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The spector MCP server was last committed 1mo ago and has 16 contributors. Issue health: 77% of issues resolved. AgentRank freshness score reflects real-time maintenance activity.

spector MCP Server

Name: spectrayan/spector
Rating: 4.3 (1 reviews)
Author: spectrayan

spectrayan/spector

Score: 83.7 → 0% Rank #1154 MCP Server

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Memory backbone for AI agents. Four-tier store — working, episodic, semantic, procedural — with decay, consolidation, and association graphs. Fused semantic + SIMD-accelerated hybrid recall, in-process MCP, REST/gRPC, and language SDKs.

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Overview

spectrayan/spector is a Java tool licensed under Apache-2.0. Memory backbone for AI agents. Four-tier store — working, episodic, semantic, procedural — with decay, consolidation, and association graphs. Fused semantic + SIMD-accelerated hybrid recall, in-process MCP, REST/gRPC, and language SDKs.

Ranked #1154 out of 24846 indexed tools.

In the top 5% of all indexed tools.

Has 16 contributors.

Ecosystem

Java Apache-2.0

Score Breakdown

Stars 15% 21

21 stars → early stage

Freshness 25% 1mo ago

Last commit 1mo ago → recently updated

Issue Health 25% 77%

441/570 issues closed → decent issue management

Contributors 10% 16

16 contributors → active community

Dependents 25% 0

No dependents → no downstream usage

npm Downloads N/A

PyPI Downloads N/A

Forks 14

Description Detailed

License Apache-2.0

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

How to Improve

Dependents medium impact

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

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Markdown

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HTML

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HTML

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Details

Stars: 21
Forks: 14
Open Issues: 129
Closed Issues: 441
Contributors: 16
Dependents: —
Language: Java
License: Apache-2.0
Last Commit: 1mo ago

Matched Queries

topic:mcp

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