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Builders in Fintech

R0· no sign-in

Fintech companies, products, investors, funding rounds, news, podcast. Free, keyless, CC BY 4.0.

v1.1.0 · active · website · descriptor JSON · versions

An agent can connect right now, no human step.Remote endpoint, no authentication, reachable on the last probe.
Quality80good
Trust83of 100
Uptime, 30 days100%
Latency p50766 ms

Connect

8 clients · secrets stay placeholders
{
  "mcpServers": {
    "fintech-data": {
      "type": "http",
      "url": "https://buildersinfintech.ai/mcp"
    }
  }
}
claude mcp add --transport http fintech-data https://buildersinfintech.ai/mcp
[mcp_servers.fintech-data]
url = "https://buildersinfintech.ai/mcp"

{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "fintech-data": {
      "type": "remote",
      "url": "https://buildersinfintech.ai/mcp",
      "enabled": true
    }
  }
}
{
  "mcpServers": {
    "fintech-data": {
      "type": "http",
      "url": "https://buildersinfintech.ai/mcp"
    }
  },
  "deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=fintech-data&config=eyJ0eXBlIjoiaHR0cCIsInVybCI6Imh0dHBzOi8vYnVpbGRlcnNpbmZpbnRlY2guYWkvbWNwIn0%3D"
}
{
  "servers": {
    "fintech-data": {
      "type": "http",
      "url": "https://buildersinfintech.ai/mcp"
    }
  }
}
{
  "mcpServers": {
    "fintech-data": {
      "httpUrl": "https://buildersinfintech.ai/mcp"
    }
  }
}
extensions:
  "fintech-data":
    enabled: true
    name: "fintech-data"
    type: streamable_http
    uri: "https://buildersinfintech.ai/mcp"
    timeout: 300

Quality 80 / 100good

protocol75 · weight 25
  • warn
    protocol.modernnewest supported version is 2025-11-25; 2026-07-28 not supported, older versions are deprecated until 2027-07-28
  • n/a
    protocol.statelessonly applies to 2026-07-28 servers
  • pass
    protocol.transportstreamable HTTP
  • n/a
    protocol.list_ttlonly applies to 2026-07-28 servers
authorizationn/a · weight 15
  • n/a
    auth.prm, auth.as_metadata, auth.cimdno remote uses OAuth
  • n/a
    auth.secret_in_urlno templated URL
tool hygiene86 · weight 30
  • pass
    tools.descriptionsevery tool has a description
  • pass
    tools.description_lengthdescriptions are concise
  • pass
    tools.schemasevery tool has an object input schema
  • pass
    tools.annotations23 of 23 tools declare readOnlyHint or destructiveHint
  • fail
    tools.directory_hintsno tool declares all four of readOnlyHint, destructiveHint, idempotentHint and openWorldHint; missing: search_organizations (destructiveHint); get_organization (destructiveHint); search_people (destructiveHint); …
  • pass
    tools.token_costabout 4,678 tokens to load every tool
  • pass
    tools.api_dumptools are not a one-to-one API dump
stability75 · weight 15
  • warn
    stability.changes12 tool changes in 30 days
  • pass
    stability.rug_pullno tool changed its meaning under the same name
dependenciesn/a · weight 15
  • n/a
    deps.known_vulns, deps.mcp_sdk_version, deps.resolvableno npm or PyPI package

23 tools, about 4,678 tokens to load them all · tool set da59b1f9b959 · tools last changed 2026-10-15 · checked 2026-10-20 11:08 UTC

Tool changes

  • list_provider_filtersadded

    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).

  • find_providersadded

    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). Returns each company with its approved products (with agent_access), LEI, licence summaries and self-reported certifications. Every licence carries source_url and last_checked_at so you can verify it on the regulator's register. From public registers as of the last-checked date. Always confirm on the regulator's register before relying on it. Use list_provider_filters for valid slugs. Ordered by company name, then slug. cursor is the next_cursor from a previous page. Unknown arguments are rejected.

  • get_productchangeddescription
    before

    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, sandbox_url, llms_txt_url, auth_method, mcp_url) when any is set. Company-provided, not part of the CC BY dataset. Each result carries provided_by, last_confirmed_at and sponsored; sponsorship never changes ordering.

    after · 85% of words in common

    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, sandbox_url, llms_txt_url, auth_method, mcp_url) when any is set, plus the company's lei, licences[] (with source_url and last_checked_at) and certifications[] (self-reported). Company-provided, not part of the CC BY dataset. Each result carries provided_by, last_confirmed_at and sponsored; sponsorship never changes ordering.

  • get_organizationchangeddescription
    before

    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 previously did, otherwise none), our published coverage of it (articles, newsletter issues, podcast episodes), and its products (company-provided, not part of the CC BY dataset), each with an agent_access object when API, sandbox, llms.txt, OpenAPI or MCP details are set.

    after · 81% of words in common

    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 previously did, otherwise none), our published coverage of it (articles, newsletter issues, podcast episodes), and its products (company-provided, not part of the CC BY dataset), each with an agent_access object when API, sandbox, llms.txt, OpenAPI or MCP details are set. Also lei, licences[] (approved register entries, each with source_url and last_checked_at) and certifications[] (self-reported by the company, with evidence_url).

  • get_organizationchangeddescription
    before

    Full public profile for one organization by slug: description, country, funding rounds (raised or led), people, any disclosure, our published coverage of it (articles, newsletter issues, podcast episodes), and its products (company-provided, not part of the CC BY dataset), each with an agent_access object when API, sandbox, llms.txt, OpenAPI or MCP details are set.

    after · 86% of words in common

    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 previously did, otherwise none), our published coverage of it (articles, newsletter issues, podcast episodes), and its products (company-provided, not part of the CC BY dataset), each with an agent_access object when API, sandbox, llms.txt, OpenAPI or MCP details are set.

  • list_raisingchangeddescription, input schema
    before

    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 the ISO week it is featured, if any. Listings are provided by the companies, not verified, and not an offer. Arguments: week (optional 'YYYY-Www', defaults to the current ISO week, Europe/Rome) and featured_only (optional boolean: only listings featured in that week). Unknown arguments are rejected.

    after · 68% of words in common

    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 flag (featured = the 3 most recently approved live listings). Listings are provided by the companies, not verified, and not an offer. Argument: featured_only (optional boolean: only the 3 featured listings). Unknown arguments are rejected.

  • get_productchangeddescription
    before

    Full public listing for one product by slug: description, category, markets, customer type, API, pricing model, links and the company. Company-provided, not part of the CC BY dataset. Each result carries provided_by, last_confirmed_at and sponsored; sponsorship never changes ordering.

    after · 67% of words in common

    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, sandbox_url, llms_txt_url, auth_method, mcp_url) when any is set. Company-provided, not part of the CC BY dataset. Each result carries provided_by, last_confirmed_at and sponsored; sponsorship never changes ordering.

  • search_productschangeddescription, input schema
    before

    Search fintech products by text, category, market, API availability or customer type. Company-provided, not part of the CC BY dataset. Each result carries provided_by, last_confirmed_at and sponsored; sponsorship never changes ordering. Arguments: q (or query) matched against name and short description; with no q the tool lists products alphabetically. cursor is the opaque next_cursor from a previous page. Unknown arguments are rejected.

    after · 74% of words in common

    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, openapi_url, sandbox_url, llms_txt_url, auth_method, mcp_url) when any of these is set. Company-provided, not part of the CC BY dataset. Each result carries provided_by, last_confirmed_at and sponsored; sponsorship never changes ordering. Arguments: q (or query) matched against name and short description; with no q the tool lists products alphabetically. cursor is the opaque next_cursor from a previous page. Unknown arguments are rejected.

  • get_organizationchangeddescription
    before

    Full public profile for one organization by slug: description, country, funding rounds (raised or led), people, any disclosure, our published coverage of it (articles, newsletter issues, podcast episodes), and its products (company-provided, not part of the CC BY dataset).

    after · 70% of words in common

    Full public profile for one organization by slug: description, country, funding rounds (raised or led), people, any disclosure, our published coverage of it (articles, newsletter issues, podcast episodes), and its products (company-provided, not part of the CC BY dataset), each with an agent_access object when API, sandbox, llms.txt, OpenAPI or MCP details are set.

  • list_raisingadded

    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 the ISO week it is featured, if any. Listings are provided by the companies, not verified, and not an offer. Arguments: week (optional 'YYYY-Www', defaults to the current ISO week, Europe/Rome) and featured_only (optional boolean: only listings featured in that week). Unknown arguments are rejected.

Showing the latest 10. Full history: list_changes · trend: quality JSON.

Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed. How it is computed.

Trust 83 / 100

no-repository
provenance55
liveness100
freshness100
hygiene80

+dns-namespace +website +reachable +uptime-100% +updated-6d-ago -no-repository

Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed. How it is computed.

Endpoints

remoteauthreachableuptime 30dp50protocollast ok
https://buildersinfintech.ai/mcp streamable-httpnoneyes100%766 ms2025-11-252026-10-20

Tools (23)

aboutread-onlyWhat this database covers, how to cite it, and where the bulk downloads live.
find_providersread-onlyFind 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). Returns each company with its approved products (with agent_access), LEI, licence summaries and self-reported certifications. Every licence carries source_url and last_checked_at so you can verify it on the regulator's register. From public registers as of the last-checked date. Always confirm on the regulator's register before relying on it. Use list_provider_filters for valid slugs. Ordered by company name, then slug. cursor is the next_cursor from a previous page. Unknown arguments are rejected.
funding_summaryread-onlyCounts 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 only, while by_category covers every category (equity, debt, fund, grant, ipo), so the category split can sum higher than the round count.
get_contentread-onlyOne 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.
get_daily_digestread-onlyOne 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 published in the window, one upcoming event and any podcast episode. Arguments: date (optional, 'YYYY-MM-DD'); omit for the latest published edition. Only published editions are returned. Unknown arguments are rejected.
get_funding_indexread-onlyThe 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. weeks (optional, 1–104, default 1) sets how many. Count Index = rounds this week / average of the prior 12 weeks × 100. USD median index uses disclosed USD rounds only (needs 5). Amounts are never converted. Published values are frozen; revised_* shows later corrections. coverage_affected is true when a coverage change falls in the week or its 12-week baseline; coverage_note then explains how the index overstates activity. Unknown arguments are rejected.
get_investor_scorecardread-onlyFollow-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 least gap_days after entry. Only returned when the investor has at least min_eligible eligible companies. Arguments: slug (required). Unknown arguments are rejected.
get_organizationread-onlyFull 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 previously did, otherwise none), our published coverage of it (articles, newsletter issues, podcast episodes), and its products (company-provided, not part of the CC BY dataset), each with an agent_access object when API, sandbox, llms.txt, OpenAPI or MCP details are set. Also lei, licences[] (approved register entries, each with source_url and last_checked_at) and certifications[] (self-reported by the company, with evidence_url).
get_personread-onlyFull public profile for one person by slug: bio, roles and coverage.
get_productread-onlyFull 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, sandbox_url, llms_txt_url, auth_method, mcp_url) when any is set, plus the company's lei, licences[] (with source_url and last_checked_at) and certifications[] (self-reported). Company-provided, not part of the CC BY dataset. Each result carries provided_by, last_confirmed_at and sponsored; sponsorship never changes ordering.
largest_roundsread-onlyLargest disclosed equity rounds, ranked per currency (amounts are never converted between currencies).
list_countriesread-onlyCountries that have public coverage, with company and content counts.
list_eventsread-onlyApproved fintech events, upcoming by default, with optional country, format, topic and month filters.
list_funding_roundsread-onlyApproved 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.
list_provider_filtersread-onlyValid 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).
list_raisingread-onlyFintech 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 flag (featured = the 3 most recently approved live listings). Listings are provided by the companies, not verified, and not an offer. Argument: featured_only (optional boolean: only the 3 featured listings). Unknown arguments are rejected.
list_topicsread-onlyEvery public topic with its slug and URL, for use as a filter in the other tools.
most_active_investorsread-onlyInvestors 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 slug ('italy') or a two-letter ISO code ('IT'), case-insensitive.
search_contentread-onlyFull-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, country, funding_round, product; funding_round results also carry company, round_type, category, amount, currency, display_amount and announced_at. Arguments: q (or query): text to search for, at least 2 characters — required, this tool has no plain-list mode. Unknown arguments are rejected.
search_organizationsread-onlySearch 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 returns a plain alphabetical list (first 25 by default). Unknown arguments are rejected.
search_peopleread-onlySearch 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 (first 25 by default). Unknown arguments are rejected.
search_podcast_knowledgeread-onlySearch 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, and against questions and answers; organization (slug) = facts linked to that company or investor; person (slug) = facts said by that person; fact_type (figure, fact, plan, view); episode (podcast episode slug); limit; cursor (next_cursor from the previous page). With no q the tool lists the newest facts. The qa array is returned only when q is given and honours q and episode only. Unknown arguments are rejected.
search_productsread-onlySearch 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, openapi_url, sandbox_url, llms_txt_url, auth_method, mcp_url) when any of these is set. Company-provided, not part of the CC BY dataset. Each result carries provided_by, last_confirmed_at and sponsored; sponsorship never changes ordering. Arguments: q (or query) matched against name and short description; with no q the tool lists products alphabetically. cursor is the opaque next_cursor from a previous page. Unknown arguments are rejected.

Schemas: list_tools.

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Official server.json
{
  "name": "ai.buildersinfintech/fintech-data",
  "title": "Builders in Fintech",
  "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
  "remotes": [
    {
      "url": "https://buildersinfintech.ai/mcp",
      "type": "streamable-http"
    }
  ],
  "version": "1.1.0",
  "websiteUrl": "https://buildersinfintech.ai/mcp",
  "description": "Fintech companies, products, investors, funding rounds, news, podcast. Free, keyless, CC BY 4.0."
}