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Entity Optimizer

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XuanRanL
entity-optimizer

PARKED (2026-07-17 wiring audit) — designed but never wired; nothing routes here and its companion agents/entity-extractor.md is equally unreachable. Track 47 entity signals per entity (per seo-geo). Maintains ai_resolution_status per engine (recognized/partial/unrecognized/confused). The ONLY skill that writes to memory/entities/.

Overview

PublisherXuanRanL
Repositoryloamwright-SEO-Skill
Skill nameentity-optimizer
Stars
52
Forks
9
Bundled files
Instructions only
LicenseApache-2.0
Links
Skill sourceRepositoryHomepage
  • 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 XuanRanL on GitHub. Read the source before you install it.

Installation

Install the Entity Optimizer 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.
    https://github.com/XuanRanL/loamwright-SEO-Skill/tree/main/subskills/cross-cutting/entity-optimizer
  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/XuanRanL/loamwright-SEO-Skill.git /tmp/loamwright-SEO-Skill
mkdir -p .claude/skills
cp -r /tmp/loamwright-SEO-Skill/subskills/cross-cutting/entity-optimizer .claude/skills/entity-optimizer
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Entity Optimizer 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 Entity Optimizer 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 Entity Optimizer 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.

Entity Optimizer

⚠️ PARKED — NOT WIRED (2026-07-17 wiring audit). No skill, orchestrator stage, or hook routes to this subskill; memory/entities/ has no writer today. This document is design, not behavior (Rule 6). Wiring the Wiki-Phase entity feature (or deleting this pair) is a product decision — see CHANGELOG [3.40.0].

Sole writer of memory/entities/{id}.md.

47 entity signals (per seo-geo)

Each entity entry tracks:

  • name + aliases
  • type (Organization / Person / Place / Product / Concept)
  • @id (canonical URL or Wikidata QID)
  • description (definitive)
  • founding date (if Org)
  • industry
  • key relationships (sameAs, subsidiaries, etc.)
  • ai_resolution_status per engine (chatgpt/pplx/claude/gemini)
  • last_probed_at
  • citation_count_30d
  • (... 47 total)

Workflow

1. After research / draft / publish, scan for entities mentioned
2. For each new entity:
   - Create memory/entities/{slug}.md
   - Populate from Wikidata if available
   - Probe AI engines for recognition
3. For each existing entity:
   - Update citation_count
   - Re-probe if ai_resolution_status known stale (>30d)
4. Cross-project linking: entities are global (used across all projects)

ai_resolution_status states

  • recognized: brand named accurately + sources cite our URL
  • partial: brand named but facts wrong OR our URL not cited
  • unrecognized: brand not mentioned
  • confused: brand mentioned but mixed with another (HIGH RISK)

See also

  • references/geo/47-entity-signals.md (TODO)
  • scripts/fetch/ai_search_probe.py

Frequently asked questions

What does the Entity Optimizer AI skill do?

PARKED (2026-07-17 wiring audit) — designed but never wired; nothing routes here and its companion agents/entity-extractor.md is equally unreachable. Track 47 entity signals per entity (per seo-geo). Maintains ai_resolution_status per engine (recognized/partial/unrecognized/confused). The ONLY skill that writes to memory/entities/.

Why use Entity Optimizer on TypingMind?

Because you install it once and use it with any model. Entity Optimizer 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 Entity Optimizer in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/XuanRanL/loamwright-SEO-Skill/tree/main/subskills/cross-cutting/entity-optimizer. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Entity Optimizer?

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 Entity Optimizer?

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

Is the Entity Optimizer AI skill free?

Yes. It is published on GitHub by XuanRanL under the Apache-2.0 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.

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