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Explore by use, narrow your options, then check the server before configuring your assistant.

Uses & filters

Code & development

1,475 results

JAIPilot

io.github.JAIPilot

Ship better Java with your coding agent.

Build applicationsAuthentication not declared
Publisher details & categorization

https://api.jaipilot.com/functions/v1/jaipilot/mcp

io.github.JAIPilot/jaipilot

Ship better Java with your coding agent.

Suggested from the publisher's metadata; capabilities have not been tested.

Matching terms : coding

Jawwws Bytes

io.github.jawwws

Link intelligence and measurable physical-to-digital activity for Jawwws Bytes workspaces.

Technical utilities & formatsAuthentication not declared
Publisher details & categorization

https://api.jaww.ws/mcp

io.github.jawwws/bytes

Link intelligence and measurable physical-to-digital activity for Jawwws Bytes workspaces.

Suggested from the publisher's metadata; capabilities have not been tested.

Matching terms : bytes

disclosure-compiler

io.github.jdhart81

Deterministic cited disclosure drafts with verified GHG lineage and audit hashes.

Build applicationsAuthentication not declared
Publisher details & categorization

https://mcp.viridisconservation.com/disclosure-compiler/mcp

io.github.jdhart81/disclosure-compiler

Deterministic cited disclosure drafts with verified GHG lineage and audit hashes.

Suggested from the publisher's metadata; capabilities have not been tested.

Matching terms : compiler

Evercraft Web

io.github.jgaethle10

Read public web content with Evercraft; search and browser automation stay behind safety gates.

Test & debugAuthentication not declared
Publisher details & categorization

https://base44.app/api/apps/692b4178919afe7d08c4d2b8/functions/evercraftWebMcp

io.github.jgaethle10/evercraft-web

Read public web content with Evercraft; search and browser automation stay behind safety gates.

Suggested from the publisher's metadata; capabilities have not been tested.

Matching terms : browser automation

GitHub Hot Board

io.github.JKWY01

GitHub hot-repo leaderboards: snapshots, movers, rank history. Read-only JSON, hourly batches.

Manage code & repositoriesAuthentication not declared
Publisher details & categorization

https://git.vaiox.xyz/api/mcp

io.github.JKWY01/github-hot-board

GitHub hot-repo leaderboards: snapshots, movers, rank history. Read-only JSON, hourly batches.

Suggested from the publisher's metadata; capabilities have not been tested.

Matching terms : github

GitLab MCP Server

io.github.jmrplens

Go MCP server for GitLab: 2 dynamic tools reach ~876 actions on Free/CE, up to ~1103 on Ultimate.

Manage code & repositoriesAuthentication not declared
Publisher details & categorization

https://mcp.jmrp.io/gitlab

io.github.jmrplens/gitlab-mcp-server

Go MCP server for GitLab: 2 dynamic tools reach ~876 actions on Free/CE, up to ~1103 on Ultimate.

Suggested from the publisher's metadata; capabilities have not been tested.

Matching terms : gitlab

Agent Toolbox

io.github.johngee518

Free, no-key MCP server: token estimates, JSON Schema conversion, MCP configs, tool search.

Technical utilities & formatsAuthentication not declared
Publisher details & categorization

https://agenttoolbox.net/api/mcp

io.github.johngee518/agenttoolbox

Free, no-key MCP server: token estimates, JSON Schema conversion, MCP configs, tool search.

Suggested from the publisher's metadata; capabilities have not been tested.

Matching terms : json schema

Sirro

io.github.Jonathanmberg

Shared memory for AI coding agents. Save once, reuse from Cursor, Claude Code, Codex.

Retrieve knowledgeBuild applicationsAuthentication not declared
Publisher details & categorization

https://www.sirro.dev/beta/mcp/sirro-public-beta

io.github.Jonathanmberg/sirro

Shared memory for AI coding agents. Save once, reuse from Cursor, Claude Code, Codex.

Suggested from the publisher's metadata; capabilities have not been tested.

Matching terms : coding, memory

spectra

io.github.jorgesandoval

Generates unit tests for Python code with coverage before/after reports and concrete edge cases.

Test & debugAuthentication not declared
Publisher details & categorization

https://spectra.mcpize.run/

io.github.jorgesandoval/spectra

Generates unit tests for Python code with coverage before/after reports and concrete edge cases.

Suggested from the publisher's metadata; capabilities have not been tested.

Matching terms : unit test

SVGFarm

io.github.joshuajansen

Search open SVG icon packs and fetch exact SVG markup from coding agents through MCP.

Build applicationsAuthentication not declared
Publisher details & categorization

https://svg.farm/mcp

io.github.joshuajansen/svgfarm

Search open SVG icon packs and fetch exact SVG markup from coding agents through MCP.

Suggested from the publisher's metadata; capabilities have not been tested.

Matching terms : coding

whichlib

io.github.josifb

Dependency picker for coding agents: recommends, compares and scores GitHub repos with a verdict.

Manage code & repositoriesBuild applicationsAuthentication not declared
Publisher details & categorization

https://whichlib.com/mcp

io.github.josifb/whichlib

Dependency picker for coding agents: recommends, compares and scores GitHub repos with a verdict.

Suggested from the publisher's metadata; capabilities have not been tested.

Matching terms : coding, github

Kilotest

io.github.jrpool

Ensemble testing of web pages for accessibility, usability, and web standards

Test & debugAuthentication not declared
Publisher details & categorization

https://kilotest.com/mcp

io.github.jrpool/kilotest

Ensemble testing of web pages for accessibility, usability, and web standards

Suggested from the publisher's metadata; capabilities have not been tested.

Matching terms : testing

Guided comparisons: web, documentation, PDFs, signatures
How are uses assigned?

Every catalog entry is analyzed on import and update. Uses are inferred from names and publisher descriptions, not a certification. Several uses may apply. Insufficient descriptions stay in ‘To clarify’. Authentication not declared does not mean free or unauthenticated access.

16,544 entries with a suggested use · 14,139 to clarify. Taxonomy 2026-09-30.1.

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