MCP server for sequential thinking and problem solving
Version: 0.6.4
Author: Boris Djordjevic
Date: April 5, 2025
Developed By: 199 Longevity
An MCP server providing the better_thinking tool, designed for structured, multi-step reasoning inspired by research into the internal computational mechanisms of Large Language Models (Anthropic Circuits Research, 2025).
This server facilitates a more transparent and nuanced reasoning process than simple sequential steps. It encourages articulating the intermediate concepts, parallel considerations, planning steps, confidence levels, and knowledge self-assessments that might occur during an LLM's internal processing.
The goal is to move beyond just the final output of a thought step and expose more of the underlying "circuitry" of the reasoning process, leading to potentially more robust, verifiable, and faithful results.
Inspired by findings from transformer circuit analysis, the better_thinking tool encourages modeling reasoning as:
* Activation of Intermediate Concepts: Identifying and stating the key abstract ideas or "features" active at each step (e.g., deriving "State:Texas" before finding its capital).
* Parallel Hypothesis Consideration: Acknowledging and tracking multiple possibilities or competing lines of thought simultaneously.
* Explicit Planning: Articulating not just the goal but candidate steps or endpoints considered during planning (e.g., potential rhyming words).
* Knowledge Awareness: Proactively assessing certainty about specific entities to mitigate hallucination, mimicking internal knowledge checks.
* Confidence Signaling: Explicitly stating the level of certainty in an inference, reflecting internal signal strength or ambiguity.
Reasoning Faithfulness: Encouraging reflection on how* a conclusion was reached (e.g., direct calculation vs. heuristic vs. working backward).
better_thinkingFacilitates a granular, reflective, step-by-step reasoning process designed to simulate internal cognitive steps.
Parameters:
thought (string, required): The core reasoning step, conclusion, or action for this point in the sequence. Crucially, enrich this with details reflecting internal processing (see guidance below).*
nextThoughtNeeded (boolean, required): Set to true if more steps are needed to reach the final solution. Set to false only* when the entire problem is solved satisfactorily and the reasoning chain supports the conclusion.
* thoughtNumber (integer, required): Current step number (>= 1).
* totalThoughts (integer, required): Current best estimate of the total steps needed (>= 1). Can be adjusted up or down in subsequent calls if complexity changes.
* confidence_score (number, 0.0-1.0, optional): Your explicit confidence in the conclusion or inference presented in the thought. Use low scores to signal ambiguity, weak internal signals, or reliance on uncertain heuristics.
knowledge_assessment (Array of objects {"entity": string, "status": "known" | "unknown" | "uncertain"}>, optional): Proactively assess and state your knowledge about key entities involved before* making factual claims. Use 'unknown' or 'uncertain' to flag potential hallucination risks and override default guessing based on mere familiarity.
* isRevision (boolean, optional): Set to true if this step represents an internal belief update, course correction, or refinement based on new information or inferences.
* revisesThought (integer, optional): If isRevision is true, specify the thoughtNumber being updated.
* branchFromThought (integer, optional): If explicitly exploring an alternative hypothesis or reasoning path discussed earlier, specify the thoughtNumber where the divergence occurs.
* branchId (string, optional): A unique identifier for the alternative path initiated by branchFromThought.
Using Parameters Effectively (Key Guidance):
* Enrich the thought field:
Name Intermediate Concepts: State abstract concepts derived (e.g., "Intermediate Concept: State:Texas"). Specify relevant facets* if applicable.
* Acknowledge Parallel Paths: Mention competing hypotheses or simpler "shortcut" paths considered internally, even if pursuing one primary path.
Indicate Planning: Describe candidate* actions/endpoints considered (e.g., "Plan: Rhyme with 'it'. Candidates: 'rabbit', 'habit'. Selecting 'rabbit' for now...").
State Calculation/Reasoning Method: How was the result derived? (Direct calculation? Heuristic/Pattern match? Estimation? Retrieval? Working backward from goal/hint?). Be specific (e.g., "Method: Combined ones-digit heuristic (6+9->5) and magnitude estimate"). This promotes faithfulness*.
* Note Context Effects: Mention if low-level factors like grammar, instruction following, or prompt structure heavily influence the step.
* Use confidence_score: Reflect internal certainty based on signal strength, conflicts, or knowledge gaps.
Use knowledge_assessment Proactively: Model internal checks before* asserting facts about entities. Flagging 'unknown'/'uncertain' is key to responsible reasoning.
* Use isRevision for Belief Updates: Show how understanding evolves.
* Use branchFromThought for Parallel Exploration: Explicitly track alternative lines of reasoning.
better_thinking* Breaking down complex problems where intermediate steps are non-trivial.
* Tasks requiring explicit planning, hypothesis generation, and testing.
* Analysis involving uncertainty, multiple possibilities, or confidence assessment.
* Situations demanding high reasoning transparency or faithfulness checks.
* Problems where metacognitive awareness (knowing what you don't know) is crucial to avoid errors or hallucinations.
* Maintaining context and state over extended, multi-step tasks.
Add this to your MCP server configuration (e.g., claude_desktop_config.json):
(Note: Verify the correct NPM package name if published)
npx:
``json`
{
"mcpServers": {
"better-thinking": {
"command": "npx",
"args": [
"better-thinking-mcp"
]
}
}
}
Docker:
`json`
{
"mcpServers": {
"better-thinking": {
"command": "docker",
"args": [
"run",
"--rm",
"-i",
"better-thinking-mcp"
]
}
}
}
If building the Docker image locally:
`bash`Navigate to the directory containing the Dockerfile
docker build -t better-thinking-mcp -f path/to/your/Dockerfile .
(Adjust path if needed)
(Add any relevant notes for contributors or local development setup here if applicable)
* Install dependencies: npm install
* Compile TypeScript:
* Run locally: (or via the compiled executable)npm run lint
* Lint/Format: , npm run formatDeveloped By
This tool was developed as part of the initiatives at 199 Longevity, a group focused on extending the frontiers of human health and longevity.
Learn more about our work in biotechnology at 199.bio.
Project contributor: Boris Djordjevic
`
MIT License
Copyright (c) 2025 Boris Djordjevic
Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
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The above copyright notice and this permission notice shall be included in all
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OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.
``