Task · Coding
Best AI agents to fix bugs in a codebase
This task needs 2 capabilities. 3 tools cover all of them; 372 cover at least one.
| # | Tool | Coverage | Access | Trust | Seen |
|---|---|---|---|---|---|
| 1 | VinktarMCP Product analytics and error tracking your coding agent can use. | 100% | REMOTELOCAL | DECLARED | 3d ago |
| 2 | Foam ObservabilityMCP Query application logs, traces, and metrics from your AI coding assistant via Foam's MCP server. | 100% | REMOTELOCAL | DECLARED | 4d ago |
| 3 | glassMCP MCP server giving a coding agent a build→see→interact→debug loop over native GUI apps. | 100% | REMOTELOCAL | DECLARED | 4d ago |
| 4 | embedcalc-mcpMCP Embedded calculators, codegen & schematic review: CRC, timing, struct, IEEE-754, KiCad. | 50% | REMOTELOCAL | DECLARED | 17m ago |
| 5 | KnosMCP One local memory every coding agent on this machine shares, with claims so they don't collide. | 50% | REMOTELOCAL | DECLARED | 17m ago |
| 6 | SenzingMCP Entity resolution — data mapping, SDK code generation, docs search, and error troubleshooting | 50% | REMOTELOCAL | DECLARED | 1h ago |
| 7 | The BridgeMCP Auth, billing, plans, feature flags and roles for your SaaS, set up from your coding agent. | 50% | REMOTELOCAL | DECLARED | 4h ago |
| 8 | Ignite UI MCP ServerMCP Unified MCP server for Ignite UI — documentation, API, and CLI scaffolding | 50% | REMOTELOCAL | DECLARED | 8h ago |
| 9 | setup-doctorMCP Score and improve your AI coding agent setup. Local-only, open source. | 50% | REMOTELOCAL | DECLARED | 9h ago |
| 10 | Agent VerifierMCP Test and debug your AI agent's Web Bot Auth (RFC 9421) signature: is it valid, and what to fix? | 50% | REMOTELOCAL | DECLARED | 14h ago |
| 11 | agentchanMCP Lets one coding agent talk to another: Claude Code, Codex or Grok | 50% | REMOTELOCAL | DECLARED | 18h ago |
| 12 | Screen BrowserMCP Narrated demo and tutorial videos of your web app, from a guide or your coding agent. | 50% | REMOTELOCAL | DECLARED | 18h ago |
| 13 | ProofhandMCP Human QA on real phones and browsers for your coding agent. Pass/fail per step, with screenshots. | 50% | REMOTELOCAL | DECLARED | 22h ago |
| 14 | TurnbackMCP Undo a coding agent turn, including shell commands and untracked files. | 50% | REMOTELOCAL | DECLARED | 22h ago |
| 15 | ADCIRC Model Setup MCP ServerMCP ADCIRC model configuration debugging, parameter lookup, and validation | 50% | REMOTELOCAL | DECLARED | 1d ago |
| 16 | Offline ProtocolMCP Find Offline Protocol SDK packages, read integration guides, plan and scaffold local apps. | 50% | REMOTELOCAL | DECLARED | 1d ago |
| 17 | atomicrepsMCP Retrieval practice in your coding agent: one short question about what you just built. | 50% | REMOTELOCAL | DECLARED | 1d ago |
| 18 | showtimeMCP Local video studio for your coding agent: scenes, voice, music and captions, on your machine. | 50% | REMOTELOCAL | DECLARED | 1d ago |
| 19 | Plate Website SourceMCP Read-only catalog of free Plate website source projects a coding agent can adapt. | 50% | REMOTELOCAL | DECLARED | 1d ago |
| 20 | mcp-debuggerMCP Step-through debugging for AI agents: breakpoints, stepping and live variables in nine languages | 50% | REMOTELOCAL | DECLARED | 1d ago |
| 21 | Agentic HILMCP Develop firmware on the real board behind a debug probe: flash, reset, UART and CAN, policy-gated. | 50% | REMOTELOCAL | DECLARED | 1d ago |
| 22 | NeoSQL MCPMCP Use NeoSQL Desktop database connections from MCP hosts: schemas, SQL, ERD, and code generation. | 50% | REMOTELOCAL | DECLARED | 1d ago |
| 23 | ohmyho.stMCP Operate ohmyho.st hosting from your coding agent: deploy GitHub apps, Postgres, mail, domains. | 50% | REMOTELOCAL | DECLARED | 1d ago |
| 24 | agent-deviceMCP MCP server for mobile app automation: verify, control, and debug iOS, Android, TV, and desktop apps | 50% | REMOTELOCAL | DECLARED | 1d ago |
| 25 | prodreadyMCP Free enterprise-grade due diligence for your app, run by your coding agent. Then the full SDLC. | 50% | REMOTELOCAL | DECLARED | 2d ago |
| 26 | abap-adt-mcpMCP ABAP development from Claude and other MCP hosts: source, transports, tests, ATC, debugger | 50% | REMOTELOCAL | DECLARED | 2d ago |
| 27 | Electron MCP ServerMCP Electron.js MCP server — IPC scaffolding, security auditing, build tooling for AI assistants | 50% | REMOTELOCAL | DECLARED | 2d ago |
| 28 | mcpMCP Build and edit real websites in Swebsy Studio from your coding agent — no per-token AI fees. | 50% | REMOTELOCAL | DECLARED | 2d ago |
| 29 | January AI NutritionMCP Food photo recognition, nutrition search, meal logging and glucose prediction for health apps | 50% | REMOTELOCAL | DECLARED | 2d ago |
| 30 | appfactoryMCP Lets your coding agent ship a SwiftUI iOS subscription app from idea to TestFlight. | 50% | REMOTELOCAL | DECLARED | 2d ago |
| 31 | Trusty SquireMCP Provision, ship, and pay from your coding agent — keys and cards never leave the vault. | 50% | REMOTELOCAL | DECLARED | 2d ago |
| 32 | release-radarMCP Correlate GitHub releases with Sentry issues and PagerDuty incidents. | 50% | REMOTELOCAL | DECLARED | 3d ago |
| 33 | svixMCP Send and debug webhooks — applications, endpoints, messages, delivery attempts and replays. | 50% | REMOTELOCAL | DECLARED | 3d ago |
| 34 | trigger-devMCP Debug background jobs — runs, traces, spans, schedules, queues and deployments. | 50% | REMOTELOCAL | DECLARED | 3d ago |
| 35 | joLinkMCP A lightweight Java IDE for AI agents: incremental builds, fast tests, HotSwap and live debugging. | 50% | REMOTELOCAL | DECLARED | 3d ago |
| 36 | FilloMCP Fillo MCP server — provision, scaffold, publish, and query forms from your coding agent. | 50% | REMOTELOCAL | DECLARED | 3d ago |
| 37 | SkeletIQMCP Hand a released SkeletIQ architecture to a coding agent: brief, build order, drift check. | 50% | REMOTELOCAL | DECLARED | 3d ago |
| 38 | ZasMCP Move files and notes between a coding agent and your Zas channels, encrypted here or via Directo. | 50% | REMOTELOCAL | DECLARED | 4d ago |
| 39 | LabelixaMCP Thermal label MCP server: render, validate, debug and convert ZPL, EPL, TSPL and CPCL labels. | 50% | REMOTELOCAL | DECLARED | 4d ago |
| 40 | mcp-serverMCP Query Spanlens LLM observability from Cursor, Claude Desktop, or Continue via MCP. | 50% | REMOTELOCAL | DECLARED | 4d ago |
| 41 | ApricotMCP Manage SysML2 projects and files directly through your coding agent. | 50% | REMOTELOCAL | DECLARED | 4d ago |
| 42 | StructuraMCP Design domain models and generate deterministic multi-stack code, driven by your coding agent. | 50% | REMOTELOCAL | DECLARED | 4d ago |
| 43 | ASMI — AI avatars for your siteMCP Design your site's AI avatar in the ASMI studio; your coding agent ships it into your repo. | 50% | REMOTELOCAL | DECLARED | 4d ago |
| 44 | ReckonMCP The commercial record your coding agent works from — deterministic pricing with full provenance | 50% | REMOTELOCAL | DECLARED | 4d ago |
| 45 | gamedev.plMCP Build browser games on gamedev.pl from your coding agent. | 50% | REMOTELOCAL | DECLARED | 4d ago |
| 46 | @imqueueMCP Search @imqueue docs and scaffold typed services & clients from your AI coding agent. | 50% | REMOTELOCAL | DECLARED | 4d ago |
| 47 | AgentForgeMCP Turn rough requests into rigorously structured prompts, for any coding agent. | 50% | REMOTELOCAL | DECLARED | 4d ago |
| 48 | increaseMCP Read-only Increase banking observability plus one safe non-money-moving write, for AI agents. | 50% | REMOTELOCAL | DECLARED | 4d ago |
| 49 | agentguardMCP AgentGuard — 20-tool AI safety MCP: policy preflight, risk scoring, audit logging, rate limits. | 50% | REMOTELOCAL | DECLARED | 4d ago |
| 50 | ShipbookMCP Debug production issues using Shipbook logs and Loglytics error insights. | 50% | REMOTELOCAL | DECLARED | 4d ago |
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Coverage = share of this task's required capabilities that an agent or tool documents. For AI agents, capabilities are those stated on the vendor's website; for tools, they are matched automatically from the publisher's description (keyword method, low confidence).