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Wiki Ingest

OrganizationPopular
open-gitagent
wiki-ingest

Ingest a raw source document into the wiki. Reads the source, extracts key information, creates or updates wiki pages, maintains cross-references, and logs the operation. Use when the user adds a new source or says 'ingest this'.

Overview

Publisheropen-gitagent
Repositoryopengap
Skill namewiki-ingest
Stars
2.9K
Forks
348
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 open-gitagent on GitHub. Read the source before you install it.

Installation

Install the Wiki Ingest 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/open-gitagent/opengap.git /tmp/opengap
mkdir -p .claude/skills
cp -r /tmp/opengap/examples/llm-wiki/skills/wiki-ingest .claude/skills/wiki-ingest
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Wiki Ingest 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 Wiki Ingest 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 Wiki Ingest 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.

Wiki Ingest

Process a new source document and integrate its knowledge into the wiki.

Workflow

Step 1: Read the source

Read the full source document from knowledge/. Identify:

  • Key entities (people, organizations, concepts, technologies)
  • Main claims and findings
  • Relationships between entities
  • Data points and statistics
  • Contradictions with or confirmations of existing knowledge

Step 2: Discuss with the user

Before writing, share a brief summary of key takeaways. Ask:

  • What aspects to emphasize?
  • Any entities or concepts to prioritize?
  • Should this update existing pages or create new ones?

Step 3: Update the wiki

For each significant entity or concept found in the source:

  1. Check if a wiki page exists — read memory/wiki/index.md
  2. If page exists — read it, integrate new information, update the "Sources" section, update frontmatter updated date and source_count
  3. If page doesn't exist — create a new page in memory/wiki/ with proper frontmatter, content, and source citations
  4. Update cross-references — add [[wikilinks]] in both directions between related pages

Step 4: Write a source summary page

Create memory/wiki/sources/<source-name>.md with:

  • One-paragraph summary
  • Key claims extracted
  • Entities mentioned (with wikilinks to their pages)
  • Date ingested

Step 5: Update index and log

  1. Update memory/wiki/index.md — add/update entries for all pages touched
  2. Update knowledge/index.yaml — ensure the source is cataloged with tags and priority
  3. Append to memory/log.md:
    ## [YYYY-MM-DD] ingest | Source Title
    - Pages created: [list]
    - Pages updated: [list]
    - Key findings: [1-2 sentences]

Example

User drops knowledge/quantum-computing-review-2026.pdf and says "ingest this".

  1. Read the paper, identify entities: quantum computing, error correction, IBM, Google, topological qubits
  2. Discuss key findings with user
  3. Create/update: quantum-computing.md, error-correction.md, ibm.md, google.md
  4. Create: sources/quantum-computing-review-2026.md
  5. Update index.md with all new/updated pages
  6. Append ingest entry to log.md

A single source might touch 5-15 wiki pages. This is normal and expected.

Frequently asked questions

What does the Wiki Ingest AI skill do?

Ingest a raw source document into the wiki. Reads the source, extracts key information, creates or updates wiki pages, maintains cross-references, and logs the operation. Use when the user adds a new source or says 'ingest this'.

Why use Wiki Ingest on TypingMind?

Because you install it once and use it with any model. Wiki Ingest 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 Wiki Ingest in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/open-gitagent/opengap/tree/main/examples/llm-wiki/skills/wiki-ingest. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Wiki Ingest?

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 Wiki Ingest?

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

Is the Wiki Ingest AI skill free?

Yes. It is published on GitHub by open-gitagent 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.

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