ray-r-ren/agent-apprenticeship
The living ecosystem where AI agents complete tasks through workflow loops, improve through iterative execution, are evaluated by mentor agents or humans in the loop, and turn completed work into reusable work experience and data to improve future agents.
Latest metrics (snapshot 2026-10-14)
| stars | 1617 |
|---|---|
| forks | 63 |
| issues | 0 |
| pushed_at | 2026-10-10T16:16:16Z |
History
History chart: 1 daily snapshot so far (archive started 2026-10-14). The line fills in as the daily archive grows; full series via the API.
| Date | GitHub stars |
|---|---|
| 2026-10-14 | 1617 |
ADC Momentum: 46/100
| Growth velocity | 49 |
|---|---|
| Consistency | 39 |
| Recency | 82 |
| Agent demand | 0 |
| Basis | bootstrap |
ADC Momentum (0-100) = 45% growth velocity (stars/likes gained per day in our daily archive, relative and absolute, percentile-ranked within the category) + 20% consistency (share of recent days with growth) + 20% recency (latest push/update/release, decaying) + 15% agent demand (how often AI agents looked it up via our API/MCP this week). MCP servers use release cadence; LLMs use price cuts, context and recency. Recomputed daily; scores marked "bootstrap" use lifetime rates until the archive has enough days. Method
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[](https://agentdataco.com/repo/ray-r-ren/agent-apprenticeship)<a href="https://agentdataco.com/repo/ray-r-ren/agent-apprenticeship"><img src="https://agentdataco.com/badge/repo/ray-r-ren/agent-apprenticeship.svg" alt="ADC Momentum"></a>Details
| description | The living ecosystem where AI agents complete tasks through workflow loops, improve through iterative execution, are evaluated by mentor agents or humans in the loop, and turn completed work into reusable work experience and data to improve future agents. |
|---|---|
| url | https://github.com/ray-r-ren/agent-apprenticeship |
| language | Python |
| license | MIT |
| topics | agent-apprenticeship agent-economy agent-experience agent-learning agent-traces agentic-ai ai-agents autonomous-agents claude-code codex cursor ecosystem-learning |
| created_at | 2026-06-19T16:19:37Z |
| homepage | https://forsy.ai |
Get this data via API or MCP
Full daily history, trends and change events for ray-r-ren/agent-apprenticeship and thousands of other AI-ecosystem entities.
curl -H "Authorization: Bearer $ADC_KEY" \
"https://agentdataco.com/api/v1/github-ai-repos/history?entity=ray-r-ren%2Fagent-apprenticeship"
curl -H "Authorization: Bearer $ADC_KEY" \
"https://agentdataco.com/api/v1/github-ai-repos?repo=ray-r-ren%2Fagent-apprenticeship"Or connect your agent to our remote MCP server: https://agentdataco.com/mcp.
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