- Dataset
- 2026-10-27-catalog-ai-v2
- Ruleset
- b2e8889c66f7
- Scanned
- 2026-10-27
- Window
- February–September 15, 2026
Find the ghost tokens. Fix them. Survive compaction. Avoid context quality decay.
01Result
alexgreensh/token-optimizer ↗alexgreensh/token-optimizer AI coding statistics: 48.7%
One person is driving this. The headline number reflects a single contributor's workflow, not a project-wide shift.
02Drivers
What shapes this result
Mode, timing, and detected signatures show whether the result reflects broad adoption or one concentrated workflow.
Assisted or autonomous
Assisted — a developer’s identity authored the commit and the agent added itself as co-author. Autonomous — a bot identity authored the commit without a human identity attached.
Agent share by month
| Month | Agent share | Considered commits |
|---|---|---|
| 2026-02 | 94.4% | 18 |
| 2026-03 | 99.3% | 139 |
| 2026-04 | 30.4% | 207 |
| 2026-05 | 12.7% | 79 |
| 2026-06 | 20.4% | 137 |
| 2026-07 | 80.1% | 191 |
| 2026-08 | 86.3% | 197 |
| 2026-09 | 6.3% | 253 |
Peak month: 99.3%. Bars are scaled to that peak, not to 100%.
Which agents
| Agent | Vendor | Commits | Share |
|---|---|---|---|
| Claude Code | Anthropic | 532 | 43.6% |
| Devin | Cognition | 62 | 5.1% |
| OpenAI Codex | OpenAI | 1 | 0.1% |
03Evidence
Inspect the matches
Public commit samples let you inspect the signatures behind the aggregate result.
Matched commit samples
a686f5cbon GitHubchore: release token-optimizer 5.13.0Claude Codede4c9a63on GitHubchore(openclaw): bump to 2.4.20, Sonnet 5 priced at standard $2/$10Claude Code98ab7ebdon GitHubchore(opencode): bump to 1.1.6, Sonnet 5 priced at standard $2/$10Claude Code306928e7on GitHubtest: widen outer subprocess safety timeouts to 60s for Windows CIDevin37a9546bon GitHubfix: log-index retries transient SQLite locks; widen node test timeoutDevin1105d6caon GitHubchore: bump version to 5.13.14Devin4ad2353fon GitHubfix: support symlinked Codex setup (#70)OpenAI Codex
04Method
What entered the denominator
The result begins with commit history, removes merges and routine automation, and reports literal agent signatures as a lower bound.
Exclusion ledger
| Commits in window | 1,293 |
| Merge commits removed | −62 |
| CI / dependency bots removed | −10 |
| Considered | 1,221 |
Bots are excluded from the denominator entirely. Agent attribution requires a literal supported signature; no code-style inference is used.
Continue exploring
Related coding-agent evidence
Run the same detector locally.
Deterministic signature matching; no code-style inference. Squash merges can remove trailers, so this result remains a measured floor.
npx qmmit-cli alexgreensh/token-optimizer