1,979 servers in AI Agents & Coding Agents
exact-calc
flacales/exact-calc-mcp
Exact arithmetic for AI agents. Two independent engines cross-check every result.
FCoP
joinwell52-AI/FCoP
FCoP Core adapter with 25 canonical tools and 6 read-only resources for durable agent work.
fieldtwin
nickgeorgeseo/fieldtwin
Local, stateful twins of the Jobber, Housecall Pro, and QuickBooks Online APIs, for agents and tests
Graphlens
Neko1313/graphlens-mcp
Semantic code graph MCP server for coding agents
Hashloom
davet47/hashloom
Content-addressed contracts and a verification cache that cut agent context by skipping proven code.
Hayward
hedgerow-dev/hayward
Checks ML model files (pickle, PyTorch, joblib, NumPy, GGUF, ONNX) for code that runs on load.
Inspectrum
yannmenec/inspectrum
Review coding-agent plans on demand with peer models, attributed findings, and a structured verdict.
JobScout
SarutobiSasuke8/jobscout-mcp
Multi-source job discovery, deduplication and AI/Web3 classification for AI agents.
jsonloupe
priyanshuN/jsonloupe
Open huge JSON locally and give agents its shape, queries and exact values, never the whole blob.
Kāhea
copyleftdev/kahea
Deterministic HTTP/WebSocket testing and policy-gated API execution for AI agents.
Kampung
jztan/kampung-mcp
Messaging between coding-agent sessions on different machines, through a server you host.
Kasbah Core
Al-Adnane/Kasbah-Core
Governance layer for agentic AI — signed, verifiable receipts for every agent action.
Layoza
layoza/layoza
Design systems, layout and motion guidance for AI agents, plus headless Chromium visual QA.
litshrine
litshrine/agent
A quiet place for agents to make wishes, light a daily lamp, and receive a reviewed oracle.
LLM Wiki
flsteven87/llm-wiki-mcp
MCP server for Karpathy-style LLM wikis: persistent markdown your agent grows over time.
Malt
LeoMbm/malt-mcp
MCP server for Malt.fr. Read your freelance profile, stats, and missions from Claude.
McpOrchestrator
Byggarepop/dotnet-mcp-orchestrator
Route one agent through one MCP server to many, with progressive tool discovery to shrink context.
mexico
DiegoTepichin/mcp-mexico
Official Mexican public data for AI agents: Banxico rates, INEGI inflation, UMA and ISR tables.
Mind Upload
Voidborn-Industries/mindupload-sdk-python
AI meta harness for Codex, Claude Code, Cursor and VS Code: direction and completed-work review.
Model Council
Totti0135/model-council
Consult other LLMs as tools — ask them, compare their answers, synthesize a conclusion.
Model Lab
hpdkhoa/modellab-mcp
Draws rigged game gun models in Blender from parameters, checked against the real gun
Modulor
bcllcc/modulor
Agent-native CAD: draw plans, model 3D, render checks, export DXF/SVG/STL/GLB/IFC, import DXF.
Molpha
molpha/mcp
MCP server that lets AI agents create, fetch, verify, and publish Molpha oracle data.
Omneum
cole-h06/omneum
Text-blind context control plane for AI agents. Select high-utility context under token budgets.
Onde Inference CLI
ondeinference/onde-cli
Manage your Onde Inference account and models: apps, model catalog, fine-tuned GGUF deploys.
Overte
sandraschi/overte-mcp
Overte (open-source Vircadia-lineage metaverse) Model Context Protocol server for domain administ...
PatchX Freenote Agent
ZsTs119/patchx-freenote-agent
PatchX Freenote MCP: summaries, memories, model results and user-approved webhook workflows.
PDF Reader (PDF Agent Stack)
shuji-bonji/pdf-reader-mcp
Read PDF internals: text, structure, fonts, signatures and tags, with what was not read declared.
PDF Spec (PDF Agent Stack)
shuji-bonji/pdf-spec-mcp
Look up ISO 32000 (PDF) clauses, requirements and terms. A reference, not a conformance checker.
Photoshop-MCP-IMT + SKILLS
Immersive-Media-Technologies/photoshop-mcp-imt
Photoshop for AI agents: every Adobe UI language, large skills library, generative tools first
Phyll
carlosphyll/phyll
UX review for apps built with AI, run by your own agent. The fixes keep your design.
plctap
ymxc152/plctap
Agent-PLC MCP Server: read & diagnose Modbus / FINS / MELSEC / S7 / IEC 104 / ENIP / OPC UA PLCs.
Predictive Debugger
SpeedosDK/predictive-debugger
Predicts where JavaScript and TypeScript code will fail at runtime, for coding agents.
Progi
zseta/progi
MCP-native workflow engine: teach agents your processes once, they execute them consistently.
Pursers
swisspra/Pursers
Coordinate AI-agent work on a local-first, owner-controlled MCP board
Roslyn Workbench
lantean-code/roslyn-workbench-mcp
Bring Visual Studio-style C# fixes and refactorings to your AI agent with local Roslyn Code Actions.
semantic-scala
DmytroMitin/scala-semantic-harness
Bounded Scala compiler, build, test, type, effect, symbol, and SemanticDB evidence for agents.
Steadfast Repository Governance
rllibo833-sudo/Steadfast
Local-first repository governance and verification tools for AI coding agents.
SuperMemory
YashvantHange/SuperMemory
MCP-first agent learning: capture failures, validate lessons, retrieve context, improve.
Syke
khalomsky/syke
AI code impact analysis — dependency graphs, cascade detection, and build gates for AI agents
Tapp
aarwitz/tapp
Test iOS, Android, and web apps with agent exploration, replayable flows, and CI gates.
tokencast
krulewis/tokencast
Pre-execution cost estimation for LLM agent workflows with calibration learning
Type Atlas
tyler-mitchell/type-atlas
Editor-grade TypeScript, Markdown, and JSON intelligence for coding agents.
Ucn
mleoca/ucn
Auditable, conserved AST code intelligence for AI agents. JS/TS, Python, Go, Rust, Java, C/C++, C#.
Unifi
mikeholownych/unifi-mcp
MCP server for Ubiquiti UniFi Network and Protect. 63 tools, 16 agent skills.
Vantio Gate
vantioai/vantio-open-core
Vantio Gate — Policy Latch dry-run evaluate for agents. No live enforce from MCP.
Vaultbeat Apple Health
Fino-wind/vaultbeat-apple-health
Your AI agent reads your Apple Health data: sleep, HRV, cycle, workouts. Decrypted on your machine
veddata
SanZiNEO/veddata
MCP server for AI agents: discover a web page's data sources and drive the page to reach them.