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memory-harness-kit MCP Server

pgrigorr/memory-harness-kit

Score: 31.4 Rank #17978 MCP Server
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Portable, file-based memory system for AI coding agents (Claude Code and other harnesses): a CLI (memoryctl) plus an MCP server that turn raw session/history sources into normalized records, atomic facts, embeddings, searchable indexes, and review-gated summaries.

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Overview

pgrigorr/memory-harness-kit is a Python MCP server. Portable, file-based memory system for AI coding agents (Claude Code and other harnesses): a CLI (memoryctl) plus an MCP server that turn raw session/history sources into normalized records, atomic facts, embeddings, searchable indexes, and review-gated summaries.

Ranked #17978 out of 24850 indexed tools.

Ecosystem

Python NOASSERTION

Score Breakdown

StarsFreshnessIssue HealthContributorsDependents
Stars 15% 2

2 stars → early stage

Freshness 25% 2mo ago

Last commit 2mo ago → moderate activity

Issue Health 25% 50%

No issues filed → no history to score

Contributors 10% 0

0 contributors → solo project

Dependents 25% 0

No dependents → no downstream usage

npm Downloads N/A
PyPI Downloads N/A
Forks 0
Description Detailed
License NOASSERTION

Weights: Freshness 20% · Issue Health 20% · Dependents 22% · Stars 10% · Contributors 8% · How we score →

How to Improve

License low impact

Add an MIT or Apache-2.0 license to signal trust and enable adoption

Freshness high impact

Last commit was 63 days ago — a recent commit would boost your freshness score

Contributors medium impact

Single-contributor projects carry bus-factor risk — welcoming contributors boosts confidence

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AgentRank score for pgrigorr/memory-harness-kit
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Matched Queries

"mcp server""mcp-server"

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