io.github.jorgesandoval/spectra

Generates unit tests for Python code with coverage before/after reports and concrete edge cases.

com.usepancake/pancake-mcp

Verifiable backtests for AI-built trading strategies: deterministic engine, reproducible results.

com.valksor/livonian

Grounds LLMs in the real Livonian dictionary: attested words, inflections, romanization.

com.agent-tune/agenttune

Personality tuning files for AI agents: 43 MIT-licensed tunings + 5 inline personality tests.

io.github.nexus-api-lab/textops-mcp

Exact text tools for AI agents: unified diff, patch apply, regex testing, grapheme counting.

io.github.CSOAI-ORG/meok-mcp-test-mcp

MEOK MCP Test MCP — golden-file + schema-drift + tool-failure tests for any MCP server. Drop-in

ai.canaryusers/canaryusers

A flock of AI users tests your deployed app and reports where real people get stuck, with fixes.

io.github.FoundryNet/forge-mcp

Cross-OEM industrial machine intelligence: identity, normalization, automation, attestation.

io.github.FoundryNet/mint-mcp

Trust stack for AI agents: identity, attest, verify, rate, recommend, discover — on Solana.

io.github.Armigerous/dependency-freshness-mcp

npm & PyPI freshness for AI agents: latest version, deprecations, dated breaking-change diffs.

io.github.anish632/ground-truth

✅ Try check_endpoint with url=https://example.com - no API key needed for activation test.

co.pipeboard/meta-ads-mcp

Facebook / Meta Ads automation with AI: analyze performance, test creatives, optimize spend.

io.github.attestifyagent/attestify-os

Governed agent execution: x402 payments, budgets, receipts, verification, and audit.

io.github.attestagents/attest-mcp

Scan agent payment endpoints (x402, AP2, L402, MPP, 402) for a trust grade A-F before paying.

io.github.swimmwatch/cloakbrowser-mcp

Playwright MCP-compatible browser automation bridge for CloakBrowser Chromium.

io.github.cyanheads/pentest-mcp-server

Offline methodology engine for authorized penetration testing, CTF, and security research.

io.github.krishtoautomate/remote-device-server

Drive real Android & iOS devices and web browsers from natural language for mobile + web QA.

io.github.0rkz/byte-protocol

PayPerByte — per-byte USDC data feeds for AI agents on Arbitrum. EIP-712-attested, no token.

org.globalexchangerates/exchange-rates

Official exchange rates from central banks: latest & historical rates plus currency conversion.

io.github.TradeOS-AI/tradeos-mcp-test

[TEST] TradeOS MCP bridge: ticker search, My Agent, chart TA, macro news. npm or HTTP.

com.stratalize/oracle

Multi-source consensus oracle for real-world outcome verification with cryptographic attestation.

com.testrigor/mcp-server

Manage test suites, run tests, view results, and automate QA workflows via AI with testRigor.

com.clauxel.unitymcptest/unitymcptest-mcp

A paid remote MCP for Unity-MCP, built to return verdicts, receipts, usage logs, and audit-ready JSO

io.cypress.mcp/cypress-cloud

Direct access to Cypress tests results and accessibility reports in your AI workflow.