Borrowing it
Nothing to install: this file belongs to reshaprio/reshapr. 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/reshaprio/reshapr/main/AGENTS.mdgit clone --depth 1 https://github.com/reshaprio/reshaprWrote 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/reshaprio/reshapr/agents-md)<a href="https://agentmods.dev/instructions/reshaprio/reshapr/agents-md"><img src="https://agentmods.dev/badge/instructions/reshaprio/reshapr/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/reshaprio/reshapr/agents-md"><img src="https://agentmods.dev/badge/instructions/reshaprio/reshapr/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 | $0.02307 | $0.02307 |
| Opus 5.5 | $0.00923 | $0.00923 |
| Sonnet 5.5 | $0.00461 | $0.00461 |
| Haiku 4.5 | $0.00231 | $0.00231 |
Grade A, and why
reshapr 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 17d 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 — 144 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AGENTS.md
Project Overview
reShapr is the open source runtime that turns existing REST/GraphQL/gRPC APIs AI-Native, without rebuilding them, by transforming them into governed, LLM-friendly MCP (Model Context Protocol) tools. It solves "Context Overload" by filtering and slimming API payloads before they reach LLMs.
Architecture
Three core runtime services communicate via gRPC, plus a web UI and a CLI:
┌─────────────────────────────────────┐
│ reShapr Platform │
│ │
┌──────────┐ MCP/HTTP │ ┌──────────────────────────────┐ │
│ AI Agent│──────────────>│ │ Gateway (proxy) │ │──> REST / GraphQL / gRPC
│ or LLM │ │ │ :7777 │ │ Backend APIs
└──────────┘ │ └──────────┬───────────────────┘ │
│ │ gRPC (EDS + GHS) │
┌──────────┐ REST API │ ┌──────────▼───────────────────┐ │
│ CLI / │──────────────>│ │ Control Plane (ctrl) │───┼──> PostgreSQL
│ Web UI │ │ │ :5555 │ │
└──────────┘ │ └──────────────────────────────┘ │
└─────────────────────────────────────┘
Each component in more detail:
- Control Plane (
control-plane/) — Quarkus service on port5555. Manages services, expositions, organizations, users, gateways. Uses PostgreSQL + Flyway migrations + Hibernate ORM Panache with multi-tenant DISCRIMINATOR strategy. Hazelcast for caching. - Proxy/Gateway (
proxy/) — Quarkus service on port7777. Receives MCP requests, discovers expositions via gRPC from the control plane (eds-v1.proto,ghs-v1.proto), proxies calls to backend APIs. Supports REST, GraphQL, gRPC backends.- Clustering: multiple gateway instances form an Infinispan cluster via JGroups
DNS_PING, replicating session, elicitation, and secret-resolution state so any gateway can handle any request. Controlled by thereshapr.infinispan.stackJVM property (reshapr-localfor a single node,reshapr-k8sfor a clustered setup). - Caching: doesn't round-trip to the control plane on every request. A
GatewayRegistryholds raw exposition metadata and artifact content, populated at startup and refreshed on every change event. AWorkCache(Caffeine LRU) holds the parsed form of those artifacts, for example a parsed OpenAPI document, so re-parsing is avoided across calls.
- Clustering: multiple gateway instances form an Infinispan cluster via JGroups
- CLI (
cli/) — TypeScript/Node.js CLI (@reshapr/reshapr-cli) built with Commander.js. Manages login, import, service lifecycle, and local Docker-based platform viareshapr run. - Web UI (
web-ui/) — SvelteKit 5 app (@reshapr/reshapr-web-ui, Svelte 5 runes + TailwindCSS 4 + bits-ui) deployed withadapter-node(SSR). Standalone, not a Maven module. Talks to the control-plane admin API server-side viaRESHAPR_ADMIN_API_KEY(seeweb-ui/src/lib/server/proxy.ts,auth.ts). Runs on5173in dev (Vite),3333in the container.
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.
- 17d ago Changed · +14 tokens per session dbf228540ba5
- 18d ago Changed · -11 tokens per session 869924aa1a62
- 1mo ago Changed · -24 lines · -204 tokens per session 201d4a14f70b
- 1mo ago Changed · +68 lines · +1,113 tokens per session 3d3def0c5d4f
- 1mo ago First seen · 100 lines · 1,395 tokens per session scan A 43d21a4d7242
reshapr AGENTS.md is an instructions file published in the GitHub repository reshaprio/reshapr (172 stars, last pushed yesterday), licensed Apache-2.0. It adds 2,307 tokens to every session, about $0.0092 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 2026-09-24.
reshapr AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| reshapr AGENTS.mdreshaprio/reshapr | Instructions file | 172 | yesterday | Apache-2.0 | A | 2,307 | Codex, OpenCode |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 9,719 | GitHub Copilot |
| next.js AGENTS.mdvercel/next.js | Instructions file | 143k | today | MIT | A | 7,461 | Codex, OpenCode |
| langchain AGENTS.mdlangchain-ai/langchain | Instructions file | 149k | yesterday | MIT | A | 4,680 | Codex, OpenCode |
| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 5,516 | GitHub Copilot |
| vscode copilot-instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 3,093 | GitHub Copilot |
| deepseek-harness AGENTS.mddeepseek-ai/deepseek-harness | Instructions file | 274k | 2d ago | MIT | A | 4,313 | Codex, OpenCode |