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 agentmods add skills/wesleysimplicio/simplicio-loop/simplicio-mappernpx skills add wesleysimplicio/simplicio-loop --skill simplicio-mappergit clone --depth 1 https://github.com/wesleysimplicio/simplicio-loopWhat 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 | $0.00066 | $0.00568 |
| Opus 5 | $0.00033 | $0.00284 |
| Sonnet 5 | $0.00013 | $0.00114 |
| Haiku 4.5 | $0.00007 | $0.00057 |
Grade A, and why
simplicio-mapper 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 2d 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 — 47 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Simplicio Mapper
Use Mapper as the canonical SURVEY and context-selection layer. Produce a bounded, reproducible project snapshot before any non-trivial change. Read references/capabilities.yaml for the complete capability catalog and references/interfaces.md for interface-specific details.
Complete interface map
When documenting or invoking a concrete Mapper release, use the Prism inventory generator to record CLI, MCP, Python, Rust, configuration, I/O, effects, errors, fallbacks, dependencies, cost, version, and compatibility. Treat static inferences as review-required until validated.
Routing
- Invoke for
mapear,entender,localizar,impacto,dependências,precedente,call graph,snapshotor context selection. - Invoke before Dev CLI mutations unless a fresh compatible snapshot is already available.
- Add Fast when the query is repeated, broad, or latency-sensitive and a compatible index exists.
- Do not edit files, invent missing symbols, or claim that a snapshot proves behavior.
- If Mapper is unavailable, use the smallest read-only native fallback and mark the result
survey-degraded.
Required workflow
- Resolve repository, revision, scope, and requested intent.
- Reuse a fresh snapshot only when repository revision and scope match.
- Run the narrowest survey that answers the request.
- Return evidence locations, uncertainty, and the snapshot identifier.
- Hand the snapshot and selected context to Dev CLI, Loop, or Prism.
Contract
Return snapshot_id, repo, revision, scope, artifacts, selected_context, unresolved_questions, and verification. Keep context minimal; never paste an entire repository when a symbol/file slice is sufficient.
Resources
references/capabilities.yaml: machine-readable capability map.references/interfaces.md: inputs, outputs, freshness, and fallbacks.scripts/probe-capabilities.py: validate the capability manifest and detect duplicate IDs.
Runtime integration boundary (normative, 2026-08-05)
What ships with it
4 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.
- 2d ago First seen · 47 lines · 66 tokens per session scan A 4206b7634999
simplicio-mapper is a skill published in the GitHub repository wesleysimplicio/simplicio-loop (2 stars, last pushed 2d ago), licensed MIT. It adds 66 tokens to every session and 568 once invoked, about $0.0003 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.
Other skills, from other repositories
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gemini-vision
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orbit
Transform any product repository into a production-grade, self-prompting agentic loop system following Daisy Hollman's "build a system that prompts itself" methodology. Audits the current project, then scaffolds persistent memory (CLAUDE.md + STATE files), a specialized sub-agent team, domain skills, a…
hive.chart-creation-foundations
Required reading whenever any chart tool is available. Teaches the one-tool embedding contract (call chartrender → live chart appears in chat AND a downloadable PNG lands in the queen session dir), the ECharts (data viz) vs Mermaid (structural diagrams) decision, the BI/financial-grade aesthetic baseline (no…
development
开发语言能力索引。Python、Go、Rust、TypeScript、Java、C++、Shell。当用户提到编程、开发、代码、语言时路由到此。.
model-update
新增或更新 CCX 项目中的模型注册技能。适用于 Claude 与非 Claude 模型，覆盖能力表、路由白名单、基准映射、代码生成与验证。.