Borrowing it
Nothing to install: this file belongs to konflux-ci/konflux-devlake-mcp. 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/konflux-ci/konflux-devlake-mcp/main/AGENTS.mdgit clone --depth 1 https://github.com/konflux-ci/konflux-devlake-mcpWrote 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/konflux-ci/konflux-devlake-mcp/agents-md)<a href="https://agentmods.dev/instructions/konflux-ci/konflux-devlake-mcp/agents-md"><img src="https://agentmods.dev/badge/instructions/konflux-ci/konflux-devlake-mcp/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/konflux-ci/konflux-devlake-mcp/agents-md"><img src="https://agentmods.dev/badge/instructions/konflux-ci/konflux-devlake-mcp/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 | $0.00917 | $0.00917 |
| Opus 5.5 | $0.00367 | $0.00367 |
| Sonnet 5.5 | $0.00183 | $0.00183 |
| Haiku 4.5 | $0.00092 | $0.00092 |
Grade A, and why
konflux-devlake-mcp 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 1mo 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 — 60 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Konflux DevLake MCP Server - Agent Quick Reference
Python MCP server providing engineering metrics tools for Konflux DevLake databases.
Data Flow
Request -> server/handlers/tool_handler.py (security) -> tools/tools_manager.py (routing) -> tools/devlake/<tool>.py (SQL + logic) -> utils/db.py (async MySQL pool, type conversion) -> toon_encode() response
Key Paths
tools/devlake/ metric tools | tools/base/base_tool.py BaseTool ABC | tools/tools_manager.py registry
server/ MCP core | utils/db.py async MySQL pool | utils/security.py SQL injection detection
skills/ Claude Code skills (must stay in sync with tools) | tests/conftest.py shared fixtures
Adding a Tool
- Create
tools/devlake/my_tool.pyextendingBaseTool get_tools()->List[mcp.types.Tool]with JSONinputSchemaasync call_tool()->toon_encode(result, {"delimiter": ",", "indent": 2, "lengthMarker": ""})- Register in
tools/tools_manager.py_tool_moduleslist - Add unit test:
tests/unit/test_my_tool.pywith@pytest.mark.unit - Update
skills/devlake/if tool interface or SQL changed (see Skill Update Rule)
Test Suite
Every tool in tools/tools_manager.py _tool_modules (12 modules) must have a dedicated tests/unit/test_<name>.py. Each test file validates: get_tools() returns correct tool names and schemas, call_tool() with mocked DB rows returns toon_decode()-parseable results with success: True, error paths return success: False, and filter/limit arguments are respected. Integration tests in tests/integration/ use real MySQL and clean_database fixture.
When investigating a bug or adding a feature, verify tests/unit/test_<name>.py exists and covers call_tool() execution with expected computed values (scores, averages, classifications) -- not just response structure. If tests are missing or incomplete, add them.
Commands: make test-unit (mocked DB) | make test-integration (docker compose MySQL) | make test-e2e (requires GEMINI_API_KEY, seeds from testdata/mysql/)
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.
- 1mo ago Changed · +10 tokens per session 781c348d2220
- 2mo ago First seen · 60 lines · 907 tokens per session scan A ec62b4cef943
konflux-devlake-mcp AGENTS.md is an instructions file published in the GitHub repository konflux-ci/konflux-devlake-mcp (10 stars, last pushed today), licensed Apache-2.0. It adds 917 tokens to every session, about $0.0037 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.
konflux-devlake-mcp AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| konflux-devlake-mcp AGENTS.mdkonflux-ci/konflux-devlake-mcp | Instructions file | 10 | today | Apache-2.0 | A | 917 | 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 |