Borrowing it
Nothing to install: this file belongs to ozgurkarahan/ai-agent-memory. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/ozgurkarahan/ai-agent-memory/master/.claude/skills/query/SKILL.mdgit clone --depth 1 https://github.com/ozgurkarahan/ai-agent-memoryWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/ozgurkarahan/ai-agent-memory/query)<a href="https://agentmods.dev/skills/ozgurkarahan/ai-agent-memory/query"><img src="https://agentmods.dev/badge/skills/ozgurkarahan/ai-agent-memory/query/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/ozgurkarahan/ai-agent-memory/query"><img src="https://agentmods.dev/badge/skills/ozgurkarahan/ai-agent-memory/query.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00056 | $0.00347 |
| Opus 5.5 | $0.00022 | $0.00139 |
| Sonnet 5.5 | $0.00011 | $0.00069 |
| Haiku 4.5 | $0.00006 | $0.00035 |
Grade A, and why
query scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
What it actually says
Query Wiki
When the user asks a question about the knowledge base or says "query":
Resolve the memory root
- If
memory/schema.mdexists in the current workspace, usememory/. - Else if
schema.mdexists, use the current directory. - Else follow the memory-wiki path declared in
AGENT.md. - If no folder containing both
schema.mdandindex.mdresolves, report the missing path and stop.
All paths below are relative to that memory root.
- Read
index.mdfirst — scan the content catalog for relevant pages - Read relevant pages in full — don't skip or summarize prematurely
- Synthesize an answer with
[[wikilink]]citations to source pages - If the answer is valuable, file it as a new page in
wiki/_queries/:- YAML frontmatter: title, category: queries, tags, question, date_created
- The synthesized answer as the body
## Sourceslisting the pages referenced
- Update
log.md:- **{timestamp}** | QUERY | "{question}" | filed_as: {path} - Update
wiki/_queries/_index.mdif a new page was filed
Present the answer with citations.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 2mo ago First seen · 30 lines · 56 tokens per session scan A cfe41d85dc4c
query is a skill published in the GitHub repository ozgurkarahan/ai-agent-memory (8 stars, last pushed 3mo ago), licensed MIT. It adds 56 tokens to every session and 347 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
query compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| queryozgurkarahan/ai-agent-memory | Skill | 8 | 3mo ago | MIT | A | 56 | Claude Code |
| knowledge-ingestopenclaw/openclaw | Skill | 394k | yesterday | MIT | A | 80 | Claude Code, Codex |
| mem0-oss-to-platformmem0ai/mem0 | Skill | 68k | 2d ago | Apache-2.0 | A | 217 | Claude Code, Codex |
| forgetasgeirtj/system_prompts_leaks | Skill | 71k | 2d ago | CC0-1.0 | A | 74 | Claude Code, Codex |
| Cortexdanielmiessler/LifeOS | Skill | 20k | yesterday | MIT | A | 184 | Claude Code |
| memoryopensquilla/opensquilla | Skill | 7.1k | 6d ago | Apache-2.0 | A | 44 | Claude Code, Codex |
| ha-data-storesshiwenwen/hope-agent | Skill | 1.9k | yesterday | MIT | A | 115 | Claude Code, Codex |