PyRank
bobmatnyc

mcp-vector-search

CLI-first semantic code search with MCP integration. Modern, fast, and intelligent code search powered by ChromaDB and AST parsing.
PyPI GitHub
More links
Download Stats Bug Tracker Documentation
Monthly downloads
7.1K
Weekly downloads
1.9K
GitHub stars
55

Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.

Package Information

Latest Version
4.1.14
Requires Python
>=3.11
Licence
Unknown
Last Release
4 months ago
First Release
August 17, 2025
Total Releases
336
Python Versions
3.11 3.12
No reported malware or high/critical advisories · Details

The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.

Package Insights

What's this?
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
65
Popularity
35
Adoption
68
Community
40
Provenance
0
How the maintenance status was determined
Last commit
148 days ago
Monthly downloads
7,141
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
7,141
Stars
55
Stars per 1k downloads
7.70
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
How download momentum is calculated
Week daily avg
269
Month daily avg
238
Momentum
+13.0%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
More insights and metrics
Python version support tiers
requires_python
>=3.11
Cutting Edge
Minimum supported version is 3.14 or newer
• Modern
Minimum supported version is 3.11 to 3.13
Legacy
Supports 3.10 or older (or Python 2)
Unknown
No requires_python specified or unparseable
License categories
License
Not specified
• 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
Package does not declare a license.
How the release cadence was determined
Last release
148 days ago
Total releases
336
Releases/year
289.2
• 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
6
Monthly downloads
7,141
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
46
 
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
54.5%
contrib / forks
Stale Release
No
 
PR Velocity
Active
 
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

macOS 1

Python Versions

3.14
100.0% 1

Top Countries

1. US US
224
2. TW TW
11
3. DE DE
7
4. CN CN
5
5. SG SG
5
6. GB GB
3
7. HK HK
3
8. FR FR
2
9. CA CA
1
10. NL NL
1

Weekly Downloads

GitHub Stars

Dependencies

33
8 optional dependencies

Used By

0
Not used by any tracked packages

Repository details

Forks
11
Issues
17
Last Commit
4 months ago
Contributors
6
Open PRs
3
Archived
No

Data and sources

Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh
Keywords
code-graph code-search d3js force-layout interactive-graph mcp semantic-search vector-database visualization
Sources and methodology