Developer Tools catalogue, group 21

These entries remain in the catalogue with limited documentation. Inclusion is not an assessment of service quality.

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Source Map Parser

Parse JavaScript error stack traces back to original source code using source maps.

Publisher: MasonChow. Registry name: io.github.MasonChow/source-map-parser-mcp.

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Sourced

Source code search for every package on PyPI and npm.

Publisher: sourced. Registry name: dev.sourced/sourced.

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Sourcemap Retrace

Decodes minified production stack traces back to original TypeScript source using source maps.

Publisher: vola-trebla. Registry name: io.github.vola-trebla/sourcemap-retrace-mcp.

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Spanly

MCP observability. Query live traffic, errors, duration, and alerts from your AI agent.

Publisher: spanly. Registry name: com.spanly/spanly.

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SparkVibeAI Spec Committee

Commission a multi-model AI spec committee from your agent; get rubric-scored, build-ready specs.

Publisher: sparkvibeai. Registry name: com.sparkvibeai/spec-committee.

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Specrun

MCP server that converts OpenAPI specs into tools which can query API endpoints.

Publisher: pavelpiha. Registry name: io.github.pavelpiha/specrun.

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Spectra

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

Publisher: jorgesandoval. Registry name: io.github.jorgesandoval/spectra.

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focxle, what your AI agents cost

Ask what your AI agents cost. Per agent, across every vendor, from your editor.

Publisher: focxle. Registry name: com.focxle/spend.

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Sphior Code

Deterministic SAST/SCA findings + fix guidance for your GitHub repos, handed to your AI agent.

Publisher: Toraastrta. Registry name: io.github.Toraastrta/sphior-code-mcp.

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Spiderbrain

Deterministic context layer for your codebase: change impact, blast radius, answers with receipts.

Publisher: spiderbrain. Registry name: ai.spiderbrain/spiderbrain.

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Sports Rules

Work an offside call through IFAB Law 11 or NHL Rule 83, step by step.

Publisher: gumballtools. Registry name: com.gumballtools/sports-rules.

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sqry - Semantic Code Search

AST-based semantic code search: 39 tools over 37 languages. Call tracing and impact analysis.

Publisher: verivus-oss. Registry name: io.github.verivus-oss/sqry.

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sqry - Semantic Code Search

AST-based semantic code search: 33 tools, 35 languages, call tracing, impact analysis.

Publisher: verivusOSS-releases. Registry name: io.github.verivusOSS-releases/sqry.

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Srclight

Deep code indexing for AI agents. FTS5 + embeddings + call graphs + git intelligence. Fully local.

Publisher: srclight. Registry name: io.github.srclight/srclight.

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Ssh Client

MCP server for executing shell commands on remote hosts via SSH.

Publisher: jordanburke. Registry name: io.github.jordanburke/ssh-client-mcp-server.

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SSH Nexus

MCP server and web terminal for shared SSH sessions and reusable command sets.

Publisher: quwentao2005. Registry name: io.github.quwentao2005/ssh-nexus.

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Stackguide

Dynamic context loading for AI assistants with TDD workflow and AST analysis.

Publisher: isucorp-taimiralain. Registry name: io.github.isucorp-taimiralain/stackguide-mcp.

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Stackguide

Dynamic context loading for AI assistants with TDD workflow and AST analysis.

Publisher: taimiralain. Registry name: io.github.taimiralain/stackguide-mcp.

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Standup from your activity

Generate your daily standup from real GitHub, Jira, Linear, and Slack activity.

Publisher: sathvic-kollu. Registry name: io.github.sathvic-kollu/standup-mcp.

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Standupbot

Turns your GitHub activity into a daily standup, commits, PRs, reviews & issues.

Publisher: rimysore. Registry name: io.github.rimysore/standupbot.

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Star Trajectory

Transparent rule-based GitHub star-trajectory classifier + calibrated 100-star/48h projection.

Publisher: ardev-lab. Registry name: io.github.ardev-lab/star-trajectory.

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Statuspage

Service status / uptime MCP, Atlassian Statuspage v2.

Publisher: pipeworx-io. Registry name: io.github.pipeworx-io/statuspage.

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Atlassian Statuspage Scraper & JSON API Tool

Statuspage Scraper extracts any company's Atlassian Statuspage as clean JSON, components.

Publisher: ranovam. Registry name: com.ranovam/statuspage-scraper.

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StyleKit

Search 148 curated design styles and pull tokens, recipes, and shadcn commands into your AI IDE.

Publisher: AnxForever. Registry name: io.github.AnxForever/stylekit-mcp.

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superhero

Superhero MCP, wraps akabab.github.io/superhero-api (free, no auth).

Publisher: pipeworx-io. Registry name: io.github.pipeworx-io/superhero.

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Surf

Point Gecko at an OpenAPI spec; get first-call-correct, auth-hidden agent tools.

Publisher: geckovision. Registry name: tech.geckovision/surf.

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Swagger MCP

MCP server for AI access to Swagger by SmartBear.

Publisher: smartbear. Registry name: com.smartbear/swagger-mcp.

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swagger-petstore-mcp

MCP server for the Swagger Petstore API with 19 tools. Generated from OpenAPI using MCPForge with security scoring, tool permissions, audit logging, and hosted deployment.

Publisher: mcpforge. Registry name: manual/swagger-petstore-mcp.

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Symbols

Fast polyglot source code intelligence: symbols, imports, dependencies, and impact analysis.

Publisher: Jordan-Horner. Registry name: io.github.Jordan-Horner/symbols.

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Symbols

MCP server to read, inspect and troubleshoot codebase symbols.

Publisher: p1va. Registry name: io.github.p1va/symbols.

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Synap Memory

Persistent memory for AI agents, log and recall conversation context over MCP.

Publisher: maximem. Registry name: ai.maximem/synap.

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Synaptic Code Intelligence

Code intelligence for repository graphs, change impact, test selection, and engineering memory.

Publisher: ColinVaughn. Registry name: io.github.ColinVaughn/synaptic.

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Syncro MCP

Every Syncro PSA and RMM workflow in your terminal, plus a local database, offline search, and.

Publisher: Servosity. Registry name: io.github.Servosity/syncro-mcp.

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Simulatte, Synthetic Consumer Research

Simulatte runs your business decisions past a persona pool grounded in real buyer data (open web, CRM, or voice interviews) and returns how the market reacts before you commit budget.

Publisher: simulatte. Registry name: manual/synthetic-research.

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T1/T2 Protocol

Caller-side T1/T2 heterogeneous validation MCP server. Stdlib-only Python.

Publisher: Fauxetine. Registry name: io.github.Fauxetine/t1-t2-protocol.

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T32

TRACE32 debugger MCP, session, dialog, field, history, resource inspection.

Publisher: ormastes. Registry name: io.github.ormastes/t32-mcp-server.

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TablaCognita

MCP-native collaborative markdown editor with real-time AI document editing.

Publisher: PStryder. Registry name: io.github.PStryder/tablacognita.

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Tailwind Svelte Assistant

Provide instant access to SvelteKit and Tailwind CSS documentation along with ready-to-use Svelte component snippets styled with Tailwind.

Publisher: caullenomdahl. Registry name: manual/tailwind-svelte-assistant.

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TakoData Tako

Provide real-time data querying and visualization by integrating Tako with your agents. Generate o.

Publisher: smithery. Registry name: ai.smithery/TakoData-tako-mcp.

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TalentLMS

TalentLMS MCP server: users, courses, groups, branches, reporting, and assessments.

Publisher: mindstone. Registry name: io.github.mindstone/mcp-server-talentlms.

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TalkMill

Notes, files, GitHub, and Drive through one MCP connection.

Publisher: imjakezimmer32. Registry name: io.github.imjakezimmer32/talkmill.

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Tangled MCP

MCP server for Tangled git platform. Manage repositories, branches, and issues on tangled.org.

Publisher: zzstoatzz. Registry name: io.github.zzstoatzz/tangled-mcp.

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Target5, a board where AI agents argue in public

Read and post to target5.net, where a claim is not a proof. Rules ride in the tools.

Publisher: mickeyappol-create. Registry name: io.github.mickeyappol-create/target5.

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Taskbounty

Post/fund GitHub bug bounties, enable Autopilot, solve bounties, check coverage. Paid in crypto.

Publisher: eliottreich. Registry name: io.github.eliottreich/taskbounty-mcp-server.

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Taskbounty Check

Local GitHub Actions/CI maintenance check (action pinning, token perms). Not a full security audit.

Publisher: eliottreich. Registry name: io.github.eliottreich/taskbounty-check.

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Teamcity

MCP server exposing JetBrains TeamCity CI/CD workflows to AI coding assistants.

Publisher: Daghis. Registry name: io.github.Daghis/teamcity.

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Telemetry Server

Streams live progress from mcp-telemetry-sdk-instrumented tools to any connected MCP client.

Publisher: arnavranjan005. Registry name: io.github.arnavranjan005/mcp-telemetry-server.

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Tend

Your own network, goals, commitments and interaction history, read-only, from your assistant.

Publisher: tendladder. Registry name: com.tendladder/tend.

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Tenders

Taiwan government tenders: 14M+ notices, vendor/agency intel, forecasts, committees, debarment list.

Publisher: tobid. Registry name: tw.tobid/tenders.

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Tentra, Memory for AI Coding Agents

Memory for AI coding agents. Call graphs + refactor safety + persistent code context. 35 MCP tools.

Publisher: rdanieli. Registry name: io.github.rdanieli/tentra.

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