Borrowing it
Nothing to install: this file belongs to samuellawrence/openapi-mcp-bridge. 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/samuellawrence/openapi-mcp-bridge/main/CLAUDE.mdgit clone --depth 1 https://github.com/samuellawrence/openapi-mcp-bridgeWrote 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/samuellawrence/openapi-mcp-bridge/claude-md)<a href="https://agentmods.dev/instructions/samuellawrence/openapi-mcp-bridge/claude-md"><img src="https://agentmods.dev/badge/instructions/samuellawrence/openapi-mcp-bridge/claude-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/samuellawrence/openapi-mcp-bridge/claude-md"><img src="https://agentmods.dev/badge/instructions/samuellawrence/openapi-mcp-bridge/claude-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 | $0.00689 | $0.00689 |
| Opus 5.5 | $0.00276 | $0.00276 |
| Sonnet 5.5 | $0.00138 | $0.00138 |
| Haiku 4.5 | $0.00069 | $0.00069 |
Grade A, and why
openapi-mcp-bridge CLAUDE.md scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 75 lines — stays where its author put it; the contents beside it link to each section on GitHub.
CLAUDE.md
This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.
Project Overview
OpenAPI MCP Bridge is an MCP server that takes OpenAPI/Swagger specifications and exposes them as MCP tools. It allows AI assistants to search, explore, and execute any REST API.
Commands
Install dependencies
uv sync --all-extras
Run the MCP server
python -m src.server # Fuzzy search (default)
python -m src.server --search-provider embedding # Embedding search
Run tests
pytest tests/ -v # All tests
pytest tests/test_parser.py -v # Single test file
pytest tests/test_parser.py::TestConfig -v # Single test class
pytest tests/test_integration.py -v # Integration tests (starts mock server)
Run mock Petstore server (for manual testing)
uvicorn mock-petstore.app:app --port 8000
Type checking
pyright src/
Architecture
The system follows a pipeline architecture:
- Config (
config.py) → Loadsconfig/apis.json, resolves$ENV_VARreferences in auth tokens - Parser (
parser.py) → Fetches and parses OpenAPI 3.x/Swagger 2.0 specs, resolves$refreferences - Registry (
registry.py) → Manages multiple APIs, stores parsed specs in memory - Search (
search/) → Two providers:FuzzySearchProvider: Usesthefuzzfor string matchingEmbeddingSearchProvider: Usessentence-transformersfor semantic search
- Executor (
executor.py) → Executes HTTP requests viahttpx, handles auth, pagination, response truncation - Guardrails (
guardrails.py) → Blocks destructive operations (DELETE/PUT/PATCH) unlessconfirmed=true - Server (
server.py) → FastMCP server exposing 4 tools:list_apis,search_endpoints,execute_endpoint,batch_execute
Key Design Decisions
- Async throughout: Parser, registry, and executor are all async for non-blocking I/O
- Lazy model loading: Embedding model only loads when first search is performed
- Guardrails by default: Destructive operations require explicit confirmation
- Environment variable resolution: Auth tokens can reference env vars with
$VAR_NAMEsyntax - Pydantic models: All data structures use Pydantic for validation
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 · 75 lines · 689 tokens per session scan A fc78c736318b
openapi-mcp-bridge CLAUDE.md is an instructions file published in the GitHub repository samuellawrence/openapi-mcp-bridge (0 stars, last pushed yesterday), licensed MIT. It adds 689 tokens to every session, about $0.0028 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.
openapi-mcp-bridge CLAUDE.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| openapi-mcp-bridge CLAUDE.mdsamuellawrence/openapi-mcp-bridge | Instructions file | 0 | yesterday | MIT | A | 689 | Claude Code |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 9,719 | GitHub Copilot |
| next.js AGENTS.mdvercel/next.js | Instructions file | 143k | yesterday | 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 |