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CodingIntermediateSoftware

Open-source Memory Solution for AI Agents

A new open-source tool that streamlines interactions with multiple AI coding agents by capturing and normalizing session data.

Time saved
0h / week
Setup time
Not stated
Running cost
Not stated
Cost range
Free

The problem it solves

Switching between different AI coding agents often requires re-explaining tasks and workflows, leading to inefficiencies and frustration. Existing solutions do not adequately address this issue, prompting the need for a better approach.

How it flows
  1. Capture Data
  2. Normalize Format
  3. Identify Patterns
  4. Enable Future Use
  5. Human Approval

Step-by-step setup

  1. Capture Session Telemetry

    The tool hooks into various AI agents to collect session data including prompts and tool calls.

  2. Normalize Data

    All captured data is formatted uniformly to facilitate easier analysis and pattern recognition.

  3. Identify Common Patterns

    The system distills the normalized data into repeatable workflows and common mistake patterns.

  4. Human Approval Process

    Before applying learned patterns, a human review step ensures accuracy and relevance.

  5. Access for Future Agents

    The accumulated knowledge is made available for any future AI agents, enhancing their efficiency.

Coding · Advanced
  1. Write migration plan
  2. Agent edits in batches
  3. Tests per batch

Ship a 40-file refactor with a coding agent

Plan, execute and review a cross-cutting refactor in small batches, with Claude Code making the edits and GitHub Copilot reviewing each PR.

Claude Code · GitHub Copilot
Coding · Advanced
  1. Run coverage
  2. Pick 3 riskiest files
  3. Write + run tests

Generate missing unit tests for untested modules

Claude Code reads your coverage report, picks the riskiest untested modules and writes unit tests that pass, one small PR at a time.

Claude Code · GitHub Copilot · Slack
Coding · Intermediate
  1. PR opened
  2. Copilot inline review
  3. Claude risk summary

Automated first-pass review on every pull request

Copilot and Claude review each PR for bugs, missing tests and risky changes before a human looks, so reviewers can focus on design.

GitHub Copilot · Claude · Slack