Dataset: 2026-10-27-catalog-ai-v2
Ruleset: b2e8889c66f7
Scanned: 2026-10-27
Window: February–September 15, 2026

Catalog tracking observation. This repository is measured with the same fixed window and ruleset, but it is not part of the published benchmark or its aggregate claims.

Grounded Docs MCP Server: Open-Source Alternative to Context7, Nia, and Ref.Tools

01Result

arabold/docs-mcp-server ↗

arabold/docs-mcp-server AI coding statistics: 41.2%

of 204 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate

41.2% agent · top contributor 54.8%4 contributors

team

A small group is using agents. Adoption has spread beyond one person but is not project-wide.

agent commits

120

other considered commits

agent contributors

54.8%

largest contributor

02Drivers

What shapes this result

Mode, timing, and detected signatures show whether the result reflects broad adoption or one concentrated workflow.

Assisted or autonomous

81assisted

3autonomous

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

Peak month: 93.3%. Bars are scaled to that peak, not to 100%.

Which agents

Agent	Vendor	Commits	Share
Claude Code	Anthropic	67	32.8%
GitHub Copilot	GitHub	17	8.3%

03Evidence

Inspect the matches

Public commit samples let you inspect the signatures behind the aggregate result.

Matched commit samples

1ba9b462 on GitHubfix(embeddings): request float encoding for openai-compatible providersClaude Code
de7a4d5d on GitHubtest(docker): verify the production image serves the web UIClaude Code
05f433de on GitHubdocs: refresh dashboard screenshot for the new admin UIClaude Code
7087ebb4 on GitHubci: upgrade github actions to node24 runtimeGitHub Copilot
dd0f9718 on GitHubfix(scraper): refine table splitting fallbackGitHub Copilot
68ec6465 on GitHubfix(scraper): guard browser kill failuresGitHub Copilot

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	306
Merge commits removed	−79
CI / dependency bots removed	−23
Considered	204

Bots are excluded from the denominator entirely. Agent attribution requires a literal supported signature; no code-style inference is used.

Continue exploring

Claude Code commitsBrowse repositories with detected Claude Code signatures →GitHub Copilot commitsBrowse repositories with detected GitHub Copilot signatures →TypeScript AI coding statisticsCompare evidence across TypeScript repositories →GitHub AI commit analyzerInspect another repository with the same evidence model →

Reproduce this observation

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 arabold/docs-mcp-server

Scan another repository

Try

Month	Agent share	Considered commits
2026-01	0%	4
2026-02	5.6%	36
2026-03	0%	33
2026-04	16.7%	6
2026-05	52.4%	63
2026-06	93.3%	15
2026-07	81.8%	11
2026-08	69.4%	36