Pulse
2026-09-18-v3.0
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.

An AI Gateway, registry, and proxy that sits in front of any MCP, A2A, or REST/gRPC APIs, exposing a unified endpoint with centralized discovery, guardrails and management. Optimizes Agent & Tool calling, and supports plugins.

01Result

IBM/mcp-context-forge ↗

IBM/mcp-context-forge AI coding statistics: 2.1%

of 1,160 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
2.1% agent · top contributor 20.8%15 contributors
org-wide

Adoption is broad. Many contributors are committing agent-authored work, which is what a real organisational rollout looks like.

24
agent commits
1,136
other considered commits
15
agent contributors
20.8%
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

24assisted
0autonomous

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

Agent-attributed commit share by month
MonthAgent shareConsidered commits
2026-020%244
2026-031.3%231
2026-047.7%168
2026-053.8%130
2026-060%112
2026-070.7%146
2026-081.2%85
2026-092.3%44

Peak month: 7.7%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic242.1%

03Evidence

Inspect the matches

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

Matched commit samples

  • ab559ddd on GitHubfeat(vault): support A2A agents wrapped as MCP tools (#6395)Claude Code
  • 7032616c on GitHub[FEATURE] Pluggable OAuth Token Storage with HashiCorp Vault Backend (#559Claude Code
  • 6d3e6ac7 on GitHubfix(rbac): add unique constraints for role/user_role race (#4482) (#4636Claude 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 window1,160
Merge commits removed−0
CI / dependency bots removed−0
Considered1,160

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 →Python AI coding statisticsCompare evidence across Python 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 IBM/mcp-context-forge

Scan another repository

Try