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Independent project, not affiliated with Anthropic
spencermarx avatar

ReasoningBank With AgentDB

spencermarx/open-code-review
240 starsApache-2.0
Summary

This implements the ReasoningBank pattern for agents that learn from experience, using AgentDB's vector database as the backend. You get trajectory tracking to record sequences of actions, verdict judgment to evaluate outcomes, and memory distillation to consolidate similar experiences into reusable patterns. The performance claims are aggressive (150x faster retrieval, sub-millisecond memory access) and it maintains backward compatibility with legacy ReasoningBank databases. Useful if you're building agents that need to remember what worked before, like optimization tasks or repeated problem-solving where past solutions inform future decisions. The API is straightforward: store patterns with embeddings, retrieve similar experiences, let the system consolidate memories over time.

Install to Claude Code

npx -y skills add spencermarx/open-code-review --skill "ReasoningBank with AgentDB" --agent claude-code

Installs into .claude/skills of the current project.

CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
ego lite browserego lite browser
ego lite browser
Fastest browser for AI agents to run web automation tasks, always free.
Download Free life-time →
inference shell
inference shell
create and run specialised agents in minutes
build now →
CodeHealth MCP ServerCodeHealth MCP Server
CodeHealth MCP Server
Protect your code quality, stop the AI slop.
Try For Free →
Give your AI the whole web as clean markdownGive your AI the whole web as clean markdown
Give your AI the whole web as clean markdown
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
AppSignal
AppSignal
Monitor with ease. Code with confidence.
Start Free Trial →
Agent, connect blockchain
Agent, connect blockchain
Connect your Claude agent to live crypto prices and trading routes via 1inch
Get the MCP →
CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
ego lite browserego lite browser
ego lite browser
Fastest browser for AI agents to run web automation tasks, always free.
Download Free life-time →
inference shell
inference shell
create and run specialised agents in minutes
build now →
CodeHealth MCP ServerCodeHealth MCP Server
CodeHealth MCP Server
Protect your code quality, stop the AI slop.
Try For Free →
Give your AI the whole web as clean markdownGive your AI the whole web as clean markdown
Give your AI the whole web as clean markdown
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
AppSignal
AppSignal
Monitor with ease. Code with confidence.
Start Free Trial →
Agent, connect blockchain
Agent, connect blockchain
Connect your Claude agent to live crypto prices and trading routes via 1inch
Get the MCP →
Files
SKILL.md

Select a file.

Featured
CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
ego lite browserego lite browser
ego lite browser
Fastest browser for AI agents to run web automation tasks, always free.
Download Free life-time →
inference shell
inference shell
create and run specialised agents in minutes
build now →
CodeHealth MCP ServerCodeHealth MCP Server
CodeHealth MCP Server
Protect your code quality, stop the AI slop.
Try For Free →
Give your AI the whole web as clean markdownGive your AI the whole web as clean markdown
Give your AI the whole web as clean markdown
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
AppSignal
AppSignal
Monitor with ease. Code with confidence.
Start Free Trial →
Agent, connect blockchain
Agent, connect blockchain
Connect your Claude agent to live crypto prices and trading routes via 1inch
Get the MCP →
Categories
Git & Pull RequestsCode Review & QualityAI & Agent BuildingProductivity & PlanningDatabases
First SeenJun 11, 2026
View on GitHub

More from spencermarx/open-code-review

All 31 skills →
  • ReasoningBank Intelligence
  • Skill Builder
  • Sparc Methodology
  • Stream Chain
  • Swarm Advanced
  • Swarm Orchestration
  • V3 CLI Modernization
  • V3 Core Implementation
  • V3 DDD Architecture
  • V3 Deep Integration
  • V3 MCP Optimization
  • V3 Memory Unification
  • V3 Performance Optimization
  • V3 Security Overhaul
  • V3 Swarm Coordination
  • Verification & Quality Assurance
  • AgentDB Advanced Features
  • AgentDB Learning Plugins
  • AgentDB Memory Patterns
  • AgentDB Performance Optimization
  • AgentDB Vector Search
  • Browser
  • Github Code Review
  • Github Multi Repo

Recommended

More Git & Pull Requests →
spencermarx avatar
ReasoningBank Intelligence

spencermarx/open-code-review

Implement adaptive learning with ReasoningBank for pattern recognition, strategy optimization, and continuous improvement. Use when building self-learning agents, optimizing workflows, or implementing meta-cognitive systems.
240
spencermarx avatar
Skill Builder

spencermarx/open-code-review

Create new Claude Code Skills with proper YAML frontmatter, progressive disclosure structure, and complete directory organization. Use when you need to build custom skills for specific workflows, generate skill templates, or understand the Claude Skills specification.
240
spencermarx avatar
sparc-methodology

spencermarx/open-code-review

SPARC (Specification, Pseudocode, Architecture, Refinement, Completion) comprehensive development methodology with multi-agent orchestration
240
spencermarx avatar
stream-chain

spencermarx/open-code-review

Stream-JSON chaining for multi-agent pipelines, data transformation, and sequential workflows
240
spencermarx avatar
swarm-advanced

spencermarx/open-code-review

Advanced swarm orchestration patterns for research, development, testing, and complex distributed workflows
240
spencermarx avatar
Swarm Orchestration

spencermarx/open-code-review

Orchestrate multi-agent swarms with agentic-flow for parallel task execution, dynamic topology, and intelligent coordination. Use when scaling beyond single agents, implementing complex workflows, or building distributed AI systems.
240