142 Collaboration tools tracked by Sparkpulse, ranked by velocity_score — a blend of release cadence and editorial spark count. Updated continuously as new releases ship.
Team collaboration, project management, and communication tools
Updated Oct 28, 2026
In 2026, Sparkpulse tracks 142 Collaboration products and ranks them by shipping velocity — how frequently each ships meaningful updates, measured from official changelogs rather than editorial opinion. The highest-velocity Collaboration tools by score right now are GitHub, Teable and Double, though no single product dominated shipping this period. Across the sector, 9 meaningful releases shipped in the last 30 days.
How this ranking works: Rankings are based on shipping velocity — how frequently each product released meaningful updates in the last 30 days, verified from official changelogs, GitHub releases, and RSS feeds. It is a measure of momentum, not popularity or revenue.
10 products ranked by velocity_score (sector-relative cadence + 30d spark count). Tap a row for the full trajectory.
Why each leader ranks where it does — generated from release data and updated as new versions ship.
Teable ranks #2 in Collaboration by velocity score in 2026. Its most recent meaningful update was “Chat-first workspace preview, named queries, data-retention controls”. Its velocity score of 7.5 out of 10 blends release cadence with a 30-day spark count, verified against its official changelog. Teable's Structured Query v2 now reports across multi-hop relations, with a strict mode against SQL.
Double ranks #3 in Collaboration by velocity score in 2026. Its most recent meaningful update was “Ask Double comes to Xero; Consolidations enters beta”. Its velocity score of 7.5 out of 10 blends release cadence with a 30-day spark count, verified against its official changelog. Ask Double can now read and post in Microsoft Teams on an accountant's behalf.
Mattermost ranks #4 in Collaboration by velocity score in 2026. Its most recent meaningful update was “Mattermost v12: Agents Are Doing the Work. Now Control What They Can See.”. Its velocity score of 6.3 out of 10 blends release cadence with a 30-day spark count, verified against its official changelog. Mattermost v12 puts user-scoped permissions, private models and audit trails on every agent action.
Readwise ranks #5 in Collaboration by velocity score in 2026. Its most recent meaningful update was “Readwise unbundles: Reader-only and Highlights-only plans”. Its velocity score of 6.3 out of 10 blends release cadence with a 30-day spark count, verified against its official changelog. Readwise splits its bundle into Reader-only and Highlights-only plans and renames its first app.
Softr ranks #6 in Collaboration by velocity score in 2026. Its most recent meaningful update was “Migrate from Airtable”. Its velocity score of 6.3 out of 10 blends release cadence with a 30-day spark count, verified against its official changelog. Softr adds a one-click path off Airtable, moving data, automations and apps onto Softr Database.
Wiki.js ranks #7 in Collaboration by velocity score in 2026. Its most recent meaningful update was “Wiki.js 3 beta.705: built-in MCP server, page lifecycle rules”. Its velocity score of 6.3 out of 10 blends release cadence with a 30-day spark count, verified against its official changelog. Wiki.js 3 beta.705 ships a built-in MCP server and page ownership with lifecycle rules.
Wiki.js ranks #8 in Collaboration by velocity score in 2026. Its most recent meaningful update was “Wiki.js 3.0 beta adds MCP server and page lifecycle rules”. Its velocity score of 6.3 out of 10 blends release cadence with a 30-day spark count, verified against its official changelog. Wiki.js 3.0 beta ships an MCP server so AI agents can work against the wiki directly.
Hive ranks #9 in Collaboration by velocity score in 2026. Its most recent meaningful update was “Edit PDF text and let agents apply proof feedback”. Its velocity score of 6.3 out of 10 blends release cadence with a 30-day spark count, verified against its official changelog. Hive lets agents act on proof feedback and puts its tasks inside Claude and ChatGPT.
No single Collaboration tool dominated shipping this period. GitHub holds the top velocity score (10.0/10) — a blend of longer-term release cadence and recent updates — while it shipped 1 meaningful update in the last 30 days.
Across the 142 Collaboration products Sparkpulse tracks, 9 meaningful releases (sparks) shipped in the last 30 days. The most active shippers were GitHub, Teable and Double.
Sparkpulse tracks 142 Collaboration products, 30 with full editorial commentary, updated continuously as new releases ship.
Rankings are based on shipping velocity — how frequently each product released meaningful updates in the last 30 days, verified from official changelogs, GitHub releases, and RSS feeds. It is a measure of momentum, not popularity or revenue.