software-search SKILL.md skillA
software-search from vasilyu1983/ai-agents-public is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add vasilyu1983/ai-agents-public/software-search@v1.1Pins v1.1 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- vasilyu1983/ai-agents-public
- Path
skills/universal/software-search/SKILL.md- Versions recorded
- 1
- Latest version
- v1.1, committed Oct 5, 2026
- Size
- 13,926 bytes
- Repository stars
- 101
- License
- MIT
Designs product and site search for end users. Use when choosing search engines, indexing, reindexing, relevance tuning, facets, autocomplete, merchandising, or search analytics.
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
# Search Engineering Build search features that return the right results, fast. ## Quick Reference | Need | Default | Deviate when | |---|---|---| | Full-text search, PostgreSQL already in the stack | `tsvector`/`tsquery` plus `pg_trgm`, both on GIN indexes | Ranking quality is the gap (`ts_rank` is not BM25): add a BM25 extension if the host allows it and its licence fits. Facets with counts, typo tolerance, merchandising, or latency at scale: move to a dedicated engine | | Dedicated engine | Managed service when no one owns search-cluster operations | Self-host when data residency, cost at volume, or query control requires it and someone owns the cluster | | Embedded or client-side search | Embedded index (such as SQLite FTS5) or a static client-side index | The corpus or its update rate outgrows a shipped index | | Semantic search | Vector retrieval as a complement to lexical recall, in the existing database first when it supports vectors | Judged-query evidence shows the in-database option misses the latency or recall target | …
Read the whole file at its exact version.
How to install
mdr add vasilyu1983/ai-agents-public/software-search@sha256:22563e80e5fbb2feThe line at the top of this page pins the label v1.1, 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_ewnmijpfbmvjafxw)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Oct 5, 2026.
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 (13926 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
vasilyu1983/ai-agents-public · 101 stars · license MIT · pushed 2026-10-16 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_ewnmijpfbmvjafxw GET https://markdownregistry.com/api/v1/resolve?ref=vasilyu1983/ai-agents-public/software-search GET https://markdownregistry.com/api/v1/blob/22563e80e5fbb2fea980428b09945d46dff2fbd8106a64d52474c9e3b4a874c5
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.