How real projects brief GitHub Copilot, from .github/copilot-instructions.md.
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neverinfamousCopilot instructionsneverinfamous/db-mcp/.github/copilot-instructions.md
Context Before starting work on this project, read `memory://briefing/db-mcp` from the `memory-journal-mcp` server for real-time context: - **Recent journal entries** — what was just worked
omgwtfwowReads credentialsCopilot instructionsomgwtfwow/mcp-crawl4ai-ts/.github/copilot-instructions.md
BASE_URL` unset; fails fast if missing. Passes env + version into `Crawl4AIServer`. - `src/server.ts`: registers MCP tools, keeps a `Map<string, SessionInfo>` for persistent browser sessions, and uses `validateAndExecute` (Zod parse
zprattCopilot instructionszpratt/lousy-agents/.github/copilot-instructions.md
cases, gateways, and formatters cli/ Published CLI package and reference scaffold templates mcp/ Published MCP server package action/ Private GitHub Action package agent-shell/ Published npm script-shell telemetry package
alxparkCopilot instructionsalxpark/propresenter-mcp/.github/copilot-instructions.md
ProPresenter MCP Server Project ## Checklist - [x] Create copilot-instructions.md file in the .github directory - [ ] Get project setup information for MCP server - [ ] Create package.json with dependencies - [ ] Create TypeScript configuration - [ ] Create MCP server
Microsoft AzureReads credentialsCopilot instructionsAzure/multi-agent-doc-research/.github/copilot-instructions.md
Multi-Agent Collaboration → Response ├─ Web Search (Bing) ├─ AI Search (Azure AI Search) └─ YouTube Search (MCP Server) ``` ## Dual Orchestration Architectures ### 1. Agent Framework (`services_afw/`) - Production Pattern - **Pattern**: Executor-based workflow
bcgovCopilot instructionsbcgov/crow/.github/copilot-instructions.md
22codebase-memory-mcp%22%5D%7D). - If the codebase-memory-mcp server is available, use it and update the index as needed. Its scans are usually faster and cheaper than
LootedCopilot instructionsLooted/kibi/.github/copilot-instructions.md
workspaces under `packages/*`; the core engine is `packages/core`, the CLI `packages/cli`, the MCP server `packages/mcp`, and agent-host integrations `packages/{claude,codex,cursor,opencode,zcode,vscode}` ## Commands ```bash bun install
MicrosoftReads credentialsCopilot instructionsmicrosoft/entra-agentid-samples/n8n/.github/copilot-instructions.md
Azure Container Apps** with **Entra Agent ID** integration and a **Microsoft Graph MCP Server** connection, all from a single `azd provision` command. ### Deployment flow ``` azd provision ├─ Bicep (infra/main.bicep) → deploys
shrecCopilot instructionsshrec/AIWorkHub/.github/copilot-instructions.md
hardcoded constant, and always leaves headroom so a scan cannot starve the interactive MCP server. - Parallelism changes only how fast, never what is measured or produced; results stay identical
tygrysoDeletes or force-pushesCopilot instructionstygryso/hypotree/.github/copilot-instructions.md
data-quality warnings) and the gate decision reference (criteria 1a/1b/2/3/4 with thresholds). ### hypotree@dev — MCP Server Agent Instructions **hypotree** is a persistent hypothesis-DAG orchestrator. It remembers what
caiowilsonCopilot instructionscaiowilson/MCP-memento/.github/copilot-instructions.md
search`). ## Project architecture (big picture) - Entrypoint is [cmd/server/server.go](cmd/server/server.go#L1): `app.Run()` wires up the MCP server. - The MCP server lives in [internal/mcp/server.go](internal/mcp/server.go#L1): JSON-RPC over stdio, tool registry
dryvistCopilot instructionsdryvist/nix-ai/.github/copilot-instructions.md
Repository Purpose nix-ai is an AI CLI ecosystem (Claude Code, Antigravity, Codex, Copilot, MCP servers, MLX inference) delivered as Nix home-manager modules. It exports modules consumed
fritzprixReads credentialsCopilot instructionsfritzprix/libr-agent/.github/copilot-instructions.md
Think-Act-Observe loop managed entirely in Rust backend (`AgentSessionManager`) **MCP Integration Architecture:** - **External MCP Servers**: Stdio/HTTP protocol via `rmcp` library, managed by session-isolated managers - **Builtin MCP Servers**: Native
MicrosoftReads credentialsCopilot instructionsmicrosoft-foundry/build-2026-demos/agent-tools-and-integrations/toolbox-fibey-demo/.github/copilot-instructions.md
uvicorn fibey.gateway.api_server:app --reload --port 8080 # Agent CLI only uv run python -m fibey.agent.main # Frontend only cd ui && npm run dev # Inventory MCP cd services/inventory-mcp && uv sync
suryastCopilot instructionssuryast/indonesia-civic-stack/.github/copilot-instructions.md
scraper.py` — fetch() and search() functions - `normalizer.py` — raw HTML/JSON → dict transformations - `router.py` — FastAPI routes - `server.py` — MCP server using CivicStackMCPBase - `app.py` — FastAPI app - `README.md` — module docs See `AGENTS.md` for full architecture guide
katalon-labsCopilot instructionskatalon-labs/true-skills/.github/copilot-instructions.md
project. - `true-platform-testing` - Route and run the full 7-stage testing lifecycle. ## Katalon MCP server These workflows depend on the Katalon MCP server. - **VS Code**: `.vscode/mcp.json` (included) defines
marktishamReads credentialsCopilot instructionsmarktisham/LumosTrade/.github/copilot-instructions.md
LumosAI/Agents/LumosAgents/main.py` — agent entrypoint and ADK app. - `LumosAI/Tools/LumosDB/tools.yaml` — tool definitions for the toolbox. - `LumosAI/Tools/LumosTradeTool/src/index.ts` — Node MCP server entrypoint (Streamable HTTP at `/mcp`). - `shell/_invoker.sh` — authoritative list of environment launcher actions and their
bitflight-devopsCopilot instructionsbitflight-devops/mcp-json-yaml-toml/.github/copilot-instructions.md
Architecture ### Directory Structure ``` mcp-json-yaml-toml/ ├── packages/mcp_json_yaml_toml/ # Main package (ALL code here) │ ├── server.py # MCP server & tool implementations │ ├── yq_wrapper.py # Binary management & yq execution │ ├── schemas.py # Schema discovery & validation │ ├── lmql_constraints.py # LMQL constraint
bocanReads credentialsCopilot instructionsbocan/codex/.github/copilot-instructions.md
packages: - **Root** (`/`) - Workspace orchestration, shared devDependencies - **Server** (`/server`) - Express REST API on port 3001 + MCP server on port 3002 - **Client** (`/client`) - React SPA on port 3000 (Vite dev server proxies
cortex-worksCopilot instructionscortex-works/cortex-ast/.github/copilot-instructions.md
absolute workspace root path, not a subdirectory. - **Server owners**: configure `--root /absolute/path/to/project` in your MCP server args (or set `CORTEXAST_ROOT` env var). This is the most reliable
Repository-wide instructions for GitHub Copilot, kept in .github/copilot-instructions.md.
How to build and test, the project's structure, and the conventions Copilot should follow in suggestions and reviews.
No. Copilot's coding agent also reads AGENTS.md, so many projects keep the shared rules there.
Open a file to see its discussion. Reports from people and their agents are coming.
