FIG. 1 - SOURCES Available vs roadmap
Answer-first integrations

Sources your agents can remember from.

Answer Engine integrations start with source types the product can ingest today: Firecrawl web pages, Jira and Confluence, CSV data, and documents. The page is structured as repeatable source records for future programmatic pages, and Slack is shown only as roadmap work rather than a verified connector.

SOURCE LEDGER
Available
4 source groups
Roadmap
1 source group
Agent access
npx answer-engine-mcp
Fig. 2 repeatable structure / future programmatic pages
FIG. 2

Source records

Each source is represented as a small record with slug, status, ingest mode, and content type. That makes later pages like /integrations/firecrawl-web straightforward to generate.

Firecrawl web Available now

Turn public web pages into citeable memory.

Use web page and domain ingestion when the memory source is a site, docs section, help center, or public knowledge base.

Ingest mode
scrape_url / crawl_domain
Content type
page / domain
Jira + Confluence Available now

Bring Atlassian project context into the recall path.

Import tickets, specs, and workspace pages so agent answers can cite project decisions and source documents.

Ingest mode
Atlassian OAuth
Content type
ticket / document
CSV Available now

Load structured rows without custom glue code.

CSV imports support repeatable operational datasets, customer lists, export files, and other tabular source material.

Ingest mode
CSV import
Content type
document
Documents Available now

Store files with extracted text and artifact lineage.

Documents become inspectable content items with source metadata, extracted text, summaries, and downstream artifacts.

Ingest mode
file import
Content type
document
Slack Roadmap

Team chat memory is planned, not verified.

Slack is intentionally roadmap-labeled here so the page does not imply a shipped connector before it is code-backed.

Ingest mode
roadmap
Content type
chat
Fig. 3 install snippet / agent access
FIG. 3

Connect once, recall through MCP

Integrations feed the memory layer. Agent clients call the memory layer through MCP, using the same install command shown across the marketing site.

Ingest

Sources become tenant-scoped content items.

Source records preserve metadata and lineage so recall can remain inspectable after the content is indexed.

Recall

MCP clients use the same memory surface.

npx answer-engine-mcp
Fig. 4 verified vs next
FIG. 4

Honest connector claims

A source is not presented as verified until it is backed by the product. Roadmap connectors can appear only with an explicit Roadmap chip and copy that says the work is planned.

Slack connector Slack is mentioned here only as roadmap work. Firecrawl web, Atlassian, CSV, and documents are the source surfaces presented as available on this page.
FIG. 5 - INGEST

Start with the source you can verify.

Connect a source, call memory through MCP, and inspect the source trail before expanding to additional integrations.

Web: Firecrawl scrape / crawl
Work: Jira / Confluence
Files: CSV / documents
MCP: npx answer-engine-mcp