Head to head · Lead enrichment · October 2026 research run

Databar vs Dropcontact API + MCP

Dropcontact API + MCP scores 59.1 (C) on agent readiness against Databar's 53.8 (D), and leads in 4 of 7 scored categories. Databar leads on schema & documentation and maintenance & community. Both do lead enrichment.

Best lead, contact and company data APIs for AI agents · All 231 leads comparisons

Which one, for what

Databar D

Best for Waterfall enrichment across many providers for GTM agents, close to clay and fullenrich.

Ahead on

  • Schema & documentation, 84 against 54
  • Maintenance & community, 73 against 15

Watch for

API access needs a paid plan; the free plan's 150 credits don't include it

Dropcontact API + MCP C

Best for European teams cleaning and completing contact lists where GDPR handling matters more than coverage.

Ahead on

  • Reliability, 85 against 28
  • Security & auth, 59 against 47
  • Payments & pricing, 40 against 35
  • Transparency & trust, 72 against 55

Watch for

No OpenAPI file or changelog

Why the edge

Each category where one leads by five points or more, with the reason behind each side's score from its assessment. The numbers are in the table below; this is what they stand for.

Maintenance & community Databar +58

Databar 73

Closed service. Python SDK 2.9.0 on 30 October 2026, 7 days before this check (30). SDK 2.7.0 and 2.8.0 on 6 October and changelog entries on 23, 24, 27, 28, 29 and 30 September and 1 October (20). A public changelog, roadmap and feedback portal, an email address, and a Slack channel on Scale (10 of 15). An official Python SDK and CLI, no other languages (10 of 15). Package health not checked (3 of 10). 30+20+10+10+3 = 73.

Dropcontact API + MCP 15

No changelog. The newest dated API change found is the API_ERROR option, on by default for accounts created since 1 June 2026, which answers 400 when every record in a request has an error. That is between 90 and 180 days ago (10). The rebuilt docs carry no dated entries, so none fall in the 90 days from 6 August (0). Email support on every plan and no public changelog (5 of 15). No official SDKs and no registry entry we could read (0). No packages to judge (0, an in-between 3 with nothing behind it before). 10 + 0 + 5 + 0 + 0 = 15.

Reliability Dropcontact API + MCP +57

Databar 28

Hosted lines. No status page linked from the site or docs (0). No incident history to read (5). The 20 August changelog says rate limits return 429, but no numbers were found in the docs read (5 of 15). The SDK backs off on 429 per the 28 September entry, tasks can be cancelled with a refund, and no Retry-After or idempotency key is documented (8 of 15). No SLA found (0). The MCP server left beta on 15 July 2026 and the API is generally available (10). 0+5+5+8+0+10 = 28.

Dropcontact API + MCP 85

Atlassian Statuspage at status.dropcontact.com with a Dropcontact API component beside the app, file, CRM and website components (20). Its Atom feed lists two incidents in all, slower responses on 29 and 30 October 2025 and on 7 and 8 March 2026, and none since, so the 90 days from 6 August 2026 are a clean record (30). 60 requests a second, 250 records a request and 15 kB a record (15). The errors page says to wait a few seconds after a 429 and retry, leaving more time between tries, which is backoff guidance. No idempotency key or safe-retry guidance for the enrich call (10). No SLA found (0). The REST API is generally available, and this benchmark reads a GA API beside an MCP server its vendor calls early as GA (10). 20 + 30 + 15 + 10 + 0 + 10 = 85.

Schema & documentation Databar +30

Databar 84

Each API reference page embeds its OpenAPI 3.1 operation (spec version 0.1.2), with no downloadable file found (20 of 25). llms.txt with 79 API entries and Markdown twins (10). Descriptions say when to use each endpoint, such as headless runs against table runs, and what a delete leaves behind (16 of 20). Typed request bodies with required fields (12 of 15). An error envelope with stable codes and examples for 400, 406 and 422 (14 of 15). v1 paths and a dated changelog, though the API's own versioning isn't described (12 of 15). 20+10+16+12+14+12 = 84.

Dropcontact API + MCP 54

No OpenAPI file or other machine-readable contract published (0). llms.txt and llms-full.txt list Markdown copies of every docs page in English and French (10). The reference says what each endpoint is for, that a contact needs a company identifier, an email or a LinkedIn profile, and how to fetch results (14 of 20). Every input and output field is typed and marked required or not, with custom_fields a free-form object (10 of 15). Request and response examples, and an errors page that lists each message by status code with what to do, plus per-record error and warning keys (15). /v1 in the path and a versioned webhook format, but no public changelog (5 of 15). 0 + 10 + 14 + 10 + 15 + 5 = 54.

Transparency & trust Dropcontact API + MCP +17

Databar 55

Closed service with terms effective 1 October 2026 naming Databar, Inc. of Delaware (15 of 30). The privacy policy keeps data 'for as long as needed' with no periods; the docs give 24 hours for task results; a DPA is part of the agreement but was not read (15 of 30). The changelog flagged breaking API and SDK changes on 20 August 2026, and the terms let Databar retire any form of programmatic access; no notice period stated (8 of 20). Sub-processors are disclosed under the DPA, which was not read; data is processed in the United States (5 of 20). 15+15+8+5 = 43.

Dropcontact API + MCP 72

Closed service with terms (updated 5 August 2025) naming Dropcontact SAS, registered in Bobigny, no. 823 752 647 (15). The personal data charter (updated 5 August 2025) keeps prospecting data 3 years after the relationship plus 4 in intermediate storage, takes rights requests at data@dropcontact.io, says data may be collected from publicly accessible information and hosted in the EU with some subcontractors in the United States under standard contractual clauses, and a DPA is published. The pricing page says processing runs only on Dropcontact's own algorithms on EU servers with no reliance on non-compliant third-party providers, and that it uses no contact databases. It now also says mobile numbers come from signature extraction within internal email flows, with five years of history, which the charter doesn't mention (22 of 30). One dated change for new accounts (1 June 2026) and no deprecation policy (8 of 20). EU hosting and US subcontractors stated, no named subprocessor list found (10 of 20). 15 + 22 + 8 + 10 = 55.

Security & auth Dropcontact API + MCP +12

Databar 47

A workspace API key in a header, never in the URL, and OAuth on the MCP with a Connected apps page to revoke access. No scopes found (20 of 30). No read-only key; MCP balance checks and confirmation above 50 credits, a 30-day trash for workbooks and tables, but row, column and table deletes through the tools (12 of 20). Enrichment results include web-scraped and AI researcher text, with no prompt-injection guidance (3 of 15). Credit usage charts, transaction logs and per-request data logs (12 of 15). No security.txt, disclosure policy, bug bounty or certification found (0 of 20). 20+12+3+12+0 = 47.

Dropcontact API + MCP 59

One API key per account in the X-Access-Token header, no scopes found. OAuth or the key as a bearer token on the MCP (20 of 30). Enrichment and verification read and return data, and the only writes are webhook settings (14 of 20). Results are cleaned names, titles and company fields rather than free text, so little untrusted content comes back (8 of 15). Get Credits returns the balance at no cost, and we found no per-call log for operators (5 of 15). security.txt, valid until 9 April 2027, names a HackerOne programme and security@dropcontact.com, and the site footer links the programme as its vulnerability disclosure program. The HackerOne page wasn't re-read. No SOC 2 or ISO 27001 found (12 of 20). No 2025 or 2026 record in the CVE list names Dropcontact. 20 + 14 + 8 + 5 + 12 = 59.

Payments & pricing Dropcontact API + MCP +5

Databar 35

No x402, MPP or L402 (0). Plan prices and credits are public, and each connector's credit cost is shown before a run and in the enrichment's pricing field; credits aren't sold per call outside a plan (15 of 20). A 14-day premium trial with no card, per the pricing FAQ (20). A person signs up in a browser, and API access needs a paid plan (0). 0+15+20+0 = 35.

Dropcontact API + MCP 40

No x402, MPP or L402 (0). Plan prices and credit allowances are public in euros (Starter €79 and Growth €120 a month for 500 credits, 20 per cent off yearly), and a credit is one verified email found (given back when none is) or one email checked (20). 50 free credits at signup with no card (20). A person signs up in a browser and creates the key in the app (0). 0 + 20 + 20 + 0 = 40.

Score by category

CategoryWeight this runDatabarDropcontact API + MCPEdge
Reliability16%202885Dropcontact API + MCP +57
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28454Databar +30
Agent ergonomics13%16.26664Databar +2
Security & auth14%17.54759Dropcontact API + MCP +12
Payments & pricing10%12.53540Dropcontact API + MCP +5
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.87315Databar +58
Transparency & trust7%8.85572Dropcontact API + MCP +17
Negative events≤1500
TotalD 53.8/100C 59.1/100

Facts side by side

FactDatabarDropcontact API + MCP
KindHTTP APIHTTP API
VendorDatabar, Inc.Dropcontact
Hosted endpointhttps://mcp.databar.ai/mcphttps://api.dropcontact.com/v1
TransportsHTTP, Streamable HTTP, SSE (legacy)HTTP, Streamable HTTP
AuthOAuth or keyOAuth or key
PricingPaidPaid
x402nono
LicenceProprietary, under Databar, Inc.'s terms of servicenone
Tools exposed69none
Read-only variant documentednono
llms.txtyesyes
Last release2026-10-30none
Terms last updated2026-10-012025-08-01
Privacy policy last updated2026-10-012020-06-04
Customer content may train modelsnot found in the textnot found in the text
Terms restrict automated accessnot found in the textnot found in the text
Terms restrict benchmarkingnot found in the textnot found in the text
Terms or service can change without noticenot found in the textnot found in the text
Arbitration or class-action waiveryesnot found in the text
Agent reviewsnone3.5/5 (2)

How the scores have moved

Verdicts

Databar

Databar puts 100+ enrichment providers, waterfalls and tables behind one REST API, a Python SDK, a CLI and a hosted MCP server with spending confirmation above 50 credits and stable error codes. API access needs a paid plan or trial, rate limits aren't published as numbers, and no status page or security programme was found.

Dropcontact API + MCP

Pay on success, with credits given back when no email is found, and a clean status record since March 2026. The docs now list every error message with a fix and carry llms.txt. There is no OpenAPI file, changelog or idempotency key, and one unscoped API key covers the account.

Before you call either

Databar

  1. Poll GET /v1/tasks/{task_id} for async runs and collect results within 24 hours; after that the task returns gone
  2. When the MCP returns confirmation_required, show estimated_credits to the user and re-call with the retry_with object only after they agree
  3. Use upsert with a key column, and pass internal_version when editing flows, to avoid duplicates and stale-write 409s
  4. Check credits with GET /v1/user/me before bulk runs; 406 means the balance or plan can't cover it
  5. Treat AI researcher and scraped outputs as untrusted text

Dropcontact API + MCP

  1. Send a company name, website, email or LinkedIn URL with every contact, or you get only_contact_data
  2. Read success on every 200. A result still processing answers 200 with success: false
  3. Match webhook results by request_id, since order isn't guaranteed and duplicates happen
  4. Poll no faster than every 30 seconds, and back off for a few seconds after a 429
  5. Call Get Credits to read the balance at no cost

Questions

Which is better for AI agents, Databar or Dropcontact API + MCP?

Dropcontact API + MCP scores 59.1 (C) on agent readiness against Databar's 53.8 (D), and leads in 4 of 7 scored categories. Databar leads on schema & documentation and maintenance & community.

Do Databar and Dropcontact API + MCP need an API key?

Both take an API key or an OAuth sign-in.

Can an agent call Databar and Dropcontact API + MCP without installing anything?

Yes. Databar has a hosted endpoint at https://mcp.databar.ai/mcp and Dropcontact API + MCP at https://api.dropcontact.com/v1.

Other comparisons with Databar or Dropcontact API + MCP

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