwise uniform and readable.
23 tools is on the high side for the apparent scope; the 16-25 range is described as borderline/heavy. Many list-management tools could potentially be consolidated, but each has a distinct function.
The tool set covers core workflows well: company/people search, list CRUD and item management, enrichment, daily brief, updates, and warm paths. Minor gaps exist (e.g., no explicit tool to manage the imported network or edit company records), but agents can work around them.
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
warm_pathscompany_updates1 field changedInput schema / properties / after / patternPrevious value: -"^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$"New value: +"^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d:[0-5]\\d(?:\\.\\d+)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$"update_list_itemadd_to_listcompany_updatescreate_listdaily_briefdelete_listenrich_companyenrich_founderexport_companiesget_companyget_listlist_listsmatch_companies_by_websitemention_companiesmerge_listsmove_to_listopen_atlasremove_from_listsearch_companiessearch_networksearch_peopleupdate_listSearch and enrich B2B people & companies — 70+ filters (funding, linkedin, industry, country, ...).
B2B lead and company intelligence: search leads, enrich contacts, and queue outreach.
Search startups, look up scores, request research memos and read public startup research.
Search and enrich B2B companies and people: verified work emails, US phone numbers, job postings.
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