fix-slow-queries SKILL.md skillA
fix-slow-queries from paperclipai/paperclip is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add paperclipai/paperclip/fix-slow-queries@git:20261014.739f9e4Pins git:20261014.739f9e4 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- paperclipai/paperclip
- Path
.agents/skills/fix-slow-queries/SKILL.md- Versions recorded
- 1
- Latest version
- git:20261014.739f9e4, committed Oct 14, 2026
- Size
- 11,371 bytes
- Repository stars
- 105,684
- License
- MIT
Diagnose and fix slow Paperclip PostgreSQL queries using Cloud and Neon evidence, local reproduction, performance and result comparisons, regression tests, and a PR with passing checks. Use for costly queries, repeated database work, or slow requests with a suspected database cause.
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
# Fix Slow Queries Deliver a measured improvement with preserved behavior and a reviewable PR whose latest commit passes checks. A list of suspicious SQL or an unverified rewrite is an intermediate result. Respect a narrower request for diagnosis only. ## 1. Establish the target and finish line - Resolve the reported URL, environment, company/workspace, deployed revision, owning repository, and local checkout. Read its `AGENTS.md` and scoped rules. Paperclip and the private `paperclip-cloud` control plane have different rules. - Work in a dedicated branch/worktree. Reuse suitable existing work; keep the checkout running a live server out of branch switching and benchmark setup. - Select a bounded batch, usually the top two or three query families. Record deferred candidates so discovery does not turn into an unbounded rewrite. - The finish line is: reproducible baseline, faster treatment, output/behavior proof, relevant regression coverage, and green checks on each final PR head. A concrete access or infrastructure blocker must be reported as incomplete. ## 2. Find the actual database and rank the work …
Read the whole file at its exact version.
How to install
mdr add paperclipai/paperclip/fix-slow-queries@sha256:0904852076325a41The line at the top of this page pins the label git:20261014.739f9e4, 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_ocqzq3p4wzyakn4k)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Oct 14, 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 (11371 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
paperclipai/paperclip · 105,684 stars · license MIT · pushed 2026-10-22 · branch master
API
GET https://markdownregistry.com/api/v1/artifacts/art_ocqzq3p4wzyakn4k GET https://markdownregistry.com/api/v1/resolve?ref=paperclipai/paperclip/fix-slow-queries GET https://markdownregistry.com/api/v1/blob/0904852076325a4148a2020dd171ddec2fe06bccac77889320e78c6d497d4ccd
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.