GitHub
GitHub’s official server lets AI read and manage code, issues and pull requests in your account. Use GitHub’s hosted version or run it locally with Docker.
Description from the maker (original English)
Dev utilities for agents: JSON/YAML/CSV, schema validation, encoding, text & time. Free, no key.
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
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Works in Claude on the web, desktop and mobile:
https://www.ia-qa.com/mcp/dataRun this in your terminal
claude mcp add --transport http ia-qa-data https://www.ia-qa.com/mcp/dataPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"ia-qa-data": {
"url": "https://www.ia-qa.com/mcp/data"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"ia-qa-data": {
"type": "http",
"url": "https://www.ia-qa.com/mcp/data"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
ChatGPT connects only to servers on the internet:
https://www.ia-qa.com/mcp/dataMenu names can differ slightly by plan and over time.
Your choice stays on this device in a cookie; no account needed.
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
Tool names and descriptions exactly as the server reported them on Nov 7, 2026. The maker wrote them, not us; we show them as plain text.
find_toolSearch available MCP tools by keyword or category before calling them. Returns names, descriptions and, on request, inputSchemas. Queries are logged 90 days, screened for credentials and personal data. Categories: data, dev, encoding, eval, integrations, llm, meta, qa, rag, secur
diff_textCompute a unified line-by-line diff between two text strings (LCS algorithm). Returns added/removed/unchanged line counts and formatted diff hunks with configurable context lines (0–20). Use to compare versions of prompts, configs, code snippets, or any text where you need to see
rate_toolGive honest usage feedback on an IA-QA MCP tool. Give a score (1-5) and a comment. Rate low (1-2) if the tool was wrong, irrelevant, or a poor fit; rate high (4-5) only if it genuinely solved your need. Maintainers read ratings, one vote per agent and tool a month: comments and p
validate_emailValidate an email address against RFC 5322 syntax before storing it, sending a transactional email, or adding it to a mailing list. Returns { valid, email } — use this to avoid bounces and malformed data.
decode_jwtDecode a JWT (JSON Web Token) and return its header and payload without verifying the signature. Also reports whether the token is expired and the exact expiry date. Use to inspect claims (sub, iss, exp, roles) during debugging or when integrating with an auth provider.
timestamp_convertConvert between Unix timestamps (seconds or milliseconds) and ISO-8601 / UTC date strings. Auto-detects epoch vs. millisecond format. Omit input to get the current time. Returns iso, unix_s, unix_ms, utc, date, and time fields.
cron_parseParse a cron expression into a human-readable schedule description. Supports standard 5-field cron (minute hour day month weekday).
count_code_linesCount lines of code: total, code lines, comment lines, blank lines, and comment density. Supports JS/TS, Python, Java/C/C++, Ruby, Go, Shell, HTML/XML, and CSS.
lint_commit_messageValidate a git commit message against the Conventional Commits spec (feat, fix, docs, style, refactor, test, chore, ci, perf, build). Returns compliance score, breaking change detection, and actionable suggestions.
env_parse Looks like an instruction to the AIParse a .env file content into a JSON object. Handles quoted values (single and double), inline comments, export prefix, and escaped sequences (\n, \t inside double quotes). Returns all key-value pairs. Use in CI/CD pipelines, agent config loaders, or when processing dotenv files
openapi_validateValidate the structure of an OpenAPI 3.x specification (JSON or YAML). Checks required top-level fields (openapi, info.title, info.version, paths), validates each operation (responses, operationId uniqueness), detects undeclared $ref components, and flags missing 2xx responses. R
generate_slugConvert any string into a URL-friendly slug: lowercase, ASCII-normalized (é→e), special characters removed, spaces replaced with hyphens. Use for generating SEO-friendly URL paths, file names, or identifier keys from user-provided titles or labels.
format_jsonValidate and pretty-print a string that is ALREADY valid JSON. Strict by design — it is a validity gate: valid JSON comes back formatted, anything else is rejected with the exact parse error. It never repairs, completes, or guesses. NOT for: plain text or prose (will fail), JSON
parse_csvParse a CSV string into a JSON array of objects (or raw arrays). Full RFC 4180: quoted fields may contain the delimiter, embedded newlines (the Excel/Sheets multi-line cell), and doubled quotes. Custom delimiters supported. An unterminated quote is rejected with its position rath
extract_json_pathExtract a value from a JSON string using dot-notation path (e.g., "user.address.city", "items.0.name", "meta.tags"). Supports array index access via numeric path segments.
json_schema_validateValidate a JSON value against a JSON Schema (draft-07 subset). Supports type, required, properties, items, enum, const, pattern, format (email/uri/date/date-time/uuid), minimum/maximum, minLength/maxLength, minItems/maxItems, uniqueItems, additionalProperties, anyOf, allOf, oneOf
flatten_jsonFlatten a nested JSON object to single-level dot-notation keys (e.g. {"a":{"b":1}} → {"a.b":1}), or unflatten dot-notation keys back to a nested object. Supports custom separators.
xml_to_jsonConvert an XML string to a JSON object. Supports attributes, nested elements, arrays, CDATA, and namespaces. Options: parse numbers, parse booleans, ignore attributes.
mock_from_schemaGenerate realistic mock data from a JSON Schema. Supports all common types (string, number, integer, boolean, array, object, null), format hints (email, date, date-time, uri, uuid), enum, const, and nested schemas. Perfect for testing MCP tools with realistic data.
json_to_csvConvert a JSON array of objects to CSV format. Automatically detects columns from all object keys. Handles quoting and escaping per RFC 4180.
json_diffCompute a deep structural diff between two JSON values. Returns added, removed, and changed keys with dot-notation paths. Like git diff but for JSON objects — perfect for API response regression testing. Arrays are not compared blindly by position: the same elements in a differen
json_to_yamlConvert a JSON object to clean, human-readable YAML. Handles nested objects, arrays, multiline strings, and special characters. No external dependencies.
yaml_to_jsonParse a YAML string and return the equivalent JSON value. The reverse of json_to_yaml. Supports nested objects, arrays, anchors, aliases, multi-document streams, and all scalar types. Use when processing config files, CI/CD pipeline definitions, or OpenAPI specs authored in YAML.
json_schema_generateInfer a JSON Schema (draft-07) from a sample JSON value. Detects types, required fields, array item shapes, nested objects, and common string formats (email, uri, date, date-time, uuid). Returns a ready-to-use schema compatible with json_schema_validate. Use when you have a sampl
text_statsCompute comprehensive statistics for any text: character count (with and without spaces), word count, line count, sentence count, paragraph count, and estimated reading time in minutes. Sentence counting is abbreviation-aware — titles (Mr., Dr.), acronyms (U.S., i.e., p.m.), init
regex_testTest a regular expression pattern against an input string and return all matches with their index positions and named capture groups. Use for validating user inputs, extracting structured data from text, or debugging regex patterns. Supports flags g, i, m, s, u, y. The match runs
lorem_ipsumGenerate Lorem Ipsum placeholder text for UI mockups, design prototypes, or test data population. Configurable paragraphs (1–10), sentences per paragraph (1–20), and approximate words per sentence (3–30).
case_convertConvert a string between naming conventions: camelCase, PascalCase, snake_case, kebab-case, UPPER_SNAKE_CASE, dot.case, Title Case. Essential for code generation and refactoring.
generate_uuidGenerate one or more cryptographically random UUID v4 identifiers. Use this when you need unique IDs for test fixtures, database records, session tokens, or any scenario requiring a guaranteed-unique string. Returns up to 100 UUIDs in one call.
hash_textCompute a cryptographic hash of a text string. Use when you need to verify data integrity, generate content fingerprints, hash passwords (prefer SHA-256+), or produce a fixed-length digest of any input. Supports SHA-256 (default), SHA-512, SHA-1, and MD5.
base64_encodeEncode a UTF-8 string to Base64. Use when you need to embed binary data, multi-line text, or special characters safely inside JSON fields, HTTP headers, or data URIs.
base64_decodeDecode a Base64 string back to UTF-8 text. Use for inspecting Base64-encoded API responses, JWT payload claims, config file values, or attachment data.
url_encodePercent-encode a string for safe use in URLs. Call this before programmatically building query strings, path segments, or form-encoded bodies to prevent injection and malformed URLs.
url_decodeDecode a percent-encoded URL string back to plain text. Use when parsing query parameters from raw URLs or when displaying encoded values to users.
color_convertConvert a color between HEX, RGB, and HSL formats. Use when translating design tokens between CSS notations, verifying color accessibility, or normalizing color values from user input. Accepts #rrggbb, #rgb, rgb(r,g,b), or hsl(h,s%,l%).
number_base_convertConvert numbers between bases: decimal, binary, octal, hexadecimal, or any base 2–36. Auto-detects 0x, 0b, 0o prefixes.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 8, 2026
The publisher (JcJamet) is not the repo owner (ia-qa-com); someone else may have listed it
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
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Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 3 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
The registry does not list a required key, though some servers ask you to sign in on first use.
It runs in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.
The GitHub repo last changed –, and the latest version (1.0.1) reached the registry 12 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.
In the same category: GitHub, Desktop Commander, Cloudflare MCP
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
GitHub’s official server lets AI read and manage code, issues and pull requests in your account. Use GitHub’s hosted version or run it locally with Docker.
MCP server for terminal commands, file operations, and process management
Cloudflare MCP servers
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
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.
llms.txt: https://www.ia-qa.com/llms.txtio.github.JcJamet/ia-qa-toolbox and the three packs belowThis repository describes the hosted server; it holds no server code. The live tool list is always GET https://www.ia-qa.com/mcp.
| 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.
Claude Code
claude mcp add --transport http ia-qa https://www.ia-qa.com/mcp
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
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.
security — https://www.ia-qa.com/mcp/securityprompt_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/evalget_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/dataformat_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 2026-11-05. The live list (GET https://www.ia-qa.com/mcp) wins if this page disagrees.