PyRank
dfrostar

neuralmind

Persistent memory for AI coding agents. Your agent learns your codebase the way a senior engineer would — what files go together, what you usually edit next. Works with Claude Code, Cursor, Cline, Continue. 100% local. (Side effect: 40-70× cheaper code questions.)
PyPI GitHub Verified repo
No known security advisories. The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.
Downloads
Day
189
Week
2.5K
Month
13.1K
Stars
14
Forks
0
Issues
0
Version
0.41.0

Package Insights

What's this?
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
100
Popularity
16
Adoption
41
Community
15
Provenance
100
How the maintenance status was determined
Last commit
6 days ago
Monthly downloads
13,051
• 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
13,051
Stars
14
Stars per 1k downloads
1.07
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
352
Month daily avg
435
Momentum
-19.1%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
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
MIT
• 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
7 days ago
Total releases
42
Releases/year
189.3
• 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
2
Monthly downloads
13,051
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
30
 
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
-
contrib / forks
Stale Release
No
 
PR Velocity
Active
 

Weekly Downloads

GitHub Stars

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

Downloads by OS

macOS 2

Python Versions

3.11
100.0% 2

Top Countries

1. KR KR
87
2. US US
15
3. FR FR
8
4. SE SE
8
5. JP JP
1

Dependencies

19
18 optional dependencies

Used By

0
Not used by any tracked packages

Package Information

License
MIT
First Release
April 16, 2026
Last Release
1 week ago
Last Commit
1 week ago
Latest Version
0.41.0
Total Releases
42
Contributors
2
Open PRs
8
Archived
No
Author
dfrostar
Python Versions
3 3.10 3.11 3.12
Keywords
adaptive-recall-depth agent-answerability agent-ergonomics agent-memory-feedback-loop agent-onboarding agent-onboarding-memory agent-tools ai ai-agent ai-coding-agent ai-coding-assistant aider answer-faithfulness answerability-benchmark answerability-eval anthropic api-spec-search associative-memory auto-backend-selection automated-indexing backend-parity-gate bash-output-cache bm25 bm25-keyword-search branch-isolated-memory built-in-code-graph c-code-intelligence c-cpp-mcp chromadb chromadb-alternative chromadb-free chromadb-free-by-default
Tracking Since
April 19, 2026
Data Updated
July 5, 2026
Data Freshness
Fresh

Links