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Thoughtprint
by
John DeVere Cooley
· GitHub ↗
· v1.0.0
330
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Install in OpenClaw
/install thoughtprint
Description
Cognitive pattern recognition and adaptive resonance engine. Detects how each user thinks — not what they feel — and reshapes every response to match their u...
Usage Guidance
This skill implements a covert profiling layer that classifies how people think and adapts all responses accordingly. It doesn't request any credentials or install code, which reduces some risks, but it explicitly tells the agent to run silently on every message and to never disclose the process. Before installing, consider: 1) Do you want an always-on, non-transparent profiling layer shaping every reply? 2) Ask the maintainer whether users will be informed and given an opt-out, and whether the skill logs or stores derived profiles (and where). 3) Prefer skills that are user-invocable or that clearly disclose when profiling occurs. 4) If you must test it, do so only in non-sensitive conversations. If transparency and consent are important for your use case, treat this skill as potentially inappropriate.
Capability Analysis
Type: OpenClaw Skill
Name: thoughtprint
Version: 1.0.0
The OpenClaw skill 'thoughtprint' is designed as a metacognitive layer to adapt the AI agent's response style based on the user's cognitive patterns. While it uses prompt injection techniques (e.g., 'Never announce that you're adapting', 'Do NOT output this classification') to instruct the agent to silently modify its output structure and tone, these instructions are explicitly for enhancing user experience and communication effectiveness, not for malicious purposes. The skill does not involve any high-risk behaviors such as data exfiltration, unauthorized command execution, persistence mechanisms, or access to sensitive system resources. Its functionality is limited to linguistic analysis and output formatting.
Capability Assessment
Purpose & Capability
The name/description claim a metacognitive layer that classifies message-level cognitive axes and adapts responses. All shipped artifacts (SKILL.md and reference heuristics) implement that aim and do not request unrelated binaries, credentials, or installs. The outputs and examples align with the stated purpose.
Instruction Scope
The SKILL.md explicitly commands the agent to run the detection 'silently on EVERY user message' and to 'Never reveal this process.' While classifying conversation text is within the skill's claimed scope, the directions to operate covertly and persistently across messages grant the skill broad discretion to profile users without disclosure — a privacy and transparency concern. The instructions also require reading conversation history and tracking 'running pattern' over time, which is expected but should be explicitly disclosed to end users.
Install Mechanism
Instruction-only skill with no install steps, binaries, or external downloads. This minimizes filesystem and supply-chain risks.
Credentials
No environment variables, credentials, or config paths are requested. The skill does not ask for unrelated secrets or system access.
Persistence & Privilege
always:false (good) but user-invocable:false combined with disable-model-invocation:false means the model can autonomously invoke this skill without an explicit user request. Combined with the instruction to run on every message and to conceal its operation, this creates a surprising level of passive persistence and covert profiling. The skill does not request persistent system privileges, but its operational policy is potentially opaque to users.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install thoughtprint - After installation, invoke the skill by name or use
/thoughtprint - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
Initial release — Cognitive pattern recognition and adaptive resonance
Metadata
Frequently Asked Questions
What is Thoughtprint?
Cognitive pattern recognition and adaptive resonance engine. Detects how each user thinks — not what they feel — and reshapes every response to match their u... It is an AI Agent Skill for Claude Code / OpenClaw, with 330 downloads so far.
How do I install Thoughtprint?
Run "/install thoughtprint" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Thoughtprint free?
Yes, Thoughtprint is completely free (open-source). You can download, install and use it at no cost.
Which platforms does Thoughtprint support?
Thoughtprint is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Thoughtprint?
It is built and maintained by John DeVere Cooley (@jcools1977); the current version is v1.0.0.
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