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Research observatory 17 / Projects and maintainers

Open-Source AI Ecosystem Health

Tracks explicitly open AI tools, release activity, categories, mentions, and disclosed project destinations.

Archived snapshotv30Sep 25, 2026
View latest dataset
Open tools
43

Explicit open/self-hosted evidence

Categories
4

Directory coverage

Mentions
0

Tracked editorial references

Recently mentioned
43

Has a recorded mention date

Interactive figureOpen-source health
CSV JSON
Data status4 verified observations

Bar height represents tracked open tools. Colors separate the recorded series.

Verified observationHover or focus any mark for exact valuesLast updated Sep 25, 2026

Version ledger

Frozen public editions

Each edition preserves the records, method, sources, and downloads available at publication time.

  1. v30 / latestSep 25, 202643 records / 43 sources

    Source-backed fields changed; the frozen snapshot contains 43 records.

  2. v29Sep 24, 202643 records / 43 sources

    +2 records; +2 sources; updated Open tools, Recently mentioned. The frozen snapshot contains 43 records.

  3. v28Sep 23, 202641 records / 41 sources

    +2 records; +2 sources; updated Open tools, Recently mentioned. The frozen snapshot contains 41 records.

  4. v27Sep 22, 202639 records / 39 sources

    +3 records; +3 sources; updated Open tools, Recently mentioned. The frozen snapshot contains 39 records.

  5. v26Sep 21, 202636 records / 36 sources

    +2 records; +2 sources; updated Open tools, Recently mentioned. The frozen snapshot contains 36 records.

  6. v25Sep 20, 202634 records / 34 sources

    +2 records; +2 sources; updated Open tools, Recently mentioned. The frozen snapshot contains 34 records.

  7. v24Sep 19, 202632 records / 32 sources

    +4 records; +4 sources; updated Open tools, Recently mentioned. The frozen snapshot contains 32 records.

  8. v23Sep 18, 202628 records / 28 sources

    +1 records; +1 sources; updated Open tools, Recently mentioned. The frozen snapshot contains 28 records.

  9. v22Sep 17, 202627 records / 27 sources

    +2 records; +2 sources; updated Open tools, Recently mentioned. The frozen snapshot contains 27 records.

  10. v21Sep 16, 202625 records / 25 sources

    updated Categories. The frozen snapshot contains 25 records.

  11. v20Sep 15, 202625 records / 25 sources

    +2 records; +2 sources; updated Open tools, Categories, Recently mentioned. The frozen snapshot contains 25 records.

  12. v19Sep 14, 202623 records / 23 sources

    Source-backed fields changed; the frozen snapshot contains 23 records.

  13. v18Sep 13, 202623 records / 23 sources

    Source-backed fields changed; the frozen snapshot contains 23 records.

  14. v17Sep 12, 202623 records / 23 sources

    +1 records; +1 sources; updated Open tools, Recently mentioned. The frozen snapshot contains 23 records.

  15. v16Sep 11, 202622 records / 22 sources

    Source-backed fields changed; the frozen snapshot contains 22 records.

  16. v15Sep 10, 202622 records / 22 sources

    +1 records; +1 sources; updated Open tools, Recently mentioned. The frozen snapshot contains 22 records.

  17. v14Sep 9, 202621 records / 21 sources

    +2 records; +2 sources; updated Open tools, Recently mentioned. The frozen snapshot contains 21 records.

  18. v13Sep 8, 202619 records / 19 sources

    Source-backed fields changed; the frozen snapshot contains 19 records.

  19. v12Sep 7, 202619 records / 19 sources

    +2 records; +2 sources; updated Open tools, Recently mentioned. The frozen snapshot contains 19 records.

  20. v11Sep 6, 202617 records / 17 sources

    +2 records; +2 sources; updated Open tools, Recently mentioned. The frozen snapshot contains 17 records.

  21. v10Sep 5, 202615 records / 15 sources

    +1 records; +1 sources; updated Open tools, Recently mentioned. The frozen snapshot contains 15 records.

  22. v9Sep 4, 202614 records / 14 sources

    +2 records; +2 sources; updated Open tools, Categories, Recently mentioned. The frozen snapshot contains 14 records.

  23. v8Sep 3, 202612 records / 12 sources

    +2 records; +2 sources; updated Open tools, Categories, Recently mentioned. The frozen snapshot contains 12 records.

  24. v7Sep 2, 202610 records / 10 sources

    +1 records; +1 sources; updated Open tools, Recently mentioned. The frozen snapshot contains 10 records.

  25. v6Sep 1, 20269 records / 9 sources

    +2 records; +2 sources; updated Open tools, Recently mentioned. The frozen snapshot contains 9 records.

  26. v5Aug 31, 20267 records / 7 sources

    +1 records; +1 sources; updated Open tools, Recently mentioned. The frozen snapshot contains 7 records.

  27. v4Aug 30, 20266 records / 6 sources

    Source-backed fields changed; the frozen snapshot contains 6 records.

  28. v3Aug 29, 20266 records / 6 sources

    +2 records; +2 sources; updated Open tools, Categories, Recently mentioned. The frozen snapshot contains 6 records.

  29. v2Aug 27, 20264 records / 4 sources

    +2 records; +2 sources; updated Open tools, Recently mentioned. The frozen snapshot contains 4 records.

  30. v1Aug 27, 20262 records / 2 sources

    Initial public snapshot with 2 records and 2 cited sources.

Coverage note

This is the directory baseline, not yet a GitHub vitality ranking. Stars, contributors, issue response, and maintainer concentration are intentionally absent until canonical repositories can be verified.

Dataset ID
spd:open-source-health
Stable URL
/research/open-source-health
Version
v30
Coverage
Live collection
Records
43
Fields
7
Updated

Read the data

The records behind the figure

CSV JSON
Open-Source AI Ecosystem Health data records
ToolCategoryPricingFirst seenLast mentionedMentionsProject website
session-indexercoding—2026-08-262026-08-260https://valpere.github.io/projects/session-indexer/
PostHog Desktopcoding—2026-08-262026-08-260https://posthog.com/desktop
GitNexus (Akon Labs)coding—2026-08-272026-08-270https://www.akonlabs.com/
Tracciacoding—2026-08-272026-08-270https://traccia.ai/
Firecrawl Developer Indexcoding—2026-08-282026-08-290https://www.firecrawl.dev/developer-index
Microduckproductivity—2026-08-282026-08-300https://pollen-robotics.com/microduck/
oMLXcoding—2026-08-302026-08-310https://omlx.ai/
Superagentcoding—2026-08-312026-08-310https://superagent.computer/
Hy4 previewproductivity—2026-08-312026-08-310https://aistudio.tencent.com/
Naseemcoding—2026-09-012026-09-020https://ayman3000.github.io/naseem-app/
HydraDB OSScoding—2026-09-022026-09-020https://hydradb.com/
Doopcreative—2026-09-022026-09-020https://doop.design/
Omiresearch—2026-09-032026-09-030https://www.omi.me/
ARBRcoding—2026-09-032026-09-030https://projectarbr.org/
Clockworkcoding—2026-09-042026-09-040https://vimoxshah.github.io/clockwork/
dif.shcoding—2026-09-052026-09-050https://www.dif.sh/
Experiential Labscoding—2026-09-052026-09-050https://www.experientiallabs.ai/
Kit by Speakeasycoding—2026-09-062026-09-060https://github.com/speakeasy-api/kit
Ponytailcoding—2026-09-062026-09-060https://ponytail.dev/
Switchcoding—2026-09-082026-09-080https://www.flintai.dev/products/switch
Relaticlecoding—2026-09-082026-09-090https://relaticle.com/
Mastra Factorycoding—2026-09-092026-09-090https://mastra.ai/factory
Cline Desktop Appcoding—2026-09-112026-09-110https://cline.bot/desktop
Oatscoding—2026-09-142026-09-140https://ariso.ai/oats
TryCasecoding—2026-09-142026-09-160https://trycase.dev/
Appwrite 2.0coding—2026-09-162026-09-160https://appwrite.io/
Weave Router 2.0coding—2026-09-162026-09-160https://weaveos.com/products/router
MCPJamcoding—2026-09-172026-09-170https://www.mcpjam.com/
Yoetzcoding—2026-09-182026-09-180https://yoetz.dev/
Mantlecoding—2026-09-182026-09-180https://mantle.tools/
Eggshellcoding—2026-09-182026-09-180https://github.com/momonpya/eggshell
Locicoding—2026-09-182026-09-180https://github.com/sidd-bme/loci-app
Bolt Forgecoding—2026-09-192026-09-190https://bolt.new/
Ruby UTCPcoding—2026-09-192026-09-190https://universal-tool-calling-protocol.github.io/ruby/
Mycelcoding—2026-09-202026-09-200https://mycelai.dev/
claudebillcoding—2026-09-202026-09-200https://github.com/aitechexplore/claudebill
Hyrax AIcoding—2026-09-212026-09-210https://hyrax.dev/
Gradio Workflowcoding—2026-09-212026-09-210https://www.gradio.app/
SecAIQ Watchcoding—2026-09-212026-09-210https://secaiq.com/secaiq-watch-see-what-your-ai-tools-are-doing
MiMo-V2.6productivity—2026-09-222026-09-220https://mimo.xiaomi.com/
Prowler Cloudcoding—2026-09-222026-09-230https://prowler.com/prowler-cloud
MiMocoding—2026-09-232026-09-230https://mimo.mi.com/
Jev Statecoding—2026-09-232026-09-230https://jev-state.vercel.app/

Measurement technique

How to read this report

  1. 01A tool enters the baseline only when its stored description, tags, destination, or use case explicitly identifies open-source or self-hosted availability.
  2. 02Directory mentions and dates describe Superpower Daily coverage, not repository commits or contributor activity.
  3. 03Repository-level health metrics will be published prospectively after canonical repository identities are captured.

Sources

Evidence

40 publishers supporting 43 records. Expand a publisher to inspect its cited pages.

GitHubgithub.com4 sources / 4 records
Kit by Speakeasy1 supporting recordEggshell1 supporting recordLoci1 supporting recordclaudebill1 supporting record
aistudio.tencent.comaistudio.tencent.com1 source / 1 record
Hy4 preview1 supporting record
akonlabs.comakonlabs.com1 source / 1 record
GitNexus (Akon Labs)1 supporting record
appwrite.ioappwrite.io1 source / 1 record
Appwrite 2.01 supporting record
ariso.aiariso.ai1 source / 1 record
Oats1 supporting record
ayman3000.github.ioayman3000.github.io1 source / 1 record
Naseem1 supporting record
Show 34 more publishers
bolt.newbolt.new1 source / 1 record
Bolt Forge1 supporting record
cline.botcline.bot1 source / 1 record
Cline Desktop App1 supporting record
dif.shdif.sh1 source / 1 record
dif.sh1 supporting record
doop.designdoop.design1 source / 1 record
Doop1 supporting record
experientiallabs.aiexperientiallabs.ai1 source / 1 record
Experiential Labs1 supporting record
firecrawl.devfirecrawl.dev1 source / 1 record
Firecrawl Developer Index1 supporting record
flintai.devflintai.dev1 source / 1 record
Switch1 supporting record
gradio.appgradio.app1 source / 1 record
Gradio Workflow1 supporting record
hydradb.comhydradb.com1 source / 1 record
HydraDB OSS1 supporting record
hyrax.devhyrax.dev1 source / 1 record
Hyrax AI1 supporting record
jev-state.vercel.appjev-state.vercel.app1 source / 1 record
Jev State1 supporting record
mantle.toolsmantle.tools1 source / 1 record
Mantle1 supporting record
mastra.aimastra.ai1 source / 1 record
Mastra Factory1 supporting record
mcpjam.commcpjam.com1 source / 1 record
MCPJam1 supporting record
mimo.mi.commimo.mi.com1 source / 1 record
MiMo1 supporting record
mimo.xiaomi.commimo.xiaomi.com1 source / 1 record
MiMo-V2.61 supporting record
mycelai.devmycelai.dev1 source / 1 record
Mycel1 supporting record
omi.meomi.me1 source / 1 record
Omi1 supporting record
omlx.aiomlx.ai1 source / 1 record
oMLX1 supporting record
pollen-robotics.compollen-robotics.com1 source / 1 record
Microduck1 supporting record
ponytail.devponytail.dev1 source / 1 record
Ponytail1 supporting record
posthog.composthog.com1 source / 1 record
PostHog Desktop1 supporting record
projectarbr.orgprojectarbr.org1 source / 1 record
ARBR1 supporting record
prowler.comprowler.com1 source / 1 record
Prowler Cloud1 supporting record
relaticle.comrelaticle.com1 source / 1 record
Relaticle1 supporting record
secaiq.comsecaiq.com1 source / 1 record
SecAIQ Watch1 supporting record
superagent.computersuperagent.computer1 source / 1 record
Superagent1 supporting record
traccia.aitraccia.ai1 source / 1 record
Traccia1 supporting record
trycase.devtrycase.dev1 source / 1 record
TryCase1 supporting record
universal-tool-calling-protocol.github.iouniversal-tool-calling-protocol.github.io1 source / 1 record
Ruby UTCP1 supporting record
valpere.github.iovalpere.github.io1 source / 1 record
session-indexer1 supporting record
vimoxshah.github.iovimoxshah.github.io1 source / 1 record
Clockwork1 supporting record
weaveos.comweaveos.com1 source / 1 record
Weave Router 2.01 supporting record
yoetz.devyoetz.dev1 source / 1 record
Yoetz1 supporting record
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