IA-QA Eval & RAG — 38 tools
LLM & RAG evals: hallucination, eval contracts, semantic tests, tokens & model info. Free, no key.
التثبيت
أضف هذا إلى إعدادات MCP في عميلك (Claude Desktop: claude_desktop_config.json، وCursor: .cursor/mcp.json، ويستخدم VS Code وغيره الصيغة نفسها «mcpServers»).
claude mcp add --transport http ia-qa-eval-rag-38-tools 'https://www.ia-qa.com/mcp/eval'
{
"mcpServers": {
"ia-qa-eval-rag-38-tools": {
"type": "http",
"url": "https://www.ia-qa.com/mcp/eval"
}
}
}
التوثيق
مأخوذ من ملف README للمشروع على GitHub ويُحدَّث أسبوعيًا. تفتح الروابط على GitHub.
IA-QA MCP server
Free QA and LLM-testing tools for AI agents, served over MCP (Streamable HTTP). No account, no API key. Every tool returns a verdict an agent can act on: pass/fail, a score, a diff.
- Website: https://www.ia-qa.com · MCP page: https://www.ia-qa.com/mcp-server ·
llms.txt: https://www.ia-qa.com/llms.txt - Official MCP Registry:
io.github.JcJamet/ia-qa-toolboxand the three packs below
This repository describes the hosted server; it holds no server code. The live tool list is always GET https://www.ia-qa.com/mcp.
Endpoints
| Endpoint | Tools listed | For |
|---|---|---|
https://www.ia-qa.com/mcp | all 152 | clients with no tool limit |
https://www.ia-qa.com/mcp/security | 30 | prompt injection, PII and secret scans, TLS/header/CORS audits, MCP server checks |
https://www.ia-qa.com/mcp/eval | 38 | hallucination, eval contracts, semantic and RAG tests, tokens and models |
https://www.ia-qa.com/mcp/data | 36 | JSON/YAML/CSV, schema validation, encoding, text and time utilities |
Clients cap how many tools they load (VS Code Copilot 128 per request, Cursor about 40). A pack lists only its tools; for a tool outside it, add the full server or the pack that lists it — find_tool searches everything and says which pack lists each tool.
Install
Claude Code
claude mcp add --transport http ia-qa https://www.ia-qa.com/mcp
# or one pack:
claude mcp add --transport http ia-qa-security https://www.ia-qa.com/mcp/security
Cursor — .cursor/mcp.json (this project) or ~/.cursor/mcp.json (all projects) (use a pack: Cursor loads about 40 tools)
{
"mcpServers": {
"ia-qa-security": {
"url": "https://www.ia-qa.com/mcp/security"
}
}
}
VS Code (GitHub Copilot, agent mode) — .vscode/mcp.json
{
"servers": {
"ia-qa": {
"type": "http",
"url": "https://www.ia-qa.com/mcp"
}
}
}
Claude Desktop — Settings → Connectors → Add custom connector, URL https://www.ia-qa.com/mcp (or a pack URL).
Any other MCP client — Streamable HTTP at one of the URLs above. More clients, and a prompt you can paste into any agent: https://www.ia-qa.com/mcp-server
What leaves your machine
Every call runs on ia-qa.com: whatever you pass to a tool is sent there — including a provider API key given to one of the few bring-your-own-key tools. The call journal stores no IP address: a monthly pseudonym (an HMAC, not reversible) to count distinct callers within a month, and each entry is deleted 400 days after the call. Rate limit: 60 requests per minute per IP.
For tools that must run next to your app (selector self-healing, app discovery), use the local packages instead — nothing is sent to ia-qa.com: @ia-qa/pal, @ia-qa/self-healing, @ia-qa/qa-discovery.
Packs
security — https://www.ia-qa.com/mcp/security
prompt_injection_scan · shield_analyze · guardrail_test · toxicity_scan · bias_detect · redact_pii · secret_scan · detect_secrets · security_headers_check · ssl_certificate_check · cors_test · cors_checker · cookie_security_audit · web_security_audit · validate_url · decode_jwt · generate_hmac · hash_text · generate_password · mcp_server_evaluate · mcp_server_health_check · mcp_schema_lint · validate_mcp_response · function_call_validate · validate_agent_trajectory · latency_benchmark · parse_http_headers · http_status_lookup · find_tool · rate_tool
eval — https://www.ia-qa.com/mcp/eval
get_testing_guidelines · run_eval_contract · run_semantic_tests · generate_eval_yaml · generate_ci_workflow · metamorphic_check · needle_haystack_generate · test_skill · hallucination_check · similarity_score · consistency_check · llm_output_validator · llm_format_check · llm_json_schema_check · response_quality_score · compare_responses · analyze_responses · prompt_test_suite · cot_analyzer · conversation_analyze · ab_test_report · embedding_similarity · rag_relevance_rank · rerank_evaluate · bm25_score · build_rag_prompt · count_tokens · token_budget_calculator · context_window_check · list_llm_models · model_info · compare_models · estimate_llm_cost · llm_generate · run_vlm_test_suite · extract_json_from_text · find_tool · rate_tool
data — https://www.ia-qa.com/mcp/data
format_json · json_schema_validate · json_diff · extract_json_path · flatten_json · json_to_yaml · yaml_to_json · xml_to_json · parse_csv · json_to_csv · mock_from_schema · json_schema_generate · openapi_validate · timestamp_convert · cron_parse · validate_email · regex_test · diff_text · text_stats · case_convert · generate_slug · base64_encode · base64_decode · url_encode · url_decode · generate_uuid · hash_text · number_base_convert · color_convert · lorem_ipsum · decode_jwt · env_parse · count_code_lines · lint_commit_message · find_tool · rate_tool
All 152 tools, by category: TOOLS.md.
Generated from the server's own definitions on 2026-10-26. The live list (GET https://www.ia-qa.com/mcp) wins if this page disagrees.
الأسئلة الشائعة
ما هو IA-QA Eval & RAG — 38 tools؟
LLM & RAG evals: hallucination, eval contracts, semantic tests, tokens & model info. Free, no key.
كيف أثبّت IA-QA Eval & RAG — 38 tools؟
يعمل كخادم بعيد. في Claude Code: claude mcp add --transport http ia-qa-eval-rag-38-tools 'https://www.ia-qa.com/mcp/eval'. وفي العملاء الآخرين، الصق إعداد JSON من هذه الصفحة في إعدادات MCP الخاصة بهم.
هل يحتاج IA-QA Eval & RAG — 38 tools إلى مفتاح API؟
لا يذكر إدراجه في السجل أي مفتاح أو سر إلزامي. قد تتطلب بعض الميزات حسابًا لدى الخدمة التي يتصل بها.
هل IA-QA Eval & RAG — 38 tools مفتوح المصدر؟
نعم. شيفرته متاحة على GitHub بترخيص MIT.
من يصون IA-QA Eval & RAG — 38 tools؟
ينشره ia-qa-com. يدرجه AI.tn لكنه لا يصونه ولا يوصي به.
من سجل MCP الرسمي. الإدراج ليس توصية: راجع شيفرة الخادم وصلاحياته قبل منحه الوصول إلى بياناتك.