Install
$ agentstack add skill-ariaxhan-the-agent-library-brainstorm-with-entropy ✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.
Security review
✓ PassedNo issues found. Passed automated security review. · v0.1.0 How review works →
- ✓ Prompt-injection patterns
- ✓ Secret / credential exfiltration
- ✓ Dangerous shell & filesystem operations
- ✓ Untrusted network calls
- ✓ Known-malicious package signatures
What it can access
- ✓ Network access No
- ✓ Filesystem access No
- ✓ Shell / process execution No
- ✓ Environment & secrets No
- ✓ Dynamic code execution No
From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.
Verified badge
Passed review? Show it. Paste this badge into your README, it links to the public security report.
Reliability & compatibility
Declared compatibility
Compatibility is declared by the source manifest. End-to-end runtime verification is coming, see below.
We're building live execution health for every listing: tool-call success rate, median latency, uptime, and last-checked timestamps, measured, not self-reported. It isn't live yet, so we don't show numbers we can't stand behind.
How agent discovery & health will work →About
Brainstorm with Entropy
Ordinary brainstorming converges on the obvious because it optimizes for what's safe. This does the opposite: it forces distance from the first answer using named techniques, then ranks by novelty so the strange ideas survive long enough to be considered.
The output is range, not a single safe pick. Converge later, on request.
1. Extract the constraints
Pin down before generating:
- Domain: what space are we in.
- Goal: what a win looks like.
- Hard limits: budget, time, audience, non-negotiables.
- Anti-goals: what it must not be. These matter as much as the goal; they're what keep the ideas from collapsing back to the obvious.
2. Inject entropy with named techniques
Use at least two. Naming the technique lets the user say "more like that."
| Technique | How to apply it | |---|---| | Inversion | Solve the opposite problem, then flip the answer back. | | Domain-collision | Borrow the mechanism from an unrelated field and force-fit it here. | | Constraint-flip | Remove the constraint everyone assumes, or add an absurd one. | | Scale-shift | Do it for 1 person, then for 10 million. What changes? | | Audience-swap | Build it for the wrong audience: a child, an expert, an enemy. | | Time-warp | How would this be done in 1900? In 2100? | | Subtraction | Remove the most "essential" part. What's left? | | Analogy-mining | "This is like ___." Chase the analogy to its consequences. |
3. Generate 5–10 ideas in a fixed shape
Each idea:
- Name: a memorable handle.
- Pitch: one line.
- Core insight: why it could work.
- Source: which technique or collision produced it.
- Risk: the main reason it might fail.
- Cheap signal: the smallest test that would validate or kill it.
Force at least one idea that makes you wince or laugh. If nothing's uncomfortable, you haven't added enough entropy.
4. Rank by entropy, not feasibility
Order the list by novelty and surprise, the distance from the obvious answer, not by how safe or buildable each is. Ranking by feasibility quietly re-sorts the safe idea back to the top and defeats the whole exercise.
5. Converge only when asked
Offer to narrow to the most promising candidates, but don't collapse to the comfortable option by default. Let the user pull the lever from divergence to convergence.
Output
Return:
- A ranked idea list (most novel first), each in the Name / Pitch / Insight / Source / Risk / Signal shape.
- The techniques used, so the user can ask for more from a specific one.
- Optionally, the list appended to an idea-bank file for later.
Source & license
This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.
- Author: ariaxhan
- Source: ariaxhan/the-agent-library
- License: MIT
Install and usage instructions live in the source repository linked above.
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Versions
- v0.1.0 Imported from the upstream source.