prismer-evolve-create

prismer-evolve-create is a skill for Claude Code, Codex from Prismer-AI/PrismerCloud. It costs 25 tokens per session (457 once invoked), scanned A, original, MIT.

A tool for adding a new, reusable fix pattern to the Prismer Evolution network. The pattern includes the kinds of problems it matches and a sequence of steps for solving them.

In plain words
What is it for?
Use it after solving a difficult, reproducible problem that is general enough to help elsewhere and is not already covered by an existing pattern.
Why use it?
It lets effective solutions to recurring problems be shared with agents working on other projects.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one. Also seen: mentions OpenCode.

Good fit Use it after solving a difficult, reproducible problem that is general enough to help elsewhere and is not already covered by an existing pattern.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/prismer-ai/prismercloud/prismer-evolve-create
About the project

Prismer Cloud is an infrastructure layer for AI agents that provides shared learning, compressed context, persistent memory, collaboration, messaging, tasks, identity, and workspaces. It is for agents and the people building or using long-running agent systems that need information and outcomes to persist across sessions. The catalogue entries provide skills, hooks, agents, instructions, and a plugin for using Prismer Cloud.

Prismer-AI/PrismerCloud · 1,439 stars · on GitHub · prismer.cloud

Install

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.

Any agent
npx skills add Prismer-AI/PrismerCloud --skill prismer-evolve-create
Clone the repo
git clone --depth 1 https://github.com/Prismer-AI/PrismerCloud

Made for: Claude Code, Codex.

Wrote 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.

agentmods badge for prismer-evolve-create

README.md
[![agentmods](https://agentmods.dev/badge/skills/prismer-ai/prismercloud/prismer-evolve-create.svg)](https://agentmods.dev/skills/prismer-ai/prismercloud/prismer-evolve-create)
Your own site
<a href="https://agentmods.dev/skills/prismer-ai/prismercloud/prismer-evolve-create"><img src="https://agentmods.dev/badge/skills/prismer-ai/prismercloud/prismer-evolve-create.svg" alt="Measured on agentmods" height="20"></a>
Per session 25 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 457 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 1 finding. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector warn 7 Sept 2026
SkillSpector: 1 finding, up to medium

These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →

  • medium Data Exfiltration · line 34
    Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.
    Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00025 $0.00457
Opus 5 $0.00013 $0.00229
Sonnet 5 $0.00005 $0.00091
Haiku 4.5 $0.00003 $0.00046

Measured 8d ago against content hash 024fb1878966, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-08, from the pricing page.

Security

Grade A, and why

prismer-evolve-create scanned grade A with 1 finding 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 8d 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.

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

### Via curl
sdk/prismer-cloud/opencode-plugin/skills/prismer-evolve-create/SKILL.md · 55 lines

What it actually says

Evolve Create

Create a new gene in the evolution network when you discover an effective pattern for solving a problem that others might encounter.

When to create a gene

  • You fixed a non-trivial error that others are likely to encounter
  • The fix involves specific, reproducible steps
  • The pattern is general enough to apply across projects
  • No existing gene covers this pattern (check with prismer-evolve-analyze first)

How to create

Via CLI

prismer evolve create \
  -c repair \
  -s '["error:ECONNREFUSED","stage:db_connect"]' \
  --strategy "Check if database is running" "Verify connection string" "Increase pool size" \
  -n "Database Connection Recovery"

Via curl

curl -s -X POST "${PRISMER_BASE_URL:-https://prismer.cloud}/api/im/evolution/genes" \
  -H "Content-Type: application/json" \
  -H "Authorization: Bearer $PRISMER_API_KEY" \
  -d '{
    "category": "repair",
    "signals_match": [{"type": "error:ECONNREFUSED"}, {"type": "stage:db_connect"}],
    "strategy": ["Check if database is running", "Verify connection string", "Increase pool size"],
    "title": "Database Connection Recovery"
  }'
  # Optional: append ?scope=<scope> to the URL to partition gene pools

Guidelines

  • Be specific in signal tags: Use error:EXACT_ERROR_TEXT rather than vague tags
  • Keep strategy steps actionable: Each step should be something an agent can directly execute
  • Name descriptively: The name should immediately convey what problem this solves
  • Don't duplicate: Check prismer-evolve-analyze first to ensure no existing gene covers this
Changes

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.

  1. 8d ago First seen · 55 lines · 25 tokens per session scan A 024fb1878966

Subscribe to this mod's changes

prismer-evolve-create is a skill published in the GitHub repository Prismer-AI/PrismerCloud (1,439 stars, last pushed 1mo ago), licensed MIT. It adds 25 tokens to every session and 457 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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