Highlights
Agent toolsets and a deep agent
Agents can now be equipped with toolsets (#1506, multi-toolset support #1579 — @vishwjeet-pawar03), and a deep-agent mode arrives together with Microsoft Teams, Outlook, and GitHub toolsets (#1642). The catalog grows with a ClickUp toolset (#1688, merge fix #1719 — @darshangodase) and a MariaDB toolset with conversation tasks (#1674 — @Ayushman444). Agents also became aware of their own capabilities (#1670), gained per-agent instructions in the frontend (#1554), and were promoted to the navbar as a beta (#1520). Follow-up fixes covered the Jira toolset (#1596), deep-agent retrieval (#1652), toolset instance deletion (#1624), the toolset config dialog (#1644), removal of the toolset migration (#1657), and stale agent-chat state (#1659).MCP integration on a maturing OAuth2 stack
An MCP server is now bundled with the main service (#1611, fix #1633 — @realaashil), letting MCP-capable AI clients connect to PipesHub. Supporting it, the OAuth2 stack matured substantially: an OAuth Protected Resource Metadata endpoint per RFC 9728 (#1607), Cursor custom-URI support (#1608), OAuth2 frontend pages (#1542), an admin-only developer-settings section (#1553), confirmation dialogs for deleting OAuth apps or revoking tokens (#1547), redirect required only for the authorization-code grant (#1598), auth-middleware handling (#1509 — @rish664), and a series of OAuth and scope fixes (#1507, #1544, #1617).Slack bot: streaming, multi-bot, multi-user threads
The Slack bot switched to the chat stream API for real-time answers (#1526 — @kaushal1999), supports multiple bots per deployment (#1538), and handles multi-user conversations per thread with @mention resolution (#1593). Slack events are now proxied through the Node.js API (#1531 — @abhishekgml1991). Formatting and robustness fixes cover newline rendering (#1566), table streaming and per-message character limits (#1573), email and HTML entities (#1601), @mention stripping from queries (#1529), startup without a configured bot (#1634), permission management (#1552), and general bot fixes (#1625).Neo4j as an alternative graph database
Neo4j support was merged as a graph-database option alongside ArangoDB (#1427 — @tushar1245), with linting integration (#1577), corrected setup instructions (#1606), a KB-sharing-status query fix (#1701), and optional Neo4j support in the Helm chart (#1696 — @anupPradhan0).Web connector overhaul
The web connector got a sustained reliability push from @R0gue-one: a generator-based crawl function (#1539), retry mechanism (#1551), crawl scoped to stay within the start URL with domain checks at processing time (#1641, #1650), connector filters (#1556), content and metadata processing (#1570), improved HTML cleaning (#1618), AVIF processing and better SVG handling (#1541), parent-child relations (#1643), a settings revert back to sync settings (#1587), and rounds of bug fixes (#1610, #1658, crawl fixes #1527 — @realaashil).Seven new datasources and connectors
New sources this cycle: an RSS connector (#1475 — @uncleSlayer), ClickHouse with org APIs (#1488, #1498 — @uncleSlayer), Lattice (#1545 — @rish664), Databricks (#1638), Lumos (#1640), ClickUp (#1683), and a GitHub personal connector (#1469 — @jain-ayush-wyld). The Zoom client/datasource was also refactored (#1684).Breaking changes & upgrade notes
- Deprecated endpoints were removed from the OpenAPI spec (#1582, #1597); the signed-URL download route was removed everywhere in favor of authenticated downloads (#1470).
- The
connector_disabledandpausedindexing statuses were removed from records (#1663); connectors configured for manual sync no longer sync on service startup (#1592). - The KV migration is skipped when etcd is not set up (#1562).
Connectors
- Google Workspace — credentials-creation fix in google.py (#1473), datasource refresh (#1487), shared-with-me query and Drive workspace-credentials fix (#1484), and folder sync for Drive and KB (#1623, #1629 — @R0gue-one)
- Outlook — group-mail web URL and indexing fixes (#1478), recipients and subject included in indexed mail body (#1493), and guidance plus occurrence-delete updates (#1647 — @jatingaur18)
- Microsoft / SharePoint — user-permission mapping fix (#1558 — @mstcomit) and Graph API pagination so all SharePoint sites are discovered (#1550 — @mstcomit)
- Box — bug and issue fixes (#1501 — @realaashil)
- GitHub — user-repos fixes for the personal connector (#1662 — @jain-ayush-wyld)
- Shared connector framework — full sync triggered on filter change with edge deletion (#1515, #1569 — @shrikantNemiwal1), sync-issue fixes (#1675), config-path fix for connector instance deletion (#1534)
Agents & AI
- AWS Bedrock can optionally read IAM role credentials from EC2 (#1514 — @abhishekgml1991)
- New OpenCV + PyMuPDF parser in the parsing pipeline (#1655 — @kaushal1999)
- Fall back to embedding only when document classification fails (#1575)
- Knowledge-retrieval fix (#1520) and Teams channel/team member get-and-add changes (#1646 — @vanshg685)
- Record message enhancements for indexing (#1513)
Fixes
- Knowledge Hub: scoped search (#1464), origin filter (#1653), KB-sharing status (#1697), KB move API (#1510), record
sizeInBytesand default KB name (#1548), a query-change revert across both graph providers (#1508), and a generic KB implementation refactor (#1672) - Graph layer: wrong argument order in
update_node(#1521), collection argument removed fromdelete_parent_child_edge(#1621),get_usercalled withactiveas a keyword (#1702), permission-edge cleanup whenrecord_group_idchanges (#1536 — @jatingaur18), schema fix (#1588) - Records/indexing: cross-loop indexing error (#1555 — @Ayushman444), record-stream API error handling (#1660), app-user validation (#1590)
- UI: model friendly names (#1491), manual-indexing button in connector stats (#1489), connector-stats card buttons (#1557), missing icon (#1561), connector icon for agent knowledge (#1668), axios errors surfaced via snackbar (#1690), non-editable inputs disabled (#1694)
- Misc: CORS now allows PATCH (#1693), Redis client fix (#1586)
Performance & reliability
- Cross-connector record leakage caused by identical
virtualIds fixed (regression) (#1699 — @tushar1245) - Knowledge Hub search/filter latency reduced (#1472), stats-query response time cut (#1574), and
search_with_filtersquery performance improved (#1673) - Connector instance deletion made async with query optimization (#1619); duplicate embedding deletions skipped during bulk delete on instance removal (#1517)
- Compression for local storage (#1468), cache invalidation published from Node.js (#1474), and config/notification services closed cleanly during shutdown (#1480)
Security & authentication
- JIT SAML SSO support (#1502 — @vanshg685) and admin ability to unblock users, with a separate SMTP settings section (#1495)
- Token refresh added to the axios request interceptor (#1656 — @tushar1245)
- Dependency upgrades: axios (#1471), express-rate-limit (#1630), undici (#1665)
Developer experience & infrastructure
- Integration-test workflow for PRs and scheduled runs (#1613 — @Kushagra1122), with an S3 integration test and in-memory store client property (#1523), runner supervision (#1689), and workflow fixes (#1711, #1715, #1716 — @realaashil)
- OpenAPI validator with PR sanity checks (#1482, #1486, #1500 — @rish664), spec check dropped for internal services (#1628), and OpenAPI spec fixes (#1578, #1585)
- Linting: broader rules (#1595), unused-variable and dead-code rules (#1679), lint PR checks running behind a flag (#1704), Ruff/Pyright and Node.js lint made non-fatal (#1706, #1717)
- Gemini rules added then reverted (#1678, #1714); build-break and build fixes with unused-code removal (#1580, #1664)
- Logger colors for warn/error (#1631), README update (#1637), signed-URL route cleanup (#1470)
New contributors
- @vanshg685 made their first contribution in #1502
- @mstcomit made their first contribution in #1558
- @Ayushman444 made their first contribution in #1555
- @anupPradhan0 made their first contribution in #1696
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