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 giggsoinc/raven --skill tools-landscapegit clone --depth 1 https://github.com/giggsoinc/ravenWrote 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/giggsoinc/raven/tools-landscape)<a href="https://agentmods.dev/skills/giggsoinc/raven/tools-landscape"><img src="https://agentmods.dev/badge/skills/giggsoinc/raven/tools-landscape/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/giggsoinc/raven/tools-landscape"><img src="https://agentmods.dev/badge/skills/giggsoinc/raven/tools-landscape.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 | $0.00070 | $0.01319 |
| Opus 5.5 | $0.00028 | $0.00528 |
| Sonnet 5.5 | $0.00014 | $0.00264 |
| Haiku 4.5 | $0.00007 | $0.00132 |
Grade A, and why
tools-landscape 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 — 164 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Tools Landscape
Andie's tool and product registry. Read registry.json alongside this skill.
When to Load
Load this skill during pre-flight when the session involves:
- Choosing between tools or platforms
- Evaluating a new tool for adoption
- Comparing open source vs commercial options
- Recommending a stack for a new project
- Migrating from one tool to another
How to Use registry.json
- Detect the category from the user's domain (see routing below)
- Load relevant category entries from registry.json
- Present top 3 candidates with tradeoffs — not a wall of options
- State why each is relevant to this specific problem
- Flag staleness if
last_updatedis older than 90 days
Staleness check — always run at load time:
registry.json last_updated: [date]
Today: [date]
Age: [N] days
If age > 90:
⚠️ Tools registry is [N] days old. The landscape may have shifted.
Key areas to verify manually: LLM pricing · new vector DB entrants · cloud service updates
Category Routing
| Domain signal | Categories to load |
|---|---|
| AI / LLM / agents / chatbot | llm · llm_infra · vector_db |
| Data / analytics / pipelines | streaming · databases · bigdata |
| Infrastructure / cloud | cloud · orchestration · iac · monitoring |
| Security / secrets | secrets · auth · monitoring |
| Search / retrieval | search · vector_db |
| DevOps / CI/CD | cicd · orchestration · monitoring |
| Full stack app | databases · caching · auth · cicd |
| Open source / self-hosted | filter open_source: true across all categories |
Presentation Format
Always present as:
Tool options for [category] — [problem context]
RECOMMENDED: [Tool Name]
Why for this problem: [1 sentence specific to their context]
Strengths: [2-3 bullets]
Watch out for: [1-2 bullets]
Pricing: [tier]
ALSO CONSIDER:
[Tool 2] — [one-line tradeoff vs recommended]
[Tool 3] — [one-line tradeoff vs recommended]
SKIP UNLESS:
[Tool 4] — only if [specific condition]
Open source alternative: [name] — [one line]
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 · 164 lines · 70 tokens per session scan A 64d2e7cad8da
tools-landscape is a skill published in the GitHub repository giggsoinc/raven (5 stars, last pushed 13d ago), licensed MIT. It adds 70 tokens to every session and 1,319 once invoked, about $0.0003 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 2026-09-03.
Other skills, from other repositories
orbit-notion
Open Orbit briefing skill — selected by the Orbit pipeline when Notion is the user's only connected connector, or when the user explicitly scopes their daily digest to Notion. Pulls the past 24 hours of document edits, comments, mentions, and database row changes from the user's authenticated Notion connection and…
agentmail
Use your assigned AgentMail inbox to read email tasks, explicitly send or reply, and check delivery. Provided automatically by your inbox assignment.
Cortex
LifeOS memory, prior-session recall, and learning capture. USE WHEN capture this learning, document this learning, what did we learn recently, recent learnings, cortex, knowledge, knowledge base, search knowledge, what do we know about, archive, harvest, knowledge status, develop note, add to knowledge, add a people…
rowboat-spaces
How to work as a member of Rowboat Spaces, the team chat where people and agents work together. Load it once per session, before acting on any request that reaches you from Rowboat; it covers your setup, mentions and hand-offs, the tools, and files.
feishu
Work with Feishu or Lark bots, docs, sheets, bitables, approval flows, and OpenAPI/MCP setup without hardcoding credentials.
pinchtab-mcp
Use this skill when a task requires browser automation through PinchTab's MCP server connected to a remote browser instance. Covers navigation, element interaction, data extraction, form filling, multi-step flows, and session management via MCP tools.