Best MCP Servers for Code Generation in 2026
480 tools indexed · avg score 87.8 · sorted by AgentRank score
The AgentRank index tracks 480 code generation tools. The top-ranked entry is ZaxbyHub/opencode-swarm at 94.5 points. Across the 10 shown here, the average AgentRank score is 87.8, and 10 had a commit in the last 30 days. The most common primary language is TypeScript.
Code generation tools and MCP servers give AI agents specialized capabilities for writing, transforming, and understanding code. These go beyond basic autocomplete — providing full function generation, test scaffolding, documentation writing, refactoring suggestions, and multi-file code synthesis.
In the agent ecosystem, code generation tools often act as subagents within larger workflows. A higher-level orchestrator might delegate "write a unit test for this function" to a specialized code generation tool, then pass the result to a deployment tool. This composability is what makes agent frameworks powerful.
When comparing code generation tools, look at language support breadth, context window handling (can it work with large files?), and whether it integrates with your existing development environment. Tools that also handle linting and formatting post-generation save significant iteration time.
Top 10 Code Generation MCP Servers
- #1ZaxbyHub/opencode-swarm94.5
Architect-centric agentic swarm plugin for OpenCode. Hub-and-spoke orchestration with SME consultation, code generation, and QA review.
Ranks here on 478 GitHub stars and a commit within the last week, plus 93% of issues closed.Freshness 30.8Issue health 28.7Stars 13.7Contributors 12.3License 4.6 - #2codexu/note-gen93.0
Capture first. Organize later. A local-first Markdown app that turns scattered records into clear notes with AI.
Ranks here on 13k GitHub stars and a commit within the last week, plus 89% of issues closed.Freshness 30.8Issue health 27.5Stars 15.4Contributors 12.3Description 4.3 - #3slothflowlabs/duckle89.8
Open-source ETL/ELT you deploy on your own servers or cloud. Built on DuckDB: no-code/low-code visual pipelines or SQL, 385 components, dbt, CDC, data quality, reverse ETL, lineage, MCP for AI agen...
Ranks here on 1.3k GitHub stars and a commit within the last week, plus 72% of issues closed.Freshness 30.8Issue health 22.3Stars 15.4Contributors 10.7Description 6.2 - #4knowsuchagency/mcp2cli89.2
Turn any MCP, OpenAPI, or GraphQL server into a CLI — at runtime, with zero codegen
Ranks here on 2.4k GitHub stars and an active commit 13 days ago, plus 85% of issues closed.Freshness 23.8Issue health 21.7Downloads 13.1Stars 12.8Contributors 10.3 - #5feenlace/mcp-1c87.3
MCP server for 1С:Enterprise — AI assistant sees your configuration and generates accurate BSL code. One binary, zero dependencies, 11 tools.
Ranks here on 232 GitHub stars and a commit within the last week, plus 94% of issues closed.Freshness 30.8Issue health 29.0Stars 12.1Contributors 6.5License 4.6 - #6DemoMacro/office-open86.4
Create Word, Excel, and PowerPoint files (.docx, .xlsx, .pptx) from plain JSON or fully typed APIs — generate, parse, and patch. Built for AI agents, LLM tool-calling, and hand-written code alike;...
Ranks here on a commit within the last week and 80% of issues closed.Freshness 30.8Issue health 24.6Contributors 12.3Stars 8.0Description 6.2 - #7roomi-fields/notebooklm-mcp86.2
Google NotebookLM over MCP + a local HTTP REST API. Citation-backed Q&A, audio/video/content generation, multi-account rotation. For Claude Code, Codex, Cursor, n8n, Zapier, Make.
Ranks here on an active commit 22 days ago and 94% of issues closed.Issue health 29.0Freshness 25.4Stars 11.6Contributors 9.3Description 6.2 - #8Dicklesworthstone/dwarf_fortress_mcp85.9
A semantic, transactional, replayable MCP control plane that lets autonomous AI agents operate Dwarf Fortress as a long-lived civilization. Safe-Rust phase-0B scaffold: MVCC world state, witnessed...
Ranks here on a commit within the last week and 100% of issues closed.Freshness 30.8Issue health 30.8Stars 7.1Contributors 6.5Description 6.2 - #9Syh1906/openai-compatible-imagegen83.1
Standalone Skill and Codex Plugin for OpenAI-compatible image generation, editing, batch workflows, QA, and focused canvas editing.
Ranks here on an active commit 12 days ago and 100% of issues closed.Issue health 30.8Freshness 28.7Stars 8.9Contributors 5.6License 4.6 - #10Nagarjuna2997/ios-agent-skill82.9
Swift source, Apple guides and MCP tools for AI coding agents. Review iOS code, scaffold apps, and build/run/preview with Xcode Simulator.
Ranks here on a commit within the last week and 100% of issues closed.Freshness 30.8Issue health 30.8Stars 8.0License 4.6Contributors 4.4
More Code Generation MCP Servers
| # | Tool | Score | Stars | Last Commit | Language |
|---|---|---|---|---|---|
| 11 | AceDataCloud/Skills | 17 | 1d ago | Python | |
| 12 | feiskyer/codex-settings | 240 | 2d ago | Python | |
| 13 | guinacio/claude-image-gen | 67 | 16d ago | JavaScript | |
| 14 | Marve10s/Better-Fullstack | 751 | 1d ago | TypeScript | |
| 15 | ruvnet/metaharness | 673 | 1d ago | TypeScript | |
| 16 | Houseofmvps/codesight | 1.4k | 2mo ago | TypeScript | |
| 17 | agent-sandbox/agent-sandbox | 215 | 5d ago | Go | |
| 18 | softwaremill/chimp | 102 | 1d ago | Scala | |
| 19 | repowise-dev/repowise | 7.0k | 1d ago | Python | |
| 20 | paiml/pforge | 3 | 1d ago | HTML | |
| 21 | kdcube/kdcube | 25 | today | Python | |
| 22 | AtomicBlom/RoseMCP | 4 | today | C# | |
| 23 | logi-cmd/agent-guardrails | 28 | 1mo ago | JavaScript | |
| 24 | taskade/mcp | 165 | 5d ago | TypeScript | |
| 25 | toniantunovi/lucidshark | 19 | 6d ago | Python | |
| 26 | Mallikarjun-Roddannavar/ai-testcase-generator-mcp | 16 | 29d ago | TypeScript | |
| 27 | seite-sh/seite | 21 | today | Rust | |
| 28 | linggen/linggen-memory | 109 | 1d ago | Rust | |
| 29 | redongreen/uSpec | 243 | 21d ago | TypeScript | |
| 30 | agentailor/create-mcp-server | 14 | 6d ago | TypeScript | |
| 31 | speedpy/speedpy | 81 | 16d ago | Python | |
| 32 | aradar46/reuse-before-generate | 6 | 1d ago | JavaScript | |
| 33 | robotlearning123/gpt2agent | 49 | 1d ago | Python | |
| 34 | Corbell-AI/Corbell | 629 | 4mo ago | Python | |
| 35 | xuliang2024/cutcli-cookbook | 197 | 4mo ago | JavaScript | |
| 36 | atlassian/forge-skills | 23 | 1d ago | Python | |
| 37 | cnoe-io/openapi-mcp-codegen | 43 | 1mo ago | Python | |
| 38 | codewithnuh/blockend | 10 | 1d ago | TypeScript | |
| 39 | gal-a/qikly | 14 | 1d ago | Python | |
| 40 | the-momentum/python-ai-kit | 63 | 1mo ago | Python | |
| 41 | shefq/blendrelay-mcp | 4 | 3d ago | Python | |
| 42 | Teloz1870/cartwright-template | 3 | 1d ago | TypeScript | |
| 43 | DreamC0der-AI/ddag | 4 | 8d ago | TypeScript | |
| 44 | hermes-labs-ai/langstate | 2 | 2d ago | Python | |
| 45 | swarmclawai/mcp-gateway | 2 | 4d ago | TypeScript | |
| 46 | lidonation/Cardano-mcp | 2 | 4d ago | TypeScript | |
| 47 | aahlijia/dekko | 5 | 1d ago | Python | |
| 48 | CognitiveOS-Project/cgp-template | 2 | 5d ago | Makefile | |
| 49 | bananabanana-pro-mcp/bananabanana-mcp | 2 | 3d ago | — | |
| 50 | Saadaan-Hassan/baseline-skills | 2 | 1d ago | Python |