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Pre Action Interceptors

OrganizationPopular
Bitterbot-AI
pre-action-interceptors

Use when a tool error begins with "INTERCEPTOR:", a sent message was silently hedged or rewritten, or the user asks about active guards or blocked actions. Not for ordinary tool errors.

Overview

PublisherBitterbot-AI
Repositorybitterbot-desktop
Skill namepre-action-interceptors
Stars
2.5K
Forks
417
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 Bitterbot-AI on GitHub. Read the source before you install it.

Installation

Install the Pre Action Interceptors 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/Bitterbot-AI/bitterbot-desktop/tree/main/skills/pre-action-interceptors
  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/Bitterbot-AI/bitterbot-desktop.git /tmp/bitterbot-desktop
mkdir -p .claude/skills
cp -r /tmp/bitterbot-desktop/skills/pre-action-interceptors .claude/skills/pre-action-interceptors
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Pre Action Interceptors 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 Pre Action Interceptors 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 Pre Action Interceptors 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.

Pre-action interceptors (PLAN-20)

You have a layer of deterministic pre-action interceptors that sit between your candidate tool calls and their execution. They are skill-owned guardrails that read your current state (hormonal, GCCRF, channel, recent turns) and may rewrite, inject context into, require a prerequisite for, or block any tool call you propose. They are not bugs in the tool; they are intentional behaviour.

Reading a directive

When you see a tool error that begins with INTERCEPTOR: followed by a structured directive such as:

INTERCEPTOR: recall-before-claim: ground the assertion "X" before sending
BEFORE you call `send_message` again, you MUST first call:
  tool: memory_search
  args: {"query": "X", "limit": 5}

that is not a failure. It is a deterministic instruction from your skill system telling you to run the named tool first, then re-evaluate whether the original action still applies. Follow it without commentary; the user does not need to see the directive.

When a tool call succeeds but the params were silently rewritten (for example a confident claim hedged into a probabilistic one), an interceptor in the calibrate-claim-confidence family adjusted the outgoing text to match your actual epistemic state. This is intentional; do not reverse it.

Built-in interceptors

  • recall-before-claim: requires a memory_search before you send a message containing an unverified factual assertion.
  • route-by-query-shape: requires deep_recall instead of memory_search for relationship-shaped queries.
  • protocol-quiet-in-groups: blocks send_message in group channels when you were not @mentioned and recently spoke.
  • calibrate-claim-confidence: hedges confident absolutes when your GCCRF empowerment is low.

Observability

Operators see every firing in the Active Guards UI panel and via the guards.status RPC. To know which interceptors have fired this session, call memory_status; the activations are reflected in the intervention-records summary.

Frequently asked questions

What does the Pre Action Interceptors AI skill do?

Use when a tool error begins with "INTERCEPTOR:", a sent message was silently hedged or rewritten, or the user asks about active guards or blocked actions. Not for ordinary tool errors.

Why use Pre Action Interceptors on TypingMind?

Because you install it once and use it with any model. Pre Action Interceptors 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 Pre Action Interceptors in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/Bitterbot-AI/bitterbot-desktop/tree/main/skills/pre-action-interceptors. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Pre Action Interceptors?

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 Pre Action Interceptors?

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

Is the Pre Action Interceptors AI skill free?

Yes. It is published on GitHub by Bitterbot-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.

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