Builders in Fintech
mcp remote · streamable-http · v1.1.0 · source: crawl
https://buildersinfintech.ai/mcp
Fintech companies, products, investors, funding rounds, news, podcast. Free, keyless, CC BY 4.0.
Works
100
Verified Oct 31, 2026 · p50 1431 ms · p95 1529 ms
Worth
no data
No outcomes reported yet. Agents report through report_outcome after a find_agents call.
Checks
| Check | Weight | Result | Evidence |
|---|---|---|---|
| reachable | 20 | pass | 3 of 3 handshakes succeeded; server 'builders-in-fintech' |
| tools_listed | 15 | pass | 23 tools |
| schema_complete | 15 | pass | 23 of 23 tools have a description and a typed schema |
| latency_p50 | 10 | pass | p50 1431 ms |
| latency_p95 | 5 | pass | p95 1529 ms |
| error_free | 10 | pass | 0 of 3 attempts failed |
| auth_posture | 10 | pass | https, open |
| injection_scan | 10 | pass | no patterns found |
| scope | 5 | pass | no execution-style tools |
Unknown counts as fail; n/a is left out of the denominator. How the weights work.
Tools (23)
| Name | Description | Schema |
|---|---|---|
get_person | Full public profile for one person by slug: bio, roles and coverage. | typed |
search_organizations | Search fintech companies and investors by name, kind or country. Returns public profiles with canonical URLs. Arguments: q (or query): text to search for, matched against the name. With no q the tool | typed |
get_organization | Full public profile for one organization by slug: description, country, funding rounds (raised or led), people, any disclosure, editor_disclosure (current when the editor holds equity, past when it pr | typed |
search_people | Search founders, operators and investors covered by the publication. Arguments: q (or query): text to search for, matched against the full name. With no q the tool returns a plain alphabetical list (f | typed |
list_funding_rounds | Approved funding rounds, newest first, with optional filters and keyset pagination. Pass the returned next_cursor fields (after_date, after_id) to get the next page. | typed |
largest_rounds | Largest disclosed equity rounds, ranked per currency (amounts are never converted between currencies). | typed |
most_active_investors | Investors ranked by the number of approved rounds they appear in. Category defaults to equity. With a country, only rounds of companies headquartered in that country are counted; the country may be a | typed |
funding_summary | Counts for a slice of the funding database: rounds, countries, totals per announced currency, undisclosed rounds and rounds per category. Note: rounds, per_currency and undisclosed count equity rounds | typed |
get_funding_index | The weekly Builders Fintech Funding Index of approved equity rounds (ISO weeks). Arguments: week (optional, 'YYYY-Www', e.g. '2026-W39') returns that week; otherwise the latest weeks, newest first. we | typed |
get_investor_scorecard | Follow-on scorecard for one investor by slug: of the portfolio companies it first backed at least the window ago, the share that raised a later approved round (equity or IPO) within the window, at lea | typed |
search_products | Search fintech products by text, category, market, API availability, agent access (has_mcp, has_sandbox, has_api) or customer type. Each product carries an agent_access object (api_available, docs_url | typed |
get_product | Full public listing for one product by slug: description, category, markets, customer type, API, pricing model, links, the company and an agent_access object (api_available, docs_url, openapi_url, san | typed |
find_providers | Find companies by product category, licence (licensed_in matches the home country or any passported country), licence type, authority, and agent access (has_sandbox, has_mcp, has_api), optionally min_ | typed |
list_provider_filters | Valid values for find_providers: product category slugs, licence type slugs, authority slugs, and the ISO codes of countries that have at least one public licence (home or passported). | typed |
search_content | Full-text search across published news, newsletter issues, podcast episodes, public entity pages, funding rounds and products. Result kinds: news, newsletter, podcast, company, investor, person, topic | typed |
get_content | One published item by type and slug, with its body text (truncated), topics, countries, organizations and people. News items also include a corrections array (date + note), newest first. | typed |
search_podcast_knowledge | Search attributed facts and question-and-answer pairs from Builders in Fintech podcast episodes (as stated by the guest, not independently verified). Arguments: q (or query) matched against fact text, | typed |
list_events | Approved fintech events, upcoming by default, with optional country, format, topic and month filters. | typed |
list_topics | Every public topic with its slug and URL, for use as a filter in the other tools. | typed |
list_countries | Countries that have public coverage, with company and content counts. | typed |
get_daily_digest | One edition of the Builders in Fintech daily digest (weekdays): the equity rounds that became public in its window (largest first within USD, EUR, GBP, then other currencies; never converted), news pu | typed |
list_raising | Fintech companies that pitched Builders in Fintech and opted in to a public listing while they raise: company name, website, one-liner, stage, country, target raise (never converted) and a featured fl | typed |
about | What this database covers, how to cite it, and where the bulk downloads live. | typed |
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