mind-mem-development SKILL.md skillA
mind-mem-development from star-ga/mind-mem is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add star-ga/mind-mem/mind-mem-development@git:20260506.34527e8Pins git:20260506.34527e8 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- star-ga/mind-mem
- Path
.agents/skills/mind-mem-development/SKILL.md- Versions recorded
- 4
- Latest version
- git:20260506.34527e8, committed May 6, 2026
- First version recorded
- Apr 1, 2026
- Size
- 1,823 bytes
- Repository stars
- 18
- License
- Apache-2.0
MIND-Mem Python development guide.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# MIND-Mem Development ## Package - PyPI: `pip install mind-mem` - Source layout: `src/mind_mem/` - Tests: pytest, 3610 passing - CI: GitHub Actions, 3 OS × 4 Python versions (16 matrix jobs) ## Architecture - BM25F retrieval with Porter stemming + RM3 query expansion - Hybrid BM25+Vector search with RRF fusion (sqlite-vec) - A-MEM block metadata evolution - 9-type intent router with adaptive confidence weights - ConnectionManager: thread-safe SQLite pool with WAL - BlockStore protocol: decoupled block access - Delta-based snapshot rollback ## MCP Server (81 tools) Grouped surfaces (full list in `docs/api-reference.md` and `src/mind_mem/mcp_server.py`): recall, hybrid_search, prefetch, propose_update, approve_apply, rollback_proposal, scan, list_contradictions, reindex, index_stats, create_snapshot, list_snapshots, restore_snapshot, briefing, category_summary, cross_encoder_rerank, find_similar, memory_evolution, delete_memory, export_memory, import_memory, intent_classify, retrieval_diagnostics, get_mind_kernel, list_mind_kernels, verify_chain, audit_replay, tier_decay_apply, encrypt_status, alerts_subscribe, and more (57 total). ## Key Files …
Read the whole file at its exact version.
How to install
mdr add star-ga/mind-mem/mind-mem-development@sha256:f47fa134e65f50c1The line at the top of this page pins the label git:20260506.34527e8, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_ofsoxjryceitd77x)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 4 versions of this file, between Apr 1, 2026 and May 6, 2026, about one every 12 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260506.34527e8 latest | 2026-05-06 | 34527e8 | 1,823 B | A | view · diff |
| git:20260505.9c820b6 | 2026-05-05 | 9c820b6 | 1,823 B | A | view · diff |
| git:20260418.d61925e | 2026-04-18 | d61925e | 1,823 B | A | view · diff |
| git:20260401.f95efa0 | 2026-04-01 | f95efa0 | 1,483 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (1823 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
star-ga/mind-mem · 18 stars · license Apache-2.0 · pushed 2026-10-17 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_ofsoxjryceitd77x GET https://markdownregistry.com/api/v1/resolve?ref=star-ga/mind-mem/mind-mem-development GET https://markdownregistry.com/api/v1/blob/f47fa134e65f50c1f12c1782e39d9cfa8f2df600fe17b096cc6e97fe9218dcdc
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.