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Connectors

Every data source your agent can reach — scoped connections, one audit trail. Three ways to connect.

A connector is a data source your agent can reach through Hebrah. Each one is a registered target with a scope grammar: your agent opens a connection, names the tables and time period it needs, and queries through it — never seeing the underlying credential.

The catalog ships 30 demo targets across 11 packs, all healthy and queryable from a $1 trial — plus 25 live account connectors: connect your own Stripe, Postgres, Notion, Slack, Airtable, Linear, SFTP, or REST endpoints and agents reach the real data through the same scoped model. Run hebrah discover at any time to list what your agent can see.

Available connectors

Developer

Local and HTTP sandboxes for research agents and dev tooling.

Target Connector Inside Example scopes
Public REST

Synthetic JSONPlaceholder-style endpoints for research agents.

http_restposts, users, commentsposts:read,period:2025-Q4,tags:ai
Local research DB

10K rows of synthetic research data with tags.

sqlitearticles, sourcestable:articles,period:2025-Q4
Postgres (your database)live

Live Postgres data via a read-only connection URI you provide — declare the tables your agents may read.

postgresyour tablestable:orders,period:2026-09
HTTP REST (your endpoint)live

Query any JSON REST API with a bearer token — map logical tables to URL paths in the credential.

http_restyour logical tablesposts:read,tags:ai

Audit

General-ledger evidence, scoped to account ranges and periods.

Target Connector Inside Example scopes
Postgres audit ledger

Read-only general-ledger evidence for an audit engagement.

postgresglgl:read,period:2025-Q4,accounts:1000-3999

Fintech

Settlements, billing, and payment data for reconciliation.

Target Connector Inside Example scopes
SFTP settlements

Read-only settlement data for reconciliation workflows.

sftpsettlementssettlements:read,period:2025-11,merchant:<id>
Stripe billing (demo)

Synthetic Stripe API mirror — customers, charges, subscriptions, invoices, payouts.

stripecustomers, charges, subscriptions, invoices, payoutscharges:read,period:2025-11
SFTP (your file server)live

Settlement/batch CSV files from your SFTP server via a platform-held credential.

sftpsettlementstable:settlements,period:2026-08,merchant:M001
Stripe (your account)live

Live Stripe data via a read-only restricted key connected in the dashboard.

stripecustomers, charges, subscriptions, invoices, payoutscustomers:read,invoices:read,period:2026-09

Healthcare

Synthetic FHIR R4 — patient, encounter, observation. No PHI on the control plane.

Target Connector Inside Example scopes
Synthetic EHR (FHIR R4)

Synthetic Patient / Encounter / Observation resources for clinical agents.

fhirPatient, Encounter, Observation, Condition, MedicationRequestPatient:read,Encounter:read,period:2025-Q4
HL7 v2 ADT feed

Synthetic ADT event stream (ADT^A01 admit, ADT^A03 discharge, ADT^A08 update) with MLLP framing.

hl7messagesevents:ADT^A01+ADT^A08,department:emergency
X12 EDI claims & eligibility

ANSI ASC X12 transactions: 270/271 eligibility, 837P claims, 835 remittance (ERA). Scoped by payer and period.

x12claims_837, remittance_835, inquiry_270, eligibility_271, transactions, claims, eligibilityclaims:read,eligibility:read,payer:aetna
FHIR R4 (your EHR)live

Live FHIR R4 from your EHR (Epic, Cerner, Athena, HAPI). Bearer, Basic, or SMART Backend Services auth — synthetic clinical endpoints without PHI.

fhirPatient, Encounter, Observation, Condition, MedicationRequest, MedicationStatementPatient:read,Observation:read,period:2026-08

Workspace

Notion, Airtable, Slack, Linear, Google Drive — where the work happens.

Target Connector Inside Example scopes
Notion (your workspace)live

Live Notion databases and pages via your integration token — grant the integration to the databases agents should read.

notiondatabases, pagespages:read,databases:read,period:2026-09
Airtable (your bases)live

Live Airtable tables and records via a personal access token.

airtabletables, recordsrecords:read,tables:read
Linear (your workspace)live

Live Linear issues, projects, teams, and users via an API key — WHERE filters map to Linear’s filter schema.

linearissues, projects, teams, usersissues:read,state:In Progress,team:ENG
Slack (your workspace)live

Live Slack channels, messages, and members via a bot token — invite the bot to the channels agents should read.

slackconversations, messages, usersmessages:read,channel:<channel-id>
Notion workspace

Synthetic Notion workspace with engineering + sales databases.

notiondatabases, pages, db-tasks, db-clientspages:read,database:<id>
Airtable pipeline

Synthetic Airtable bases with CRM-style customer + deal data.

airtabletables, records, Customers, Dealsrecords:read,base:<id>,table:Deals
Slack workspace

Synthetic Slack workspace with channels, messages, and member directory.

slackconversations, messages, usersmessages:read,channel:<id>,period:2025-11
Linear tracker

Synthetic Linear workspace with team-scoped issues, projects, and members.

linearissues, projects, teams, usersissues:read,team:<key>,period:2025-11
Google Drive shared

Synthetic Google Drive with strategy docs, runbooks, and marketing assets.

google_drivefiles, folders, permissionsfiles:read,folder:<id>

Manufacturing

Plant and line telemetry over MQTT.

Target Connector Inside Example scopes
Factory telemetry

Synthetic MQTT broker with plant / line / metric topics.

mqttmessagestopic:<glob>,plant:<code>

CRM

Salesforce, HubSpot, and Twenty CRM — leads, deals, and pipeline graphs.

Target Connector Inside Example scopes
Salesforce CRM (demo)

Synthetic Salesforce instance with leads, contacts, accounts, and opportunities.

salesforceleads, contacts, accounts, opportunitiesleads:read,opportunities:read,period:2025-Q4
Salesforce CRM (your org)live

Live Salesforce CRM objects via your access token.

salesforceleads, contacts, accounts, opportunitiesleads:read,opportunities:read
HubSpot CRM (demo)

Synthetic HubSpot portal with contacts, companies, deals, and tickets.

hubspotcontacts, companies, deals, ticketscontacts:read,deals:read,period:2025-Q4
HubSpot CRM (your portal)live

Live HubSpot CRM objects via your Private App Token.

hubspotcontacts, companies, deals, ticketscontacts:read,deals:read
Twenty CRM (demo)

Synthetic Twenty CRM workspace with people, companies, opportunities, and tasks.

twentypeople, companies, opportunities, tasks, notespeople:read,opportunities:read,period:2026-Q3
Twenty CRM (your workspace)live

Live Twenty CRM objects via your API key (self-hosted or cloud).

twentypeople, companies, opportunities, tasks, notespeople:read,opportunities:read

Analytics

Google Analytics 4 and OpenPanel — funnels and event telemetry.

Target Connector Inside Example scopes
Google Analytics 4 (demo)

Synthetic GA4 property with traffic sources, page views, and conversions.

google_analyticstraffic_sources, page_views, events, conversionstraffic_sources:read,conversions:read,period:2025-11
Google Analytics 4 (your property)live

Live GA4 metrics via your property ID and service account credentials.

google_analyticstraffic_sources, page_views, events, conversionstraffic_sources:read,conversions:read,period:2026-09
OpenPanel Analytics (demo)

Self-hosted product telemetry with privacy-first event and session tracking.

openpanelevents, sessions, profiles, pageviewsevents:read,sessions:read,period:2025-11
OpenPanel / Umami (your project)live

Live product telemetry via your OpenPanel API credentials.

openpanelevents, sessions, profiles, pageviewsevents:read,sessions:read,period:2026-09
PostHog Analytics (demo)

Synthetic PostHog project with user events, persons, feature flags, and cohorts.

posthogevents, persons, cohorts, feature_flags, insightsevents:read,feature_flags:read,period:2026-09
PostHog Analytics (your project)live

Live product events and feature flags via your PostHog personal API key.

posthogevents, persons, cohorts, feature_flags, insightsevents:read,feature_flags:read,period:2026-09

Social & Market Intel

X (Twitter) and LinkedIn — public sentiment, author trends, and company updates.

Target Connector Inside Example scopes
X (Twitter) Posts (demo)

Synthetic X post streams, author profiles, and community engagement metrics.

x_twitterposts, users, mentions, metricsposts:read,users:read,period:2025-11
X (Twitter) Developer APIlive

Live tweet streams and search metrics via your bearer token.

x_twitterposts, users, mentions, metricsposts:read,users:read,period:2026-09
LinkedIn Updates (demo)

Synthetic LinkedIn organizational posts, audience reach, and impression metrics.

linkedincompany_updates, organization_analytics, member_postscompany_updates:read,period:2025-Q4
LinkedIn Community APIlive

Live organization updates and reach analytics via your OAuth token.

linkedincompany_updates, organization_analytics, member_postscompany_updates:read,period:2026-Q3
Reddit Discussions (demo)

Synthetic Reddit discussion streams, submission scores, and subreddit metrics.

redditsubmissions, comments, subreddit_metrics, user_karmasubmissions:read,subreddit_metrics:read,period:2026-09
Reddit Community APIlive

Live submissions and subreddit sentiment via your Reddit OAuth token.

redditsubmissions, comments, subreddit_metrics, user_karmasubmissions:read,subreddit_metrics:read

Graph & Vector DB

Neo4j knowledge graphs, relationship traversal, and Qdrant vector points.

Target Connector Inside Example scopes
Neo4j Knowledge Graph (demo)

Synthetic Neo4j knowledge graph with entity nodes, relationships, and property graphs.

neo4jnodes, relationships, entitiesnodes:read,relationships:read
Neo4j Graph Database (your instance)live

Live graph nodes and relationship traversal via your Cypher endpoint.

neo4jnodes, relationships, entitiesnodes:read,relationships:read
Qdrant Vector Index (demo)

Synthetic vector collections with embeddings and structured payload attributes.

qdrantcollections, points, payloadscollections:read,points:read
Qdrant Vector Database (your cluster)live

Live semantic vector search and point retrieval via your Qdrant API.

qdrantcollections, points, payloadscollections:read,points:read
Memgraph In-Memory Graph (demo)

Synthetic Memgraph graph with healthcare entities, streaming telemetry edges, and research subgraphs.

memgraphnodes, edges, subgraphsnodes:read,edges:read
Memgraph Graph Database (your instance)live

Live in-memory graph traversal via your Memgraph Bolt or HTTP endpoint.

memgraphnodes, edges, subgraphsnodes:read,edges:read
Pinecone Vector Index (demo)

Synthetic Pinecone vector index with high-dimensional embeddings and clinical/audit namespaces.

pineconevectors, collections, namespacesvectors:read,collections:read
Pinecone Vector Database (your index)live

Live vector querying and collection retrieval via your Pinecone API key.

pineconevectors, collections, namespacesvectors:read,collections:read

Enterprise ERP

Oracle NetSuite, Snowflake, and AWS Athena — general ledgers and cloud warehouses.

Target Connector Inside Example scopes
Oracle NetSuite ERP (demo)

Synthetic NetSuite ERP instance with general ledger transactions, invoices, and vendors.

netsuitegl_transactions, invoices, vendors, itemsgl_transactions:read,invoices:read,period:2026-Q3
Oracle NetSuite (your account)live

Live NetSuite SuiteQL queries via your Token-Based Authentication credentials.

netsuitegl_transactions, invoices, vendors, itemsgl_transactions:read,invoices:read
Snowflake Warehouse (demo)

Synthetic Snowflake warehouse with query history, warehouse events, and table storage.

snowflakequery_history, warehouse_events, table_storage, sessionsquery_history:read,table_storage:read,period:2026-Q3
Snowflake Warehouse (your account)live

Live Snowflake SQL queries via your account identifier and keypair/token.

snowflakequery_history, warehouse_events, table_storage, sessionsquery_history:read,table_storage:read
AWS Athena Data Lake (demo)

Synthetic AWS Athena and S3 data lake with query executions, Glue catalogs, and lake metrics.

athenaquery_executions, catalogs, table_partitions, lake_metricsquery_executions:read,lake_metrics:read,period:2026-Q3
AWS Athena / S3 Lakehouse (your account)live

Live AWS Athena queries against Glue data catalogs via your IAM credentials.

athenaquery_executions, catalogs, table_partitions, lake_metricsquery_executions:read,catalogs:read

How to connect

Three ways in — same registry, same scopes, same audit. Open a connection, query it, export the evidence. The agent never receives a credential at any step.

1. Terminal — CLI

hebrah discover                                  # list every target + pack
hebrah inspect demo-postgres-audit               # scope grammar, tables, tiers
hebrah connect demo-postgres-audit \
  --scopes gl:read,period:2025-Q4 --ttl 3600     # scoped, TTL-bound connection
hebrah query <conn> --sql "SELECT * FROM gl LIMIT 10"
hebrah audit <conn> --verify                     # hash chain exits clean

2. Hosted MCP

Point any MCP host at https://mcp.hebrah.com/mcp with an agent key (hb_conn_…) and use the connection tools.

discover_data_sources            # targets + required scopes
connect_to_data_source           # target, scopes, tier, ttl
query_data_source                # rows, metering, audit event id
get_data_source_audit            # hash-chained events
revoke_data_source_connection    # instant, per connection

3. HTTP — headless

POST /v1/connections
{"target_id":"demo-postgres-audit",
 "scopes":["gl:read","period:2025-Q4"],
 "tier":"container","ttl_seconds":3600}
# → 201 {"connectionId":"…","audit_genesis_hash":"…"}

POST /v1/connections/{id}/query   {"sql":"SELECT * FROM gl LIMIT 10"}
GET  /v1/connections/{id}/audit
GET  /v1/audit/verify?connection_id={id}

Production targets work the same way: connect the credential in the dashboard (Settings → Credentials — a read-only Stripe restricted key, a connection URI, a Notion integration token, a Slack bot token…), and the agent discovers it as a target — the credential itself stays with Hebrah, scoped read-only.

Simple use cases

Research digest

A research agent pulls this week’s articles and tagged posts to draft a market digest, then exports the audit trail as its receipt.

Sources: Local research DB + Public REST

connect demo-sqlite-research --scopes table:articles,period:2026-09,tags:ai

Payment reconciliation

A finance agent joins general-ledger entries with Stripe charges and SFTP settlement files — scoped to one period — and leaves one hash-chained trail across all three sources.

Sources: Postgres audit ledger + Stripe billing (demo) + SFTP settlements

connect demo-postgres-audit --scopes gl:read,period:2025-Q4

Weekly ops standup

An ops agent reads last week’s Linear issues and Slack channels to draft a status update — scoped per team, channel, and month.

Sources: Linear tracker + Slack workspace + Notion workspace

connect demo-linear-tracker --scopes issues:read,team:eng,period:2025-11

Content brief

A marketing agent compiles the latest docs from a Drive folder and the client database in Notion into a content brief — every file and row it read is logged.

Sources: Google Drive shared + Notion workspace

connect demo-google-drive-shared --scopes files:read,folder:<id>

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