retrieval-stinger

retrieval-stinger is a Memory stores & recall skill for AI agents, published by legioncodeinc in the that-git-life repository on GitHub. Skillspace rates retrieval-stinger B (80/100) and it passed the safety scan; the rating is based on static analysis only.

The retrieval and codify pipeline for Hivemind - hybrid lexical+semantic recall over the Deep Lake `memory` and `sessions` tables, the skillify loop that turns sessions into SKILL.md provenance rows, and skill propagation across the team. Covers the `grep-core.ts` UNION ALL recall query, the `<#>` cosine path vs the BM25/ILIKE silent fallback, hybrid weighting (`deeplake_hybrid_record`), the `grep-direct.ts` fast path, the Haiku KEEP/MERGE/SKIP skillify gate, skill-writer provenance, pull/auto-pull propagation, the tree-sitter codebase graph, and recall/skillify quality evaluation. Use when the user says "tune recall", "why did this query miss", "semantic vs lexical here", "audit the skillify gate", "a bad skill got mined", "fix propagation", "recall is noisy", "score retrieval quality", or when `retrieval-worker-bee` is invoked. Do NOT use for the embedding daemon/model itself (embeddings-runtime-worker-bee), the Deep Lake table schema/DDL (deeplake-dataset-worker-bee),…

Grade
B
Quality
80 / 100
Safety
Passed
GitHub stars
72

Unproven: rated by static analysis only, not yet compared head-to-head.

Our two independent classifiers differ on this skill's category, so treat the placement as provisional.

This rating describes the version of the repository we crawled; it may have changed since, so go by its current files.

Our review

Architecture
95 / 100
Maturity
Packaged: licensed, with a version or references
Security scan
Low-risk patterns
License
Not declared. Check the repository before reusing it.
Adoption
Adopted by 1 other repositories, in 0 collections

What the scanner flagged

  • mentions secrets in text

Not checked yet

  • Not judged on the rubric yet (not a contender in its category)
  • No blind task eval yet
  • Scope (portable / vendor / repo-internal) not assessed; only the top of each category is read for scope
  • Sibling files (scripts, references) not fetched; security scan covers SKILL.md only

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