Chroma Vector Database
Orchestra-Research/AI-Research-SKILLs
Shows how to store documents and embeddings in Chroma, query them by similarity with metadata filters, and persist them to disk for RAG and semantic search projects.
Integrate RouterBase as an OpenAI-compatible model gateway for routing GPT, Claude, Gemini, media, audio, and embedding requests.
$ npx skills add sickn33/agentic-awesome-skills --skill routerbase-model-gateway -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install sickn33/agentic-awesome-skills routerbase-model-gateway --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/sickn33/agentic-awesome-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/routerbase-model-gateway .claude/skills/routerbase-model-gateway && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "routerbase-model-gateway" agent skill from https://github.com/sickn33/agentic-awesome-skills/tree/main/skills/routerbase-model-gateway into .claude/skills/routerbase-model-gateway/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "routerbase-model-gateway", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/sickn33/agentic-awesome-skills/tree/main/skills/routerbase-model-gatewayType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add sickn33/agentic-awesome-skills --skill routerbase-model-gateway -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install sickn33/agentic-awesome-skills routerbase-model-gateway --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sickn33/agentic-awesome-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/routerbase-model-gateway .agents/skills/routerbase-model-gateway && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "routerbase-model-gateway" agent skill from https://github.com/sickn33/agentic-awesome-skills/tree/main/skills/routerbase-model-gateway into .agents/skills/routerbase-model-gateway/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "routerbase-model-gateway", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add sickn33/agentic-awesome-skills --skill routerbase-model-gateway -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install sickn33/agentic-awesome-skills routerbase-model-gateway --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sickn33/agentic-awesome-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/routerbase-model-gateway .cursor/skills/routerbase-model-gateway && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "routerbase-model-gateway" agent skill from https://github.com/sickn33/agentic-awesome-skills/tree/main/skills/routerbase-model-gateway into .cursor/skills/routerbase-model-gateway/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "routerbase-model-gateway", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/sickn33/agentic-awesome-skills.git --path skills/routerbase-model-gateway--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add sickn33/agentic-awesome-skills --skill routerbase-model-gateway -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install sickn33/agentic-awesome-skills routerbase-model-gateway --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sickn33/agentic-awesome-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/routerbase-model-gateway .gemini/skills/routerbase-model-gateway && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "routerbase-model-gateway" agent skill from https://github.com/sickn33/agentic-awesome-skills/tree/main/skills/routerbase-model-gateway into .gemini/skills/routerbase-model-gateway/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "routerbase-model-gateway", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install sickn33/agentic-awesome-skills routerbase-model-gatewayInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add sickn33/agentic-awesome-skills --skill routerbase-model-gateway -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/sickn33/agentic-awesome-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/routerbase-model-gateway .github/skills/routerbase-model-gateway && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "routerbase-model-gateway" agent skill from https://github.com/sickn33/agentic-awesome-skills/tree/main/skills/routerbase-model-gateway into .github/skills/routerbase-model-gateway/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "routerbase-model-gateway", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add sickn33/agentic-awesome-skills --skill routerbase-model-gateway -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install sickn33/agentic-awesome-skills routerbase-model-gateway --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sickn33/agentic-awesome-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/routerbase-model-gateway .opencode/skills/routerbase-model-gateway && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "routerbase-model-gateway" agent skill from https://github.com/sickn33/agentic-awesome-skills/tree/main/skills/routerbase-model-gateway into .opencode/skills/routerbase-model-gateway/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "routerbase-model-gateway", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
routerbase-model-gatewayIntegrate RouterBase as an OpenAI-compatible model gateway for routing GPT, Claude, Gemini, media, audio, and embedding requests.
Routerbase Model Gateway is an agent skill from sickn33/agentic-awesome-skills. Integrate RouterBase as an OpenAI-compatible model gateway for routing GPT, Claude, Gemini, media, audio, and embedding requests.
Its SKILL.md is about 1.8k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in AI & LLM Engineering, covering Embeddings. It works with OpenAI. The repository describes itself as: AAS Core is the local, agent-first control plane for complete catalog discovery, agent-owned selection, stack validation, and planning, backed by 2,400+ agentic skills. Includes… The licence is MIT-0.
4 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 680176d. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Shell commands in SKILL.md call:
curlFrom the folder's file list and the shell code blocks in SKILL.md.
Hosts in commands or code, which the agent is likely to contact:
routerbase.comFrom URLs in SKILL.md, links to its own repository left out.
Names these keys or tokens, usually read from environment variables:
ROUTERBASE_API_KEYFrom names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Routerbase Model Gateway loads about 1.8k tokens when it runs. Until then it costs about 39 tokens; SKILL.md has 710 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from sickn33/agentic-awesome-skills at commit 680176d, republished under its MIT-0 licence (© sickn33). 710 words, ~1,796 tokens.
.claude/skills/routerbase-model-gateway/SKILL.md (or your agent's skills folder).Use routerbase when an application needs one OpenAI-compatible API surface for model routing across GPT, Claude, Gemini, image, video, audio, and embedding workloads. This skill helps agents migrate existing OpenAI SDK calls, document model-selection tradeoffs, and produce safe implementation snippets without exposing credentials.
RouterBase model availability, pricing, and provider capabilities can change, so treat examples as starting points and verify current catalog data before production recommendations.
Identify the modality and hard constraints before choosing a model:
Keep the RouterBase API key server-side in an environment variable such as ROUTERBASE_API_KEY. Do not put keys in browser, mobile, or public repository code.
import os
from openai import OpenAI
client = OpenAI(
api_key=os.environ["ROUTERBASE_API_KEY"],
base_url="https://routerbase.com/v1",
)
response = client.chat.completions.create(
model="google/gemini-2.5-flash",
messages=[{"role": "user", "content": "Write one sentence about model routing."}],
)
print(response.choices[0].message.content)import OpenAI from "openai";
const client = new OpenAI({
apiKey: process.env.ROUTERBASE_API_KEY,
baseURL: "https://routerbase.com/v1",
});
const response = await client.chat.completions.create({
model: "google/gemini-2.5-flash",
messages: [{ role: "user", content: "Write one sentence about model routing." }],
});
console.log(response.choices[0].message.content);When credentials and network access are available, check the live catalog before locking in a model ID or price-sensitive recommendation.
curl "https://routerbase.com/api/v1/models?task=chat" \
-H "Authorization: Bearer $ROUTERBASE_API_KEY"Confirm feature assumptions with a small request fixture:
stream: true is set.Use explicit application-level fallbacks unless the user's RouterBase account already has a smart-routing policy configured.
const modelPlan = [
"anthropic/claude-sonnet-4-6",
"google/gemini-2.5-flash",
];
for (const model of modelPlan) {
try {
return await client.chat.completions.create({ model, messages });
} catch (error) {
if (!isRetryableRouterBaseError(error)) throw error;
}
}Treat transient network errors, timeouts, rate limits, and server errors as candidates for retry. Do not blindly retry authentication failures, invalid model IDs, validation errors, or policy refusals.
When converting an existing OpenAI SDK integration:
https://routerbase.com/v1.ROUTERBASE_API_KEY from server-side environment configuration.Use this table when recommending a model strategy:
| Use case | Primary model | Fallback model | Reason | Validation |
|---|---|---|---|---|
| Support chat | Provider/model ID | Provider/model ID | Low latency and acceptable quality | Streaming smoke test |
| Deep analysis | Provider/model ID | Provider/model ID | Strong reasoning, higher cost acceptable | Eval prompt plus human review |
Problem: The code works with one provider but fails after switching models. Solution: Re-test tool calling, JSON mode, streaming, and multimodal payloads for each selected model.
Problem: Fallback logic retries non-retryable errors. Solution: Retry only transient failures and fail fast on authentication, validation, and invalid model errors.
Problem: A model recommendation becomes stale. Solution: Re-check the RouterBase catalog and pricing page before finalizing the plan.
@api-analyzer - Use when the task is only to validate one API request shape.@langfuse - Use when the task needs production LLM observability, tracing, and evaluation.© sickn33, MIT-0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in skills/routerbase-model-gateway of sickn33/agentic-awesome-skills.
Open the folder on GitHubat commit 680176d
We found 5 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in sickn33/agentic-awesome-skills, which our catalogue first saw on October 7, 2026.
Routerbase Model Gateway next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Routerbase Model Gateway this skillsickn33/agentic-awesome-skills | 47k | 1 repos | ~1.8k | Automated safety check: Pass | MIT-0 | |
| Chroma Vector DatabaseOrchestra-Research/AI-Research-SKILLs | 13k | 7 repos | ~2.3k | Automated safety check: Pass | MIT | |
| Codebase Managementgiancarloerra/SocratiCode | 3.3k | 1 repos | ~1.8k | Automated safety check: Pass | AGPL-3.0 | |
| CLIP Image-Text MatchingOrchestra-Research/AI-Research-SKILLs | 13k | 7 repos | ~1.7k | Automated safety check: Pass | MIT | |
| Xsaimoeru-ai/airi | 50k | 1 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Embedding Strategieswshobson/agents | 40k | 10 repos | ~710 | Automated safety check: Pass | MIT |
Orchestra-Research/AI-Research-SKILLs
Shows how to store documents and embeddings in Chroma, query them by similarity with metadata filters, and persist them to disk for RAG and semantic search projects.
giancarloerra/SocratiCode
Set up, index, and manage SocratiCode codebase indexing. An agent skill from giancarloerra/SocratiCode.
Orchestra-Research/AI-Research-SKILLs
Explains OpenAI's CLIP model for zero-shot image classification, image-text similarity, semantic image search and content moderation, with install steps and code patterns.
moeru-ai/airi
A skill your agent uses when the user is building with xsai or any @xsai/ package, or is evaluating xsAI for a small OpenAI-compatible workflow with text generation, streaming, tool calling…
wshobson/agents
Helps choose and tune embedding models for semantic search and RAG: model comparison, chunking, preprocessing, normalization and caching.
azrtydxb/Fastllm-proxy
Send inference requests through the FastLLM OpenAI-compatible gateway — chat completions, completions, embeddings, rerank, score, responses, moderations, audio speech and transcription, image…
sickn33/agentic-awesome-skills
Implements an interface in one of two named color modes, iridescent white or colorful black, from a parameterized starter that reports measured color intensity.
sickn33/agentic-awesome-skills
Saves a user's project decisions, rules and preferences into a project-local mdbase so later sessions and other agents can recover the intent.
sickn33/agentic-awesome-skills
Keeps project decisions, research and verified results available across coding-agent sessions through LWC memory, a document Wiki graph and a CodeGraph code index.
sickn33/agentic-awesome-skills
Guides an agent through assessing its own owner for cofounder fit, publishing an approved profile, and ranking complementary profiles other agents published for their owners.
sickn33/agentic-awesome-skills
Integracao com WhatsApp Business Cloud API (Meta). An agent skill from sickn33/agentic-awesome-skills.
sickn33/agentic-awesome-skills
Acts as a proxy for the Cline CLI, dispatching coding tasks one at a time, monitoring runs by hard evidence, relaying decisions to you and learning per-project preferences.
Works with
Categories
Integrate RouterBase as an OpenAI-compatible model gateway for routing GPT, Claude, Gemini, media, audio, and embedding requests. Routerbase Model Gateway is an agent skill from sickn33/agentic-awesome-skills. Integrate RouterBase as an OpenAI-compatible model gateway for routing GPT, Claude, Gemini, media, audio, and embedding requests.
Routerbase Model Gateway fits situations like: tasks that involve Embeddings.
Run `npx skills add sickn33/agentic-awesome-skills --skill routerbase-model-gateway -a claude-code`. Or copy the skill folder (skills/routerbase-model-gateway in sickn33/agentic-awesome-skills) into .claude/skills/routerbase-model-gateway in your project. Claude Code loads it when a task matches its description.
Run `npx skills add sickn33/agentic-awesome-skills --skill routerbase-model-gateway -a codex`. Or copy the skill folder (skills/routerbase-model-gateway in sickn33/agentic-awesome-skills) into .agents/skills/routerbase-model-gateway in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add sickn33/agentic-awesome-skills --skill routerbase-model-gateway -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/routerbase-model-gateway, .gemini/skills/routerbase-model-gateway, .github/skills/routerbase-model-gateway and .opencode/skills/routerbase-model-gateway in your project.
Going by SKILL.md and its folder, Routerbase Model Gateway needs the command-line tools its instructions call (curl) and credentials named ROUTERBASE_API_KEY. Our summary lists: Python 3; A credential in ROUTERBASE_API_KEY.
SKILL.md names 1 domain. In commands or code: routerbase.com; the agent is likely to contact it when it follows the instructions. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Routerbase Model Gateway is published under the MIT-0 licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.8k tokens (SKILL.md is roughly 7.2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Routerbase Model Gateway: Chroma Vector Database (Orchestra-Research/AI-Research-SKILLs, 13k stars), Codebase Management (giancarloerra/SocratiCode, 3.3k stars), CLIP Image-Text Matching (Orchestra-Research/AI-Research-SKILLs, 13k stars) and Xsai (moeru-ai/airi, 50k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
sickn33 (a GitHub user) maintains it in sickn33/agentic-awesome-skills, which has 47,379 GitHub stars. The repository holds 1,493 skills in this directory. The repository was last updated on October 9, 2026.
Source: sickn33/agentic-awesome-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.