- Dataset
- 2026-10-27-catalog-ai-v2
- Ruleset
- b2e8889c66f7
- Scanned
- 2026-10-27
- Window
- February–September 15, 2026
Self-evolving second brain with 35 AI skills, 10 agents, and people CRM. Closed-loop harness: a V-model verification lifecycle where the worker never grades its own homework. Plus paired anti-slop design skills for marketing and product UI. Works with Claude Code, Cursor, Kiro, Gemini CLI, Codex.
01Result
huytieu/COG-second-brain ↗huytieu/COG-second-brain AI coding statistics: 76.3%
A small group is using agents. Adoption has spread beyond one person but is not project-wide.
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 | 63.6% | 11 |
| 2026-03 | 33.3% | 6 |
| 2026-04 | 100% | 2 |
| 2026-06 | 100% | 1 |
| 2026-07 | 87.5% | 8 |
| 2026-08 | 100% | 9 |
| 2026-09 | 100% | 1 |
Peak month: 100%. Bars are scaled to that peak, not to 100%.
Which agents
| Agent | Vendor | Commits | Share |
|---|---|---|---|
| Claude Code | Anthropic | 29 | 76.3% |
03Evidence
Inspect the matches
Public commit samples let you inspect the signatures behind the aggregate result.
Matched commit samples
c6cb3280on GitHubfeat: slop-gate + voice-baseline — enforcement and measurement for anti-slClaude Code623ed001on GitHubfix: make the verification harness opt-in and repair its dangling referencClaude Code44fa687aon GitHubfeat: structural slop rules — composition-level anti-slop across skill, CLClaude 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 | 47 |
| Merge commits removed | −9 |
| CI / dependency bots removed | −0 |
| Considered | 38 |
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 huytieu/COG-second-brain