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AI AgentsUpdated from GitHub

Abhigyan-Shekhar/Waggle-mcp

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

37135Python136d old

Summary

The available public data is mixed. More sustained activity or a broader contributor base would strengthen the score.

Abhigyan-Shekhar/Waggle-mcp recorded 45 commits in the past 30 days, has 65 public contributors, and has averaged 0.3 stars a day since launch.

100

Repository health

67

Maintainer track record

97

Repository quality

56

Catalyst Score

Contributors

Public track record

Abhigyan Shekhar GitHub avatar
Abhigyan Shekhar

@Abhigyan-Shekhar · Repository owner

67/100

Active maintainer with a growing open-source track record.

30 followers52 public repos2y history404 contributions
52 public repositories30 followers2 years of public history
ard12 GitHub avatar
ard12

@ard12 · Top contributor

51/100

This account has a limited public history, so the track-record score is less certain.

10 followers17 public repos6y history82 contributions
17 public repositories10 followers6 years of public history
dependabot[bot] GitHub avatar
dependabot[bot]

@dependabot[bot] · Top contributor

22/100

This account has a limited public history, so the track-record score is less certain.

0 followers0 public repos7y history39 contributions
0 public repositories0 followers7 years of public history
vyshali-arc GitHub avatar
vyshali-arc

@vyshali-arc · Top contributor

24/100

This account has a limited public history, so the track-record score is less certain.

2 followers25 public repos0y history37 contributions
25 public repositories2 followers0 years of public history

Score breakdown

How the Catalyst Score was calculated

Star growth since launch+0
Fork growth since launch+3
Freshness+1
30-day commit activity+12
Contributor breadth+9
Maintainer track record+8
Topic activity+4
Repository quality+8
Topic novelty+11
Risk penalty0

Activity

Recent repository activity

45

Commits · 30d

65

Public contributors

0.3

Lifetime stars/day

0

Pull requests · 90d

Findings

What we found

45 commits in the last 30 days

65 public contributors

0 issues and 0 pull requests opened in 90 days

12 documentation and structure checks passed

Related repositories

agent-memory · 0 created in the past 30 days

Risk review

What needs watching

No material structural red flags detected; monitor maintainer concentration

Public GitHub data cannot verify private work, employment claims, code security, or identity. Use the track-record score as research context, not proof of identity or trustworthiness.

Growth quality

Recent attention and maintainer concentration

Recent timestamps and contribution patterns help distinguish sustained adoption from a single headline number.

Contributor concentration

Top 65 public contributors

Top contributor share
44%
Top three share
57%
Contributors checked
65
Concentration
Moderate

Shares use the contribution totals reported for the contributors checked, not private or unlinked activity.

Recent commit sample

Latest 100 commits

Unique authors
17
Verified commits
84%
Merge commits
21%
Median time between commits
14 min

Repository footprint

Default branch: main

Repository size
76.3 MB
Branches
31
Tags
19
Watchers
1
WikiIssue tracking

Deeper GitHub data

Delivery, collaboration, and project readiness

These metrics use the latest public records GitHub makes available for this repository.

Language composition

Share of detected source bytes

Python93.2%
JavaScript4.6%
TypeScript1.7%
Shell0.3%
Dockerfile0.1%
CSS0%

Community readiness

GitHub community health 100%

README
License
Contributing guide
Code of conduct
Issue template
Pull request template

Pull request health

Latest 50 pull requests

Merge rate
34%
Median merge time
4.6 days
Open
9
Stale over 30 days
0

Issue health

Latest 51 issues

Closure rate
2%
Median close time
9.0 days
Open
50
Open without replies
20

Release cadence

Latest 14 release records

Latest release
v0.1.24
Published in 90 days
9
Median cadence
2.3 days
Asset downloads
84

CI reliability

Latest 50 workflow runs

Success rate
60%
Workflows represented
3
Failed runs
19
Median duration
4.0 min

Last checked

8/27/2026, 4:26:21 AM

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