PyPI Stats
bitkyc08-arch

markdown-fastrag-mcp

Semantic search engine for markdown documents. MCP server with multi-provider embeddings and Milvus vector storage.
PyPI GitHub
Downloads
Day
23
Week
40
Month
489
Stars
1
Forks
0
Issues
0
Version
1.7.1

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
70
Popularity
4
Adoption
26
Community
0
How the maintenance status was determined
Last commit
62 days ago
Monthly downloads
489
Active
Activity within 30 days
• Stable
Activity within 31-180 days
Minimal
Activity within 181-365 days, or no activity data
At Risk
No activity for > 365 days, but > 10,000 monthly downloads
Archived
Repository flagged as archived on GitHub
How the popularity category was determined
Monthly downloads
489
Stars
1
Stars per 1k downloads
2.04
Industry Standard
> 10,000,000 monthly downloads
Hidden Gem
< 0.5 stars per 1k downloads and > 100,000 monthly downloads
Community Favorite
> 5 stars per 1k downloads
Rising Star
Balanced ratio of stars to downloads
• Unknown
Fewer than 1,000 monthly downloads, or no star data
Needs at least 1,000 monthly downloads to classify popularity.
How download momentum is calculated
Week daily avg
6
Month daily avg
16
Momentum
—
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Momentum not reported for packages with < 5,000 monthly downloads — percentages are noisy at low volume.
Python version support tiers
requires_python
>=3.10
Cutting Edge
Minimum supported version is 3.12 or newer
• Modern
Minimum supported version is 3.9, 3.10, or 3.11
Legacy
Supports 3.8 or older (or Python 2)
Unknown
No requires_python specified or unparseable
License categories
License
Apache-2.0
• Permissive
MIT, Apache, BSD, ISC, Unlicense, CC0, etc.
Copyleft
GPL, LGPL, AGPL, MPL, EPL, etc.
Proprietary
Commercial, all rights reserved, custom EULAs
Unknown
No license specified, or none of the above match
How the release cadence was determined
Last release
77 days ago
Total releases
10
Releases/year
45.6
• Rapid
Last release within 365 days and > 12 releases/year
Regular
Last release within 365 days
Slow
Last release 366-730 days ago
Stalled
Last release > 730 days ago, or no releases
Unknown
No usable release date available
How contributor risk was determined
Contributors
3
Monthly downloads
489
High Load
≤ 2 contributors and ≥ 50,000 monthly downloads
Moderate Load
< 10 contributors and ≥ 500,000 monthly downloads
Low Load
< 25 contributors and ≥ 5,000,000 monthly downloads, or sole maintainer with ≥ 10,000 monthly downloads
• Balanced
Enough contributors for the package's popularity
Unknown
No contributor data available
Engagement
10
 
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
-
contrib / forks
Stale Release
No
 
PR Velocity
Quiet
 

Weekly Downloads

GitHub Stars

Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

Linux 2

Python Versions

3.10
50.0% 1
3.11
50.0% 1

Top Countries

1. CA CA
2
2. SI SI
2

Dependencies

6

Used By

0
Not used by any tracked packages

Package Information

License
Apache-2.0
First Release
February 15, 2026
Last Release
2 months ago
Last Commit
2 months ago
Latest Version
1.7.1
Total Releases
10
Contributors
3
Open PRs
0
Archived
No
Author
bitkyc08-arch
Python Versions
3 3.10 3.11 3.12 3.13
Wheels
py3
Keywords
embeddings markdown mcp milvus rag semantic-search
Topics
embeddings llm markdown mcp milvus rag semantic-search vector-database vertex-ai fastrag incremental-indexing
Tracking Since
February 22, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links