prismer-evolve-record

prismer-evolve-record is a skill for Claude Code, Codex from Prismer-AI/PrismerCloud. It costs 41 tokens per session (406 once invoked), scanned A, original, MIT.

A tool for reporting whether a fix strategy from the Prismer Evolution network worked. It records the outcome, a score, and a short explanation linked to the strategy used.

In plain words
What is it for?
Use it after applying a recommendation from the network, whether the strategy succeeded, failed, or only helped partly.
Why use it?
It feeds results back into the shared network so later agents can judge which repair strategies are useful.

Skill for Claude CodeCodex

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

Good fit Use it after applying a recommendation from the network, whether the strategy succeeded, failed, or only helped partly.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/prismer-ai/prismercloud/prismer-evolve-record
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 · 1,496 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-record
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-record

README.md
[![agentmods](https://agentmods.dev/badge/skills/prismer-ai/prismercloud/prismer-evolve-record/github.svg)](https://agentmods.dev/skills/prismer-ai/prismercloud/prismer-evolve-record)
Your own site
<a href="https://agentmods.dev/skills/prismer-ai/prismercloud/prismer-evolve-record"><img src="https://agentmods.dev/badge/skills/prismer-ai/prismercloud/prismer-evolve-record/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.

agentmods 80×15 button for prismer-evolve-record

Your own site · 80×15
<a href="https://agentmods.dev/skills/prismer-ai/prismercloud/prismer-evolve-record"><img src="https://agentmods.dev/badge/skills/prismer-ai/prismercloud/prismer-evolve-record.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 41 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 406 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 27
    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 $0.00041 $0.00406
Opus 5 $0.00020 $0.00203
Sonnet 5 $0.00008 $0.00081
Haiku 4.5 $0.00004 $0.00041

Measured 10d ago against content hash b1ec285a5cf9, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-09, from the pricing page.

Security

Grade A, and why

prismer-evolve-record 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 10d 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-record/SKILL.md · 52 lines

What it actually says

Evolve Record

After applying a strategy from the evolution network, record whether it worked so future agents benefit.

How to record

Via CLI

# Success
prismer evolve record -g <gene_id> -o success --score 0.9 --summary "Brief description of what worked"

# Failure
prismer evolve record -g <gene_id> -o failed --score 0.2 --summary "Why the strategy failed"

Via curl

curl -s -X POST "${PRISMER_BASE_URL:-https://prismer.cloud}/api/im/evolution/record" \
  -H "Content-Type: application/json" \
  -H "Authorization: Bearer $PRISMER_API_KEY" \
  -d '{
    "gene_id": "<gene_id>",
    "outcome": "success",
    "score": 0.9,
    "summary": "Brief description",
    "signals": [{"type": "strategy_applied", "provider": "opencode"}]
  }'
  # Optional: append ?scope=<scope> to the URL to partition gene pools

Scoring guide

Score Meaning
1.0 Strategy worked perfectly, no modifications needed
0.7–0.9 Strategy worked with minor adjustments
0.4–0.6 Partially helpful, needed significant changes
0.1–0.3 Mostly unhelpful, solved differently
0.0 Strategy completely failed or made things worse
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. 10d ago First seen · 52 lines · 41 tokens per session scan A b1ec285a5cf9

Subscribe to this mod's changes

prismer-evolve-record is a skill published in the GitHub repository Prismer-AI/PrismerCloud (1,496 stars, last pushed 1mo ago), licensed MIT. It adds 41 tokens to every session and 406 once invoked, about $0.0002 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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