- Dataset
- 2026-10-27-catalog-ai-v2
- Ruleset
- b2e8889c66f7
- Scanned
- 2026-10-27
- Window
- February–September 15, 2026
A self-learning system for Claude Code that captures corrections, positive feedback, and preferences — then syncs them to CLAUDE.md and AGENTS.md.
01Result
BayramAnnakov/claude-reflect ↗BayramAnnakov/claude-reflect AI coding statistics: 64.3%
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 | 66.7% | 6 |
| 2026-03 | 50% | 4 |
| 2026-05 | 50% | 2 |
| 2026-08 | 100% | 2 |
Peak month: 100%. Bars are scaled to that peak, not to 100%.
Which agents
| Agent | Vendor | Commits | Share |
|---|---|---|---|
| Claude Code | Anthropic | 9 | 64.3% |
03Evidence
Inspect the matches
Public commit samples let you inspect the signatures behind the aggregate result.
Matched commit samples
7139502bon GitHubfix: use ASCII in capture confirmation so Windows consoles don't raiseClaude Code1546c2e2on GitHubfix: stop capturing plain statements that begin with "no"Claude Code87c604e5on GitHubfeat: follow inclusion graph from memory files to expand /reflect targetsClaude Code
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 | 17 |
| Merge commits removed | −3 |
| CI / dependency bots removed | −0 |
| Considered | 14 |
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 BayramAnnakov/claude-reflect