io.github.MukundaKatta/sqlfmt-mcp

Deterministic SQL formatting across 19 dialects (postgres, mysql, snowflake, bigquery, etc.).

io.github.MukundaKatta/diff-mcp

Character-precise unified diff + patch application + patch parsing.

io.github.MukundaKatta/jmespath-mcp

Run JMESPath queries against JSON. Pure JS, no native binary needed.

io.github.MukundaKatta/regex-test-mcp

Trustworthy JS regex testing. Real offsets, named groups, safe against zero-width loops.

io.github.MukundaKatta/csv-tools-mcp

Reliable CSV parsing + generation. Handles quotes, embedded commas, BOMs, CRLF.

io.github.dimitrovakulenko/dwg-mcp-server

Read-only MCP server for inspecting AutoCAD DWG files

io.github.MukundaKatta/ragdrift-mcp

Diagnose RAG drift: interpret scores, recommend thresholds, explain dimensions.

io.github.MukundaKatta/ragmetric-mcp

RAG retrieval IR metrics: recall@k, hit@k, MRR, NDCG@k, evaluate_batch.

io.github.MukundaKatta/citecite-mcp

Inject, parse, and strip [N] citation markers in RAG outputs.

io.github.olgasafonova/gleif-mcp-server

Access the GLEIF LEI database for company verification, KYC, and ownership research.

io.github.ratamaha-git/n8n-mcp

MCP server for n8n: generate, lint, explain failed executions, drive live n8n via REST.

io.github.Royalti-io/ikenga-pkg-mcp-iyke

Drive a running Ikenga desktop app from MCP clients — DOM, click, type, navigate, screenshot.

io.github.tesults/tesults-mcp

Ask your AI agent why your tests are failing. Instant analysis on failures and regressions.

io.github.commitshow/audit

Score any public GitHub repo 0-100 against the commit.show audit rubric.

io.github.UltraStarz/x402-extract

Pay-per-call MCP server. $0.01 USDC extracts schema.org/Product JSON from any URL via x402.

io.github.looptech-ai/understand-quickly

Public registry of code-knowledge graphs for AI agents with schema validation and drift detection.

io.github.zekebuilds-lab/mcp-pay-gate

Dual-rail Lightning paywall for MCP servers: accepts L402 and x402 bip122/exact, one LNBits backend.

io.github.oaslananka/mcp-ssh-tool

Secure MCP SSH automation server with policy controls, resources, prompts, stdio, and HTTP.

io.github.ashlrai/phantom-secrets-mcp

Stop AI coding agents from leaking API keys. Local proxy swaps real secrets for phm_ tokens.

io.github.ylytdeng/mcp-imgou

imgou.com social network: send/receive messages, friends, groups, moments for AI agents.

io.github.TateLyman/shipcheck-mcp

Read-only Shipcheck launch-risk scans for authorized JS, TS, and MCP repos.

io.github.LanceRoylo/mcp

AEO scoring, llms.txt audit, and agent-readiness checks for AI agents.

io.github.sustinbebustin/citadel-mcp

A growing Citadel of stack-specific docs, served as MCP tools for AI coding agents.

io.github.zekebuilds-lab/mcp-l402-gate

L402 Lightning paywall + DoI score gate for MCP tools: challenge, verify, score.