Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add mischasigtermans/raymond-says --skill search-knowledgegit clone --depth 1 https://github.com/mischasigtermans/raymond-saysWrote 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/mischasigtermans/raymond-says/search-knowledge)<a href="https://agentmods.dev/skills/mischasigtermans/raymond-says/search-knowledge"><img src="https://agentmods.dev/badge/skills/mischasigtermans/raymond-says/search-knowledge/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/mischasigtermans/raymond-says/search-knowledge"><img src="https://agentmods.dev/badge/skills/mischasigtermans/raymond-says/search-knowledge.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 | $0.00035 | $0.00278 |
| Opus 5 | $0.00017 | $0.00139 |
| Sonnet 5 | $0.00007 | $0.00056 |
| Haiku 4.5 | $0.00003 | $0.00028 |
Grade A, and why
search-knowledge 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 10d 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
Python Knowledge Base
Comprehensive Python knowledge for thorough code reviews.
Knowledge Files
Load based on what you're reviewing:
| Topic | File | Use When |
|---|---|---|
| Iterables | iterables.md | Generators, comprehensions, itertools, lazy evaluation |
| Data Structures | data-structures.md | Dicts, sets, dataclasses, namedtuples |
| Standard Library | stdlib.md | pathlib, functools, collections, contextlib |
| Validation | validation.md | Type hints, Pydantic, input handling |
| Testing | testing.md | pytest, fixtures, mocking, parametrize |
| Concurrency | concurrency.md | asyncio, threading, multiprocessing |
| APIs | apis.md | Flask, FastAPI, Django patterns |
| Security | security.md | secrets, auth, injection prevention |
Usage
Read the relevant knowledge file(s) before reviewing code in that area. For comprehensive reviews, load all files.
What ships with it
8 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- 10d ago First seen · 28 lines · 35 tokens per session scan A 5a9052fc043a
search-knowledge is a skill published in the GitHub repository mischasigtermans/raymond-says (2 stars, last pushed 7mo ago), licensed MIT. It adds 35 tokens to every session and 278 once invoked, about $0.0002 per session on Opus 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.
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