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agent-memory-engine MCP Server

ljftwq-dev/agent-memory-engine

Score: 48.7 Rank #17857 Database
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Long-term memory engine for coding agents: two-stage retrieval + gating, hybrid BM25+vector, Ebbinghaus decay, single SQLite file, MCP-ready. Dogfooded daily: 3,300+ memories across 4.5 months.

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Overview

ljftwq-dev/agent-memory-engine is a Python tool licensed under MIT. Long-term memory engine for coding agents: two-stage retrieval + gating, hybrid BM25+vector, Ebbinghaus decay, single SQLite file, MCP-ready. Dogfooded daily: 3,300+ memories across 4.5 months.

Ranked #17857 out of 24840 indexed tools.

Actively maintained with commits in the last week.

Ecosystem

Python MIT

Score Breakdown

StarsFreshnessIssue HealthContributorsDependents
Stars 15% 6

6 stars → early stage

Freshness 25% 2d ago

Last commit 2d ago → actively maintained

Issue Health 25% 0%

0/2 issues closed → many open issues

Contributors 10% 0

0 contributors → solo project

Dependents 25% 0

No dependents → no downstream usage

npm Downloads N/A
PyPI Downloads N/A
Forks 1
Description Detailed
License MIT

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

How to Improve

Issue Health high impact

You have 2 open vs 0 closed issues — triaging stale issues improves health

Contributors medium impact

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

Dependents medium impact

No downstream dependents detected yet — adoption by other projects is the strongest trust signal

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AgentRank score for ljftwq-dev/agent-memory-engine
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