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AI AgentsUpdated from GitHub

Metabuilder-Labs/tokenjam

Token Efficiency For AI Agents

10625Python151d old

Summary

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

Metabuilder-Labs/tokenjam recorded 332 commits in the past 30 days, has 20 public contributors, and has averaged 0.7 stars a day since launch.

100

Repository health

14

Maintainer track record

91

Repository quality

48

Catalyst Score

Contributors

Public track record

Metabuilder Labs GitHub avatar
Metabuilder Labs

@Metabuilder-Labs · Repository organization

14/100

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

4 followers4 public repos0y history0 contributions
4 public repositories4 followers0 years of public history
Ansh Saxena GitHub avatar
Ansh Saxena

@anshss · Top contributor

90/100

Established maintainer with a long public history and active community.

129 followers63 public repos5y history1175 contributions
63 public repositories129 followers5 years of public history
Anil Murty GitHub avatar
Anil Murty

@anilmurty · Top contributor

67/100

Active maintainer with a growing open-source track record.

30 followers8 public repos10y history522 contributions
8 public repositories30 followers10 years of public history
dankellysh GitHub avatar
dankellysh

@dankellysh · Top contributor

11/100

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

1 followers10 public repos0y history9 contributions
10 public repositories1 followers0 years of public history

Score breakdown

How the Catalyst Score was calculated

Star growth since launch+1
Fork growth since launch+1
Freshness+1
30-day commit activity+12
Contributor breadth+9
Maintainer track record+2
Topic activity+4
Repository quality+7
Topic novelty+11
Risk penalty0

Activity

Recent repository activity

332

Commits · 30d

20

Public contributors

0.7

Lifetime stars/day

0

Pull requests · 90d

Findings

What we found

332 commits in the last 30 days

20 public contributors

0 issues and 0 pull requests opened in 90 days

10 documentation and structure checks passed

Related repositories

ai-agents · 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 20 public contributors

Top contributor share
67%
Top three share
97%
Contributors checked
20
Concentration
High

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

Recent commit sample

Latest 100 commits

Unique authors
6
Verified commits
27%
Merge commits
23%
Median time between commits
11 min

Repository footprint

Default branch: main

Repository size
20.3 MB
Branches
61
Tags
43
Watchers
1
DiscussionsWikiIssue 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

Python90.6%
HTML8.7%
TypeScript0.4%
JavaScript0.1%
Shell0%
Dockerfile0%

Community readiness

GitHub community health 87%

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

Pull request health

Latest 50 pull requests

Merge rate
96%
Median merge time
1.9 hours
Open
2
Stale over 30 days
0

Issue health

Latest 23 issues

Closure rate
78%
Median close time
2.1 hours
Open
5
Open without replies
4

Release cadence

Latest 20 release records

Latest release
v0.6.11
Published in 90 days
20
Median cadence
1.4 days
Asset downloads
0

CI reliability

Latest 50 workflow runs

Success rate
86%
Workflows represented
6
Failed runs
7
Median duration
4.9 min

Last checked

8/26/2026, 10:53:53 PM

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