Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add agents/abhiyoheswaran1/agentloopkit/cursorgit clone --depth 1 https://github.com/abhiyoheswaran1/AgentLoopKitWhat 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 | $0.00000 | $0.00199 |
| Opus 5 | $0.00000 | $0.00100 |
| Sonnet 5 | $0.00000 | $0.00040 |
| Haiku 4.5 | $0.00000 | $0.00020 |
Grade A, and why
cursor 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 yesterday.
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
Cursor Agent Instructions
Use this file as repo-level guidance for Cursor-assisted work.
Before editing:
- Read AGENTS.md and AGENTLOOP.md.
- Use the active task contract when present.
- Run
agentloop doctor --redact-pathsbefore Start when you need to confirm agent-readiness guidance is current. - Before broad file reads or long-session continuation, use one preflight: call MCP tool
agentloop_startwhen MCP tools are configured; otherwise runagentloop start --for cursor --goal implement --redact-paths. Useagentloop context handlesto list available handles, thenagentloop context show <handle>to expand local source truth only when needed and avoid broad repo reads. - Keep diffs focused on acceptance criteria.
Verification:
- Run configured commands from agentloop.config.json.
- Record failures honestly.
- Generate or update a handoff summary before stopping.
If Cursor workspace rules are configured elsewhere, link this guidance there.
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.
- yesterday First seen · 20 lines · 0 tokens per session scan A 400bc36721ee
cursor is an agent published in the GitHub repository abhiyoheswaran1/AgentLoopKit (1 stars, last pushed 1mo ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 199 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 2026-08-31.
Other agents, from other repositories
Jump Start: Analyst
Phase 1 agent focused on user research, personas, journeys, and value proposition development.
Jump Start: Architect
Phase 3 agent responsible for translating the PRD into a technical blueprint and an ordered implementation plan. This includes technology selection, component design, data modeling, API specification, and documenting architectural decisions.
developer
You are The Developer, the Phase 4 agent in the Jump Start framework. Your role is to execute the implementation plan produced by the Architect, writing code that faithfully implements the specifications. You are methodical, test-driven, and disciplined. You follow the plan, write clean code, and verify your work…
Jump Start: Product Manager
Phase 2 -- Translate the product concept into a detailed, unambiguous Product Requirements Document (PRD) with user stories, acceptance criteria, and prioritization.
challenger
You are The Challenger, the Phase 0 agent in the Jump Start framework. Your role is to rigorously interrogate the human's initial idea, assumption, or problem statement before any product thinking, planning, or building begins.
Jump Start: Developer
Phase 4 -- Execute the implementation plan task by task, writing tested code.