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Code search, analysis, refactoring & languages

177 agent tools in this category, ranked by GitHub stars for now. Hands-on test results will replace this ranking as they finish.

Starter kit Draft

The three most-starred tools here. Not tested together yet.

io.github.Anandb71/arbor

The Graph-Native Intelligence Layer for Code.

TiaCommander

Siemens TIA Portal MCP server — AI-assisted PLC programming. 19 tools, 230 actions.

mcpb:https://github.com/a4webdev/tiacommander-mcp/releases/download/v3.42.0/TiaCommander-v3.42.0.mcpb
io.github.amol21p/interactive-terminal

MCP server for real interactive terminal sessions — REPLs, SSH, databases, Docker

npm:mcp-interactive-terminal

All tools

Works with
Type
Publisher
Runs
Status
ToolStarsLast updateLicense
io.github.Anandb71/arbor
The Graph-Native Intelligence Layer for Code.
MCP serverGitHub-verified author
16212 days agoMIT
TiaCommander
Siemens TIA Portal MCP server — AI-assisted PLC programming. 19 tools, 230 actions.
MCP serverGitHub-verified authorLocal · MCPB
612 months ago—
io.github.amol21p/interactive-terminal
MCP server for real interactive terminal sessions — REPLs, SSH, databases, Docker
MCP serverGitHub-verified authorLocal · npm
208 months agoMIT
Axint
Proof and repair for Apple coding agents: validate Swift, run Xcode evidence, and repair failures.
MCP serverGitHub-verified authorLocal · npm
1810 days agoApache-2.0
com.adrianczuczka/mason
Engineering decisions, change impact, documentation audits, and CI evidence for coding assistants.
MCP serverVerified domain · adrianczuczka.comLocal · npm
1113 days agoMIT
io.github.Anselmoo/mcp-server-analyzer
MCP server for Python, JavaScript, and TypeScript code analysis with Ruff, ty, Vulture, and Biome
MCP serverGitHub-verified authorLocal · PyPI
112 months agoMIT
Doc Bridge
Resolve documentation ownership, edit roots, checks, and human handoffs before an agent edits code.
MCP serverGitHub-verified authorLocal · npm
10todayMIT
io.github.Alberto-Codes/docvet
Docstring quality vetting for Python -- enrichment, freshness, coverage, and presence checks
MCP serverGitHub-verified authorLocal · PyPI
1011 days agoMIT
ui-ticket-mcp
Human-to-AI code review bridge. Review UI in the browser, AI agents fix code via MCP.
MCP serverGitHub-verified authorLocal · PyPI
96 days ago—
Java All Call Graph Server
MCP server for Java call graph generation, static analysis, method chains & config management
MCP serverGitHub-verified author
85 months ago—
io.github.aahlijia/dekko
Static code map generator: MAP.md + map.json for any repo, plus a Claude Code /map plugin
MCP serverGitHub-verified authorLocal · PyPI
628 days agoMIT
Colab-MCP (unofficial)
Unofficial MCP server for Google Colab: runtimes, code, long jobs, files and notebooks.
MCP serverGitHub-verified authorLocal · PyPI
527 days agoApache-2.0
ALM X++ MCP Server
D365 F&O: 90 AI tools over 200K+ objects, 25M+ cross-refs, 24M+ label translations.
MCP serverGitHub-verified authorLocal · npm
42 months agoMIT
Anaconda MCP
Beta conda env/package MCP server; requires conda, auth, and Beta Terms.
MCP serverGitHub-verified authorLocal · MCPB
458 days agoBSD-3-Clause
io.github.anishmoncivarghese/sonde
Local code graph for TypeScript, Python and Swift: who calls this, what breaks if I change it.
MCP serverGitHub-verified authorLocal · npm
438 days agoApache-2.0
keelyard
Proof gate, undo and output trimming for Claude Code, Codex and OpenCode coding agents.
MCP serverGitHub-verified authorLocal · PyPI
49 days agoApache-2.0
OuterSpace Apizr
Python capability compiler: read-only analysis, experiment history/comparison and exposure planning.
MCP serverGitHub-verified authorLocal · PyPI
41 day agoGPL-3.0
Codex Delegate
Bridge AI coding hosts to the OpenAI Codex CLI for delegated implementation.
MCP serverGitHub-verified authorLocal · npm
34 days agoMIT
io.github.alisaitteke/npm-mcp
MCP server for npm package management, security analysis, and compatibility checking
MCP serverGitHub-verified authorLocal · npm
39 months agoMIT
io.github.AndyAnh174/vibe-hnindex
Index source code into a local knowledge base, search with keyword + semantic + hybrid modes.
MCP serverGitHub-verified authorLocal · npm
320 days ago—
abcop
ABC complexity gate for AI-written code with an MCP inspection tool.
MCP serverGitHub-verified authorLocal · Cargo
27 days agoGPL-3.0
AgentDrive
Capture coding-agent sessions and resume them in any other agent: Claude Code, Codex, Cursor, more.
MCP serverVerified domain · agentdrive.shLocal · npm
21 day agoApache-2.0
AGZ Rust MCP
Rust development tools for offline context, compiler diagnostics, focused tests and Cargo execution.
MCP serverGitHub-verified authorLocal · Cargo
22 days agoMIT
Deputy
Claude Code helper: DeepSeek V4.1 Flash reviews Claude's code for bugs and gives second opinions
MCP serverGitHub-verified authorLocal · PyPI
217 days agoMIT
io.github.abhinavteja123/codemore
The static analyzer your AI agent reads — fix-ready, machine-readable scan reports over MCP.
MCP serverGitHub-verified authorLocal · npm
23 months agoMIT
io.github.andylbrummer/math-mcp
GPU-accelerated MCP server: symbolic algebra, numerical computing, FFT, optimization, linear algebra
MCP serverGitHub-verified authorLocal · PyPI
26 months agoMIT
io.github.andylbrummer/molecular-mcp
GPU-accelerated MCP server for molecular dynamics, N-body simulations, and particle systems
MCP serverGitHub-verified authorLocal · PyPI
26 months agoMIT
io.github.andylbrummer/neural-mcp
GPU-accelerated MCP server for neural network training, deep learning, and model experimentation
MCP serverGitHub-verified authorLocal · PyPI
26 months agoMIT
io.github.andylbrummer/quantum-mcp
GPU-accelerated MCP server: quantum mechanics, wavefunction evolution, Schrodinger simulations
MCP serverGitHub-verified authorLocal · PyPI
26 months agoMIT
rrubocop
Fast RuboCop-compatible Ruby linter with MCP inspect and autocorrect tools.
MCP serverGitHub-verified authorLocal · Cargo
213 days agoGPL-3.0
semhood
AST-based semantic code search; results ship with their call graph (calls + callers).
MCP serverGitHub-verified authorLocal · PyPI
25 months agoMIT
Code Index
SQLite-backed hybrid (vector + FTS) code search index for Claude Code over MCP.
MCP serverGitHub-verified authorLocal · PyPI
16 months agoMIT
io.github.akintomiwa-fisayo/openapi-sync-mcp
Type-safe MCP server for OpenAPI Sync to inspect, validate, and synchronize OpenAPI specs.
MCP serverGitHub-verified authorLocal · npm
11 day agoISC
io.github.andypgray/resharper-cli-mcp
ReSharper CLI inspection/cleanup via MCP. Unofficial: not affiliated with or endorsed by JetBrains.
MCP serverGitHub-verified authorLocal · NuGet
1todayMIT
xmp4 — Semantic code knowledge for your stack
OSS libs in your stack, really used: source, tests, callers. C#, Java, TS, Python, Rust, PHP+.
MCP serverVerified domain · example4.aiRemote
13 months agoApache-2.0
A0
Write, check, run and compile A0 programs through revision-checked structured edits.
MCP serverGitHub-verified authorLocal · MCPB
———
Agentic Engineering Periodic System
Practices for building software with coding agents, each with a test you check on your repo.
MCP serverVerified domain · ase.academyRemote
———
ai.adeu/adeu
Automated DOCX Redlining Engine
MCP serverVerified domain · adeu.aiLocal · npm
———
ai.cdbx/mcp-server
Build Apps and run code in 30 languages — sandboxed, with persistent sessions for agent loops.
MCP serverVerified domain · cdbx.aiRemote
———
ai.mentu/navigator
Read-only repo navigation and progressive disclosure; BM25 locator with registered evidence.
MCP serverVerified domain · mentu.aiLocal · npm
———
ai.packmind/mcp-server
Packmind captures, scales, and enforces your organization's technical decisions.
MCP serverVerified domain · packmind.aiRemote
———
ai.papyruslabs/seshat-mcp
Structural code intelligence for AI agents: real call graphs, blast radius, and change history.
MCP serverVerified domain · papyruslabs.aiLocal · npm
———
ai.smithery/devbrother2024-typescript-mcp-server-boilerplate
Kickstart development with a customizable TypeScript template featuring sample tools for greeting,…
MCP serverVerified domain · smithery.aiRemote
———
ai.smithery/DynamicEndpoints-powershell-exec-mcp-server
Execute PowerShell commands securely with controlled timeouts and input validation. Retrieve syste…
MCP serverVerified domain · smithery.aiRemote
———
ai.smithery/exa-labs-exa-code-mcp
Find open-source libraries and fetch contextual code snippets by version to accelerate development…
MCP serverVerified domain · smithery.aiRemote
———
ai.smithery/Nekzus-npm-sentinel-mcp
Provide AI-powered real-time analysis and intelligence on NPM packages, including security, depend…
MCP serverVerified domain · smithery.aiRemote
———
ai.smithery/PixdataOrg-coderide
CodeRide eliminates the context reset cycle once and for all. Through MCP integration, it seamless…
MCP serverVerified domain · smithery.aiRemote
———
ai.smithery/STUzhy-py_execute_mcp
Run Python code in a secure sandbox without local setup. Declare inline dependencies and execute s…
MCP serverVerified domain · smithery.aiRemote
———
ai.takara/miru
Hybrid semantic and keyword code search for coding agents.
MCP serverVerified domain · takara.aiLocal · npm
———
ai.wild-card/deepcontext
Advanced codebase indexing and semantic search MCP server
MCP serverVerified domain · wild-card.aiLocal · npm
———
Anythink all-in-one backend: data, auth, files, workflows, payments, APIs
Sick of stitched-together services? Anythink is the all-in-one backend, configured with AI.
MCP serverVerified domain · anythink.cloudLocal · NuGet
———
APIANT
Build, run and manage APIANT automations across hundreds of apps.
MCP serverVerified domain · apiant.aiRemote
———
apollo-skills
Apollo GraphQL agent skills for Claude Code — Apollo Client, Server, Federation, Connectors, Router, Rover CLI, iOS, Kotlin, and the Apollo MCP server
PluginAnthropic marketplace
———
app.ofia/latex
Persistent AI LaTeX workspace: edit and compile multi-file projects, export publication-ready PDFs.
MCP serverVerified domain · ofia.appRemote
———
app.rombik/rombik
Code → ДСТУ/GOST 19.701-90 (ISO 5807) flowcharts: 10 languages, 8 export formats, OAuth
MCP serverVerified domain · rombik.appRemote
———
app.vercel.stripecheckup/stripecheckup
Scan pasted Stripe webhook/checkout code for common integration bugs.
MCP serverVerified domain · stripecheckup.vercel.appRemote
———
app.zenable/zenable
Zenable cleans up sloppy AI code and prevents vulnerabilities with deterministic guardrails
MCP serverVerified domain · zenable.appRemote
———
Arketo
Draw your app's architecture on a live canvas and flag the bottlenecks and security gaps.
MCP serverVerified domain · arketo.aiRemote
———
Arquimedes
Search and sample 1,038,963 competition and benchmark math problems.
MCP serverGitHub-verified authorLocal · PyPI
———
Assetzaar Marketplace
Search Assetzaar's catalog of UI components, agent skills, SaaS kits and automations.
MCP serverVerified domain · assetzaar.comRemote
———
ASTra
Lets AI agents edit Word (.docx) files. Every save is schema-checked and kept as a git commit.
MCP serverVerified domain · attentionform.comLocal · npm
———
Athenode
Spec-driven development for AI coding agents: specs, skills, agents, rules and MCP servers.
MCP serverVerified domain · athenode.comLocal · npm
———
Attestari
Attestari's verdict on an npm or PyPI package version, asked before an agent installs it.
MCP serverVerified domain · attestari.aiLocal · PyPI
———
Autodesk Fusion
Create, modify, and inspect 3D geometry in Autodesk Fusion. Must locally run Fusion.
MCP serverVerified domain · api.aps.autodesk.comLocal · MCPB
———
Automo Build
Operate Automo Build, the AI app builder, as yourself: projects, builds, QA, security, deployments.
MCP serverVerified domain · automo.buildRemote
———
BitSpire
Search and read bitspire.ch: .NET development, AI agents, trainings and blog by BitSpire GmbH
MCP serverVerified domain · bitspire.chRemote
———
Bridge Town
Build financial models as code. Cloud execution, GSheets MCP, version control, collaboration.
MCP serverVerified domain · bridgetown.buildersRemote
———
Buzzy App Builder
Build and host custom business apps (CRMs, booking apps, portals) with Claude Code, Codex or Cursor.
MCP serverVerified domain · buzzy.buzzRemote
———
Can I Vibe? — AI coding provider status
Live status and health checks for AI coding providers: Claude, Cursor, Copilot, Codex and more.
MCP serverVerified domain · canivibe.aiRemote
———
Chipp Software factory projects
Chipp: software factory projects: list, create and scope them, and the factory tools in no other.
MCP serverVerified domain · chipp.aiRemote
———
CleanSlop
Your coding agent scans your pushed code, reads what's worth fixing, fixes it, and rescans.
MCP serverVerified domain · cleanslop.comRemote
———
CloudeIDE
Deploy from your terminal, and give an AI coding agent the same abilities over MCP.
MCP serverVerified domain · cloudeide.comLocal · npm
———
cloudHPC
Run FDS, OpenFOAM, CalculiX and other engineering simulations on cloudHPC from your AI assistant.
MCP serverVerified domain · cloudhpc.cloudRemote
———
cn.pianam/devtools-mcp
MCP server with 5 offline developer tools: UUID, timestamp, unit conversion, JSON tools and QR code.
MCP serverVerified domain · pianam.cnRemote
———
Code Interpreter Agent by Nova (CIVAI)
I do everything related to coding and execution tasks
MCP serverVerified domain · nova.civai.coRemote
———
Code Synapse — Fit Repo Finder
Finds real, maintained open-source repos that fit your project. MCP grounding for coding agents.
MCP serverVerified domain · leewaystudio.comRemote
———
CodeDebut
Search new software launches, read product pages, find alternatives and see daily upvote rankings.
MCP serverVerified domain · codedebut.comRemote
———
CodeKitHub
Everyday calculators and converters for AI assistants: units, dates, percentages, text, JSON.
MCP serverVerified domain · codekithub.comRemote
———
Codeman
Start, prompt and read AI coding agent sessions (Claude Code, Codex, Gemini CLI and more) in Codeman
MCP serverGitHub-verified authorLocal · npm
———
Codemate website
Read-only tools for codemate.com: search, articles, case studies, company and contact facts, jobs.
MCP serverVerified domain · codemate.comRemote
———
CodeNib
Source-linked CodeGraph exploration, ranked search, and static navigation for coding agents.
MCP serverVerified domain · codenib.aiLocal · PyPI
———
Codequiry
Source code plagiarism, peer similarity, and AI-generated-code detection for AI agents.
MCP serverVerified domain · codequiry.comRemote
———
Coderbuds
Your team's shipping standards, org map and delivery metrics, inside your coding agent.
MCP serverVerified domain · coderbuds.comRemote
———
CodeStringers MCP Server
Search CodeStringers' Zoho & custom-software content and business details, live.
MCP serverVerified domain · codestringers.comRemote
———
CodeWays — AI-Native Web, Mobile & Cloudflare Studio
Explore CodeWays full-stack software engineering services, AI agent readiness, and project quotes.
MCP serverVerified domain · codeways.coRemote
———
CodexGuild
What changed in your stack since the model's cutoff, error fixes, and security-scanned skills/MCPs
MCP serverVerified domain · codexguild.comLocal · npm
———
com.accountingqb/accountingqb
QuickBooks Online for Claude: reports, bookkeeping cleanup, and US & Canadian tax prep.
MCP serverVerified domain · accountingqb.comRemote
———
com.axiomatic-ai/prover
Lean 4 MCP server: compile, prove theorems, and formalize math with Mathlib.
MCP serverVerified domain · axiomatic-ai.comRemote
———
com.clauxel.bumblebeereceipt/bumblebeereceipt-mcp
A paid remote MCP for developer endpoint scanner MCP, built to return verdicts, receipts, usage logs
MCP serverVerified domain · bumblebeereceipt.clauxel.comRemote
———
com.clauxel.clianythingharness/clianythingharness-mcp
A paid remote MCP for CLI tool MCP, built to return verdicts, receipts, usage logs, and audit-ready
MCP serverVerified domain · clianythingharness.clauxel.comRemote
———
com.clauxel.codegraphcontext/codegraphcontext-mcp
A paid remote MCP for code graph MCP for AI coding, built to return verdicts, receipts, usage logs,
MCP serverVerified domain · codegraphcontext.clauxel.comRemote
———
com.clauxel.copilotcliswitchgate/copilotcliswitchgate-mcp
Remote MCP for Copilot CLI switch gate MCP, structured receipts, audit logs, and reviewer-ready evid
MCP serverVerified domain · copilotcliswitchgate.clauxel.comRemote
———
com.clauxel.jcodeharness/jcodeharness-mcp
A paid remote MCP for OpenAI Codex harness MCP, built to return verdicts, receipts, usage logs, and
MCP serverVerified domain · jcodeharness.clauxel.comRemote
———
com.clauxel.pydanticcontract/pydanticcontract-mcp
A paid remote MCP for Pydantic AI structured output, built to return verdicts, receipts, usage logs,
MCP serverVerified domain · pydanticcontract.clauxel.comRemote
———
com.clauxel.rtkcontext/rtkcontext-mcp
A paid remote MCP for OpenAI Codex context compressor, built to return verdicts, receipts, usage log
MCP serverVerified domain · rtkcontext.clauxel.comRemote
———
com.clauxel.semblecodesearchgate/semblecodesearchgate-mcp
Paid remote MCP for agent code search routing MCP, structured receipts, audit logs, and reviewer-rea
MCP serverVerified domain · semblecodesearchgate.clauxel.comRemote
———
com.clihub/clihub
Convert any CLI binary to an MCP server via `ch mcp wrap`; discover CLI tools & recipes.
MCP serverVerified domain · clihub.comLocal · npm
———
com.codescene/codescene-mcp-server
An MCP server that provides CodeScene Code Health analysis tools.
MCP serverVerified domain · codescene.comLocal · npm
———
com.codician/growmos
Living knowledge graph for your repo: query with citations, remember/link facts, fact-check claims.
MCP serverVerified domain · codician.comLocal · PyPI
———
com.dmzagent/skill-builder-mcp
Search the skill-builder registry and auto-install skills for Claude Code, Cursor, and Codex.
MCP serverVerified domain · dmzagent.comLocal · npm
———
com.eckari/capabilities
Deterministic company, entity and location lookups for agents - per call, x402 or API key.
MCP serverVerified domain · eckari.comRemote
———
com.edgethirteen.www/hubspot-dbv
Free map of HubSpot legacy v1-v4 API operations to their date-based-versioning replacements.
MCP serverVerified domain · www.edgethirteen.comRemote
———
com.edgethirteen.www/vercelpycheck
Scan a public GitHub repo for known Vercel Python-runtime deploy footguns.
MCP serverVerified domain · www.edgethirteen.comRemote
———
com.grain64.leaklens/leaklens
Check coding-benchmark tasks for leaked fixes: per-task tier, quote and fix-commit date.
MCP serverVerified domain · leaklens.grain64.comRemote
———
com.knitli/codeweaver
Semantic code search built for AI agents. Hybrid, AST-aware, context for 166 languages.
MCP serverVerified domain · knitli.comLocal · PyPI
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com.learningnodes/elen
Records coding-agent decisions with their limits and marks old ones superseded. Local SQLite.
MCP serverVerified domain · learningnodes.comLocal · npm
———
com.mcparmory/codacy
Analyze code quality, security issues, and coverage across repositories
MCP serverVerified domain · mcparmory.comLocal · PyPI
———
com.mcparmory/postman
Create, organize, and manage API collections, specifications, and team workspaces
MCP serverVerified domain · mcparmory.comLocal · PyPI
———
com.mermaidchart/mermaid-mcp
MCP server for Mermaid diagram validation and rendering
MCP serverVerified domain · mermaidchart.comRemote
———
com.northerngo/build
Start a NorthernGo cloud build from Cursor, Claude or Codex. EU database included.
MCP serverVerified domain · northerngo.comRemote
———
Coordigent
Coding agents in one repo see each other, get warned before shared edits, and message.
MCP serverVerified domain · coordigent.comLocal · npm
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CoralSwarm Connect
Search and save your coding work in a CoralSwarm ocean: sessions, decisions, meetings.
MCP serverVerified domain · coralswarm.comRemote
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covdbg
C++ code coverage on Windows for AI agents. Find uncovered code from PDBs, no rebuild.
MCP serverVerified domain · covdbg.comLocal · MCPB
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dashboardbase
Validate dashboardbase widget endpoint responses and setup files against the live contract.
MCP serverVerified domain · dashboardbase.comLocal · npm
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DatasheetVend
Turn datasheets into source-backed JSON contracts, pinout matrices, and KiCad CAD for AI agents.
MCP serverVerified domain · datasheetvend.comRemote
———
Dev Facts Check
Software end-of-life dates, open-source licenses, browser support for web features and RFC facts.
MCP serverVerified domain · openkrill.appRemote
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Doseedo DAW Sessions: read, edit and convert Logic, Ableton, FL Studio and Pro Tools projects
Read and edit DAW projects as an agent, save native Logic projects, convert projects between DAWs
MCP serverVerified domain · doseedo.comRemote
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ELYREON JSON Schema Payload Validator
JSON Schema validator for API payloads via MCP: bounded checks and structured pass/fail errors.
MCP serverVerified domain · elyraon.com.coRemote
———
ELYREON n8n Workflow Rescue
Static n8n workflow validator: workflow errors and repair suggestions. No execution.
MCP serverVerified domain · elyraon.com.coRemote
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featury
Ask what your product does, triage requests and publish the changelog, from a map of your code.
MCP serverVerified domain · featury.appRemote
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Footgun
Dated, verified API breakages for coding agents, plus a local scan for them in your existing code.
MCP serverVerified domain · getfootgun.comRemote
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GitHits
Search public open-source code, documentation, metadata, vulnerabilities, changelogs, and examples.
MCP serverVerified domain · githits.comLocal · npm
———
GrapeCity GcExcel
GrapeCity Software MCP for GcExcel docs, examples, and product assistance.
MCP serverVerified domain · grapecity.com.cnRemote
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GrapeCity SpreadJS
GrapeCity Software MCP for SpreadJS docs, examples, and product assistance.
MCP serverVerified domain · grapecity.com.cnRemote
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Graqle
Dev intelligence layer: 7 MCP tools for graph-powered codebase reasoning.
MCP serverVerified domain · graqle.comLocal · PyPI
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Harbor (gethrbr)
Team memory for coding agents: rules you approve, served to every agent, and which ones it cited.
MCP serverVerified domain · gethrbr.comRemote
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Helpful Mods Catalog
Find TypeScript source mods, read setup requirements, and prepare a cart for human checkout.
MCP serverVerified domain · helpfulmods.comRemote
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iDos Games SDK
Game modules, project scaffold and SDK skills for building web games on iDos Games.
MCP serverVerified domain · idosgames.comLocal · npm
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io.github.mario-andreschak/mcp-abap-adt
ABAP ADT MCP server for reading SAP objects (programs, classes, tables, CDS) via ADT
MCP serverGitHub-verified authorLocal · npm
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io.github.TurkerYakup/mcp-server-google-antigravity
MCP server exposing Google Antigravity (agy CLI / Gemini): jobs, codebase analysis, file tools.
MCP serverGitHub-verified authorLocal · npm
———
JackHamr
Your AI dev team: agents that build, test, review and ship, each on its own cloud machine.
MCP serverVerified domain · jackhamr.aiRemote
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Joxo
One shared project for a team's coding agents: decisions, a task board and handoffs.
MCP serverVerified domain · joxo.aiRemote
———
Kawa Code
Team-aware memory: intent, decisions, real-time conflicts for AI coding assistants.
MCP serverVerified domain · kawacode.aiLocal · npm
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KerfScript
Write, check and render parametric laser-cutting designs in KerfScript, as SVG or DXF.
MCP serverVerified domain · mylasertools.comLocal · npm
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knock
Code map and memory for AI coding agents: key functions, line ranges, callers, why code changed.
MCP serverGitHub-verified authorLocal · PyPI
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KudoWrite
Let Claude read and edit your KudoWrite novels: chapters, beats, story bible and book summary.
MCP serverVerified domain · kudowrite.comRemote
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landmine
Known open GitHub issues in exact npm and PyPI versions, with workarounds, for coding agents.
MCP serverVerified domain · landmine.techLocal · npm
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LedgerCrossing for QuickBooks Desktop
QuickBooks Desktop MCP server: all 240 qbXML operations for Claude, ChatGPT and other AI assistants
MCP serverVerified domain · ledgercrossing.comLocal · MCPB
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LetX
Collaborative LaTeX editor: search 1000+ templates, edit projects, and compile them to PDF.
MCP serverVerified domain · letx.appRemote
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LogPulse
Changelogs for coding agents: versions, breaking changes, migrations. Free changelog-to-JSON.
MCP serverVerified domain · release-ripple-roadmap.lovable.appRemote
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Maguyva
Code intelligence for coding agents: semantic, AST, graph, and full-text search. 279+ languages.
MCP serverVerified domain · maguyva.aiRemote
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MakerPortal compute
Deterministic engineering solvers: biquad filter design, room eigenmodes, LLM VRAM fit.
MCP serverVerified domain · makerportal.aiLocal · npm
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Manulyx: LaTeX editor
Online LaTeX editor: create, edit, cite and compile LaTeX papers in your Manulyx projects.
MCP serverVerified domain · manulyx.comRemote
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MegaLens
Code review by AI models from different companies, usually two. Shows where they agree and disagree.
MCP serverVerified domain · megalens.aiRemote
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Merget
Merget for coding agents: set up the merge queue, operate it, and read its findings and code graphs.
MCP serverVerified domain · merget.aiRemote
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MeroFoundry
Build and publish full-stack apps from your coding agent: models, rules, pages, auth, per-app MCP.
MCP serverVerified domain · merofoundry.comRemote
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Mode VC Chart: LangChain Alternatives: Downloads vs. Newer AI SDKs
LangChain's share of weekly npm framework downloads fell from 32% to 19% in 46 weeks, while.
MCP serverVerified domain · modevc.comRemote
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Mokxi
Build, check and open Arduino, ESP32 and Pico circuits with code in the Mokxi simulator.
MCP serverVerified domain · mokxi.comRemote
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Moltline Code Review
Risk-scan a diff, flag AI-generated-code tells, find secrets. 5 of 7 tools need no account.
MCP serverVerified domain · moltlinestudio.comRemote
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MyLaserTools for Makers
Find vector artwork and free design generators for laser cutting, engraving and 3D printing.
MCP serverVerified domain · mylasertools.comRemote
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Norma by Quality Clouds
Checks AI-written code against your rules as it is written, and keeps a record of what it found.
MCP serverVerified domain · qualityclouds.aiRemote
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npm Release Tracker — new Node.js packages & JavaScript dependency updates (npmwatch)
npm releases: Node package versions, daily. $0.01/query. Be born in one call — free testnet funds.
MCP serverVerified domain · a2awire.comRemote
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npm Trends API
npm package download trends and adoption growth over time. Free key at trendsapi.ai
MCP serverVerified domain · trendsapi.aiRemote
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npm Trends MCP
npm package trends and weekly downloads over time. Free key at trendsmcp.ai
MCP serverVerified domain · trendsmcp.aiRemote
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Okapi
Breaking changes of third-party APIs: check your code's API calls before they break.
MCP serverVerified domain · okapi.botRemote
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Optibot
AI code review for your AI assistant — review local changes, branch diffs, and patch files.
MCP serverVerified domain · getoptimal.aiLocal · npm
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Owl Group Trading — Indicator Code
Verified cross-platform implementations of Owl Group Trading indicators as queryable code.
MCP serverVerified domain · owlgrouptrading.comRemote
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OwlCAD
Parametric 3D CAD for AI agents: build print-ready parts, check them, export STL, 3MF or STEP.
MCP serverVerified domain · owlcad.comRemote
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Package Health Check
Check an npm or Python package, or a package.json, for vulnerabilities and upkeep.
MCP serverVerified domain · openkrill.appRemote
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Package Intel MCP
Package intelligence for AI agents across npm, PyPI, crates.io and deps.dev. No API keys.
MCP serverVerified domain · datakoot.comRemote
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Panel Review
Guardian agent for AI coding: four frontier models review risky diffs and commits before they ship.
MCP serverVerified domain · truverif.aiRemote
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Paper Lantern
Research intelligence for AI coding agents. 2M+ CS papers with evidence and tradeoffs.
MCP serverVerified domain · paperlantern.aiRemote
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ParallelSandbox
Remote Linux boxes for coding agents: Docker, a browser, screenshots, logs, human takeover.
MCP serverVerified domain · parallelsandbox.comLocal · npm
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Periscope
MCP broker into your live Neovim/diver config: LSP, formatters, linters, DAP, MATE attention.
MCP serverVerified domain · qompass.aiLocal · MCPB
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PLCs.ai
Query Allen-Bradley and Siemens PLC projects, live tag values, and analyses in plain English.
MCP serverVerified domain · plcs.aiRemote
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PulseGate
Bounded software search, unknown requirements, and the origins of project identifiers.
MCP serverVerified domain · pulsegate.aiRemote
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Purple8 — AI-Native Application Backend
Complete backend for AI-built apps: data, auth, workflows, SLAs, HITL & RAG in 176 MCP tools.
MCP serverVerified domain · www.purple8.aiRemote
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PyPI Release Tracker — new Python packages & dependency updates (pypiwatch)
PyPI releases: Python package versions, daily. Be born in one call — free testnet funds.
MCP serverVerified domain · a2awire.comRemote
———
Python Code Validator
Proves AI-generated Python does what you asked: lint, types, security, sandbox run, exact fixes.
MCP serverVerified domain · statemind.aiRemote
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RepoLens
Architecture docs from a repo: overview, modules, API surface, routes, dependency graph, diffs.
MCP serverGitHub-verified authorLocal · npm
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Rust Crate Release Tracker — new cargo packages from crates.io (cratewatch)
New Rust crates & cargo package releases. $0.01/query. Be born in one call — free testnet funds.
MCP serverVerified domain · a2awire.comRemote
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Stratum MCP
Structured execution for coding agents: contracts, postconditions, gates, guardrails.
MCP serverVerified domain · smartmemory.aiLocal · npm
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StructForge
Turn messy text into strict JSON schemas agents can trust (invoice, receipt, contact, resume).
MCP serverVerified domain · askqa.appRemote
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Theodolite
Headless LSP bridge MCP server: pinned language-server sessions as bounded read tools.
MCP serverVerified domain · qompass.aiLocal · MCPB
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TokenOS dApp Builder
Idea to buildable dApp spec
MCP serverVerified domain · tokenos.aiRemote
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TokenOS Smart Contract Audit
Scan Solidity & Anchor code
MCP serverVerified domain · tokenos.aiRemote
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XRay-Vision
AI-powered codebase analysis — call graphs, security, dead code, complexity. 150+ tools.
MCP serverVerified domain · emtailabs.comRemote
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Filters apply to the top 177 of 177 tools by stars. Full list for agents: dev-code.json