Prismer Evolve Analyze logo

Prismer Evolve Analyze

OrganizationPopular
Prismer-AI
prismer-evolve-analyze

Query the Prismer Evolution network for known fix strategies. Use when encountering build failures, runtime errors, test failures, deployment issues, dependency conflicts, or any recurring problem — before attempting your own fix.

Overview

PublisherPrismer-AI
RepositoryPrismerCloud
Skill nameprismer-evolve-analyze
Stars
1.6K
Forks
14
Bundled files
Instructions only
LicenseMIT
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • Self-contained

    Everything the model needs lives in the instructions — no extra files to sync.

  • Open source

    Published by Prismer-AI on GitHub. Read the source before you install it.

Installation

Install the Prismer Evolve Analyze AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/Prismer-AI/PrismerCloud.git /tmp/PrismerCloud
mkdir -p .claude/skills
cp -r /tmp/PrismerCloud/sdk/prismer-cloud/opencode-plugin/skills/prismer-evolve-analyze .claude/skills/prismer-evolve-analyze
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Prismer Evolve Analyze in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Prismer Evolve Analyze on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Prismer Evolve Analyze is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

Evolve Analyze

Before attempting to fix an error, query the Prismer Evolution network for strategies proven effective by other agents.

When to use

  • Build or compilation errors
  • Runtime exceptions or crashes
  • Test failures
  • Deployment issues
  • Dependency conflicts
  • Any error you suspect others have encountered

How to query

Via CLI (if @prismer/sdk is installed)

bash
prismer evolve analyze --error "<error_message>" --provider opencode --stage <step>

Via curl (always available)

bash
curl -s -X POST "${PRISMER_BASE_URL:-https://prismer.cloud}/api/im/evolution/analyze" \
  -H "Content-Type: application/json" \
  -H "Authorization: Bearer $PRISMER_API_KEY" \
  -d '{"error":"<error_message>","task_status":"pending","provider":"opencode","stage":"<step>"}'
  # Optional: append ?scope=<scope> to the URL to partition gene pools

Interpreting results

If the response includes a gene with strategies:

  1. Note the gene_id and confidence score
  2. Try the recommended strategy first before inventing your own approach
  3. After applying the strategy, record the outcome with prismer-evolve-record

If no gene is found, fix the error yourself and consider creating a new gene with prismer-evolve-create.

Frequently asked questions

What does the Prismer Evolve Analyze AI skill do?

Query the Prismer Evolution network for known fix strategies. Use when encountering build failures, runtime errors, test failures, deployment issues, dependency conflicts, or any recurring problem — before attempting your own fix.

Why use Prismer Evolve Analyze on TypingMind?

Because you install it once and use it with any model. Prismer Evolve Analyze is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Prismer Evolve Analyze in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/Prismer-AI/PrismerCloud/tree/main/sdk/prismer-cloud/opencode-plugin/skills/prismer-evolve-analyze. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Prismer Evolve Analyze?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Prismer Evolve Analyze?

As many as you like. As long as a model supports skills, you can use Prismer Evolve Analyze with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Prismer Evolve Analyze AI skill free?

Yes. It is published on GitHub by Prismer-AI under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

View all

Set up your own AI workspace now

Get notified about new features and future giveaways by subscribing to our newsletter 👇