Agentic Context Engine is an open-source engine that gives AI agents a persistent learning loop, helping them remember successful strategies and learn from failures across sessions. It is used to improve production agents, and also powers Kayba’s hosted service. Catalogue add-ons support workflows for operating and configuring the engine.
Borrowing it
Nothing to install: this file belongs to kayba-ai/agentic-context-engine. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/kayba-ai/agentic-context-engine/main/.claude/commands/create-pr.mdgit clone --depth 1 https://github.com/kayba-ai/agentic-context-engineWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/commands/kayba-ai/agentic-context-engine/create-pr)<a href="https://agentmods.dev/commands/kayba-ai/agentic-context-engine/create-pr"><img src="https://agentmods.dev/badge/commands/kayba-ai/agentic-context-engine/create-pr/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/commands/kayba-ai/agentic-context-engine/create-pr"><img src="https://agentmods.dev/badge/commands/kayba-ai/agentic-context-engine/create-pr.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00000 | $0.00532 |
| Opus 5.5 | $0.00000 | $0.00213 |
| Sonnet 5.5 | $0.00000 | $0.00106 |
| Haiku 4.5 | $0.00000 | $0.00053 |
Grade A, and why
create-pr scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
What it actually says
Create a pull request for the current branch against main.
Arguments: $ARGUMENTS (optional) — base branch override (defaults to main)
Steps:
-
Validate branch state:
- Get current branch:
git branch --show-current - If on
main, abort with error: "You're on main. Switch to a feature branch first." - Determine base branch: use $ARGUMENTS if provided, otherwise
main
- Get current branch:
-
Check for unmerged commits:
- Run
git log <base>..HEAD --oneline - If no commits, abort: "No unmerged commits against . Nothing to PR."
- Run
-
Gather context (run in parallel):
git diff <base>...HEAD --stat— file change summarygit log <base>..HEAD --format='%h %s'— commit listgit diff <base>...HEAD— full diff for understanding changes
-
Draft PR title and body:
- Analyze the commits and diff to understand the change
- Write a short PR title (under 70 chars, imperative mood)
- Write the body using this format:
## Summary <1-3 bullet points explaining the changes> ## Changes <bulleted list of key file/module changes> ## Test plan <how to verify the changes work>
-
Present draft to user:
- Show the proposed title and body
- Ask: "Push and create this PR?" with options: Yes (create), Edit (let me revise), Cancel
-
On approval:
- Check if branch has upstream:
git rev-parse --abbrev-ref @{upstream} - Push branch:
git push -u origin HEAD - Create PR:
gh pr create --title "<title>" --body "<body>" --base <base> - Show the resulting PR URL
- Check if branch has upstream:
On success, output:
✓ Pushed branch: <branch-name>
✓ Created PR: <pr-url>
Error handling:
- If
ghis not installed: "GitHub CLI (gh) is required. Install it: https://cli.github.com" - If not authenticated: "Run
gh auth loginfirst." - If PR already exists: show the existing PR URL with
gh pr view --web - If push fails: show the git error and abort
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 2mo ago First seen · 57 lines · 0 tokens per session scan A 983d3299473d
create-pr is a command published in the GitHub repository kayba-ai/agentic-context-engine (2,608 stars, last pushed 1mo ago), licensed Apache-2.0. It costs nothing until one of its globs matches a file; then it loads 532 tokens. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
create-pr compared with commands from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| create-prkayba-ai/agentic-context-engine | Command | 2.6k | 1mo ago | Apache-2.0 | A | 0 | Claude Code |
| dream-applyconorbronsdon/agent-memory-kit | Command | 2 | 1mo ago | MIT | A | 20 | Claude Code |
| endconorbronsdon/agent-memory-kit | Command | 2 | 1mo ago | MIT | A | 14 | Claude Code |
| dreamconorbronsdon/agent-memory-kit | Command | 2 | 1mo ago | MIT | A | 0 | Claude Code |
| startconorbronsdon/agent-memory-kit | Command | 2 | 1mo ago | MIT | A | 16 | Claude Code |
| updateconorbronsdon/agent-memory-kit | Command | 2 | 1mo ago | MIT | A | 12 | Claude Code |
| gsd:undomrboups/xbrain | Command | 2 | 1mo ago | MIT | A | 23 | Claude Code |