billion-token-one-task/Deepgraph
Token-scale scientific discovery engine — autonomous hypothesis generation, experiment execution, and knowledge graph synthesis
2.7k stars · 46 forks · Python
Quick update: star history is from the full report of Nov 8, 2026.
Caution
One person wrote most of the recent commits.
Why
- One person wrote 75% of human commits in the last year, so the project depends on them continuing. (source 1, source 2)
- Star growth includes 1 unexplained burst, about 2,000 stars above the usual rate (74 % of all stars). Anyone can buy stars for any repo. (source 1)
What would change this
- A second person takes a substantial share of commits.
- A new star analysis that no longer finds unexplained bursts.
- Partly checked: maintenance (Commit counts are estimated: the commit sample stops before the window start, so GitHub's totals were scaled by the sampled bot share.; Authors in the last 90 days are counted from the sampled commits only.; Only 0 recent issues can be checked for a response, too few to measure response time.)
Maintenance
PartialActive
- Human commits, 30 days
- 46
- Human commits, 90 days
- 320
- Human commits, 365 days
- 568
- Bot share of commits, 365 days
- 0%
- Last commit
- Oct 24, 2026 (19 days ago)
- Last human commit
- Oct 24, 2026 (19 days ago)
- Authors, 90 days
- 3
- Last release
- Jun 11, 2026 (5 months ago)
- Median PR merge time
- under an hour
Too few recent issues to measure responsiveness.
- Commit counts are estimated: the commit sample stops before the window start, so GitHub's totals were scaled by the sampled bot share.
- Authors in the last 90 days are counted from the sampled commits only.
- Only 0 recent issues can be checked for a response, too few to measure response time.
Sources: Commits, Releases, Merged pull requests, Issues
People
Complete- Owner
- Organization
- Commits sampled
- 100 since Nov 12, 2025
- Authors for half of commits
- 1
- Authors for 80% of commits
- 2
- Contributors
- 6
Top committers
- ops: 75% of commits
- Protocol-zero-0: 20% of commits
- Kemalau: 5% of commits
- Shares come from the newest sampled commits, since the commit sample is capped.
Sources: Commits, Contributors
Stars
CompleteUnexplained bursts, confidence medium
Bursts
- Oct 15, 2026 to Nov 7, 2026: about 2k more stars than usual, peak 282 in one day, a shape we can't classify. No outside explanation found, so this burst is unexplained.
- Engagement is low for a repo this size (forks, watchers, issues, contributors).
Anyone can buy stars for any repo; bursts alone don't prove the owner did.
- Unexplained bursts: stars arrived with no matching forks, issues, releases, or launch coverage.
- Forks, watchers, issues, and contributors are low for the number of stars.
- Anyone can buy stars for any repo, so this describes the star history only.
- Star history from the full report of Nov 8, 2026; this update did not re-read it.
Sources: How star history is analyzed
Risk
CompleteFlags
No risk flags.
License
- Now
- MIT (OSI-approved)
- A year ago
- Not known
Packages
No published packages found.
Compare
Weighing billion-token-one-task/Deepgraph against an alternative? See both side by side.
Badge
Add this to a README to show the current verdict:
[](https://reporadar.ai/billion-token-one-task/Deepgraph)Follow
Get told when this verdict changes. Add the feed to any feed reader: you get one entry per change, not one per refresh.
https://reporadar.ai/billion-token-one-task/Deepgraph/feed.xmlMore repos rated Caution
- youssofal/
MTPLX 2.7k stars - CrossPaste/
crosspaste-desktop 2.7k stars - lobehub/
lobe-icons 2.7k stars - pass-with-high-score/
blockads-android 2.7k stars - papersgpt/
papersgpt-for-zotero 2.7k stars - MG1937/
ASC 2.7k stars
Earlier verdicts
- Nov 12, 2026: Caution
- Nov 11, 2026: Caution
- Nov 10, 2026: Caution
- Nov 9, 2026: Caution
- Nov 8, 2026: Caution