Borrowing it
Nothing to install: this file belongs to howdeploy/remorafish. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/howdeploy/remorafish/main/AGENTS.mdgit clone --depth 1 https://github.com/howdeploy/remorafishWrote 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/instructions/howdeploy/remorafish/agents-md)<a href="https://agentmods.dev/instructions/howdeploy/remorafish/agents-md"><img src="https://agentmods.dev/badge/instructions/howdeploy/remorafish/agents-md/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/instructions/howdeploy/remorafish/agents-md"><img src="https://agentmods.dev/badge/instructions/howdeploy/remorafish/agents-md.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 | $0.00795 | $0.00795 |
| Opus 5.5 | $0.00318 | $0.00318 |
| Sonnet 5.5 | $0.00159 | $0.00159 |
| Haiku 4.5 | $0.00080 | $0.00080 |
Grade A, and why
remorafish AGENTS.md 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 2mo 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 — 90 lines — stays where its author put it; the contents beside it link to each section on GitHub.
RemoraFish agent guide
This repository is an agent-first Web2API and MCP framework. Treat the Python
framework and its tests as the product; remorafish/webui/ is a bundled
reference client that demonstrates the public control and data planes.
Read first
README.mdfor the three supported use cases.docs/architecture.mdfor boundaries and runtime flow.docs/framework.mdbefore adding or changing a provider.docs/agent-control-plane.mdbefore operating local accounts.
Current source and tests are authoritative when historical DESIGN.md or
RESEARCH.md material differs from executable behavior.
Architecture invariants
- Provider authors import the stable contract from
remorafish.framework. - A provider owns its manifest, credential mapping, health probe, endpoints, model catalog, and conversion of its upstream stream into neutral events.
ChatEngineowns routing, account affinity, failover, conversations, and transport session lifecycle. Do not duplicate those policies in adapters.- OpenAI, Anthropic, inference MCP, CLI, and the reference UI are surfaces over the same runtime; they must not implement provider protocols independently.
- External providers use the
remorafish.providersPython entry-point group. - The regular
remorafish mcpserver is inference-only. Account operations belong exclusively to the capability-gatedremorafish admin-mcpserver.
Credential safety invariants
- Operate only accounts and browser profiles owned by the user or explicitly authorized for that user.
- Never print, log, serialize into an agent response, or place in a prompt a raw token, cookie, password, authenticated proxy URL, or vault key.
- Browser scans require explicit confirmation. They return opaque scan IDs and
masked candidates; raw values remain in the local
CredentialBrokerfor at most ten minutes. - Import, login, enable, and removal operations require the corresponding Admin MCP server capability. Destructive removal also requires the exact account ID a second time.
- Keep account control local. Do not expose Admin MCP over the public HTTP data plane.
- Do not perform live-account or browser smoke tests unless the user explicitly authorizes them for the current task.
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.
- 2mo ago First seen · 90 lines · 795 tokens per session scan A 50e64396b821
remorafish AGENTS.md is an instructions file published in the GitHub repository howdeploy/remorafish (7 stars, last pushed 2mo ago), licensed MIT. It adds 795 tokens to every session, about $0.0032 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 2026-08-31.
Other instructions, from other repositories
vscode buildNext.instructions.md
Working notes and architecture documentation for the new esbuild-based build system in build/next. Use when making changes to the new build pipeline (transpile/bundle commands, NLS plugin, source-map handling, resource copying, or self-hosting watch tasks).
next.js AGENTS.md
AGENTS.md instructions for vercel/next.js, covering next.js development guide, codebase structure, monorepo overview, core package: packages/next and other important packages.
vscode oss-third-party-notices.instructions.md
Instructions for microsoft/vscode, covering vs code oss third-party-notices pipeline, architecture, pipeline flow in ci, cache eligibility and rollout and applying the notice (cutover).
langchain AGENTS.md
AGENTS.md instructions for langchain-ai/langchain, covering global development guidelines for the langchain monorepo, corridor security analysis, project architecture and context, monorepo structure and development tools & commands.
vscode copilot-instructions.md
Copilot instructions for microsoft/vscode, covering vs code copilot instructions, project overview, root folders, core architecture (src/ folder) and built-in extensions (extensions/ folder).
deepseek-harness AGENTS.md
AGENTS.md instructions for deepseek-ai/deepseek-harness, covering agents.md, pre-stable apis and released session data, repository layout, commands and host sandbox failures.