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 Koredotcom/agents-mcp-tools --skill arch-knowledge-searchgit clone --depth 1 https://github.com/Koredotcom/agents-mcp-toolsWrote 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/koredotcom/agents-mcp-tools/arch-knowledge-search)<a href="https://agentmods.dev/skills/koredotcom/agents-mcp-tools/arch-knowledge-search"><img src="https://agentmods.dev/badge/skills/koredotcom/agents-mcp-tools/arch-knowledge-search/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/koredotcom/agents-mcp-tools/arch-knowledge-search"><img src="https://agentmods.dev/badge/skills/koredotcom/agents-mcp-tools/arch-knowledge-search.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 | $0.00103 | $0.01926 |
| Opus 5.5 | $0.00041 | $0.00770 |
| Sonnet 5.5 | $0.00021 | $0.00385 |
| Haiku 4.5 | $0.00010 | $0.00193 |
Grade A, and why
arch-knowledge-search 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 1mo 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.
How it starts
The opening of the file, as written. The whole thing — 120 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Knowledge and search
A wrong knowledge-base answer has one of four causes: the document never got indexed, the search did not return the right chunk, the chunk was cut by a budget, or the model ignored it. Find which one from the evidence before changing anything.
How an agent uses a knowledge base
- Each knowledge base is bound as a project tool,
search_kb_<name>(query)withtype: searchai. The binding can carrysearch_instructions,retrieval_profileand the release-dependentkb_fast_path. An agent file can setsearch_instructions,compaction:andkb_fast_pathfor the tool (itskb_fast_pathchoice wins); itssearch_instructionsis ignored when the project tool already has some. - The model picks between knowledge bases by their descriptions, so write a specific one for each.
- Search parameters (
queryType,filters,topK,similarityThreshold) can be declared in the tool signature; the runtime may also add query type and filters when search instructions call for them. Filters the model chooses are kept only when grounded in the user's words, andfiltersmust be an array. A filter that must always apply belongs in the tool's enforced inputs. - Citations: when on, the model cites with
[n]and text channels add a "Sources:" list. Citations are set per tool in current releases (in 1.7.3, one knowledge base with citations off turned them off for all). - Automatic first search. For an agent whose only business tool is one knowledge base (not a
router or orchestrator, no handoff or delegate tools, no GATHER fields with inline gather), the
platform can search before the first model call and save a model round. In release 1.7.3 it is
always on for agents that qualify, skips the tool's hooks and
MODEL_CONTEXT, and shows the model only the last 5 earlier messages. Later releases make it opt-in per tool withkb_fast_path: on, run it as a normal tool call, and exclude tools with confirmation oron_result/on_erroractions. Check which release the project runs.
What ships with it
1 file 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.
- 1mo ago First seen · 120 lines · 103 tokens per session scan A 5b34a64d1a8b
arch-knowledge-search is a skill published in the GitHub repository Koredotcom/agents-mcp-tools (4 stars, last pushed 1mo ago), licensed MIT. It adds 103 tokens to every session and 1,926 once invoked, about $0.0004 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 2026-10-09.
arch-knowledge-search compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| arch-knowledge-searchKoredotcom/agents-mcp-tools | Skill | 4 | 1mo ago | MIT | A | 103 | Codex |
| embeddingsruvnet/ruflo | Skill | 82k | today | MIT | A | 62 | Claude Code |
| agent-platform-rag-engine-managementgoogle/skills | Skill | 24k | today | Apache-2.0 | A | 85 | Claude Code, Codex |
| llm-app-patternsdavila7/claude-code-templates | Skill | 33k | yesterday | MIT | A | 54 | Claude Code, Codex |
| 9router-embeddingsdecolua/9router | Skill | 32k | today | MIT | A | 66 | Claude Code, Codex |
| similarity-search-patternsforyourhealth111-pixel/Vibe-Skills | Skill | 3.8k | 4d ago | Apache-2.0 | A | 30 | Claude Code, Codex |
| embedding-strategiesforyourhealth111-pixel/Vibe-Skills | Skill | 3.8k | 4d ago | Apache-2.0 | A | 37 | Claude Code, Codex |