Odel

Software development

Code, repositories, reviews, tests, debugging, databases and developer docs.

5,630 servers4,498 publishers15 tags

All of Software development

By GitHub stars, at most two per publisherRemoteLocal
MCP server: One MCP server.
Memory KernelRun by its publisher: served from their own domain, namespace checked by the registry.
@artem362 · External

Local-first memory for AI agents: SQLite FTS5, deterministic recall, no vector DB, no cloud.

3% chance this is malicious. Assessed by AI, which can make mistakes.Creates or changes data. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.Free to use.
MCP server: One MCP server.
Vibe Hnindex
@andyanh174 · External

Index source code into a local knowledge base, search with keyword + semantic + hybrid modes.

4% chance this is malicious. Assessed by AI, which can make mistakes.Can move money, run code, delete data or send messages for you. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.Free to use.
MCP server: One MCP server.
appCNRun by its publisher: served from their own domain, namespace checked by the registry.
@shineup · External

Install & correctly use appCN React Native / Expo components, streamed from the live registry.

5% chance this is malicious. Assessed by AI, which can make mistakes.Only reads or looks up information. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.Free to use.
MCP server: One MCP server.
CitadelRun by its publisher: served from their own domain, namespace checked by the registry.
@citadeldb · External

Encrypted-first embedded database with vector search and agent memory, exposed as MCP tools

4% chance this is malicious. Assessed by AI, which can make mistakes.Creates or changes data. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.Free to use.
MCP server: One MCP server.
ConstellationRun by its publisher: served from their own domain, namespace checked by the registry.
@shiftinbits · External

Code Intelligence Platform for AI Coding Agents

7% chance this is malicious. Assessed by AI, which can make mistakes.Only reads or looks up information. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.Free to use.
MCP server: One MCP server.
Biel.ai
@biel · External

Query your product docs from AI tools. Source-cited answers from your indexed documentation.

4% chance this is malicious. Assessed by AI, which can make mistakes.Only reads or looks up information. Assessed by AI, which can make mistakes.Runs on your machine, installed from a package registry.Free to use.
MCP server: One MCP server.
Colab-MCP (unofficial)
@amgallego8 · External

Unofficial MCP server for Google Colab: runtimes, code, long jobs, files and notebooks.

4% chance this is malicious. Assessed by AI, which can make mistakes.Can move money, run code, delete data or send messages for you. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.Free to use.
MCP server: One MCP server.
CSharp.Refactor
@thorium · External

Offline analyzers that find and fix intent-hiding, slow or noisy C#, including agent-written code.

3% chance this is malicious. Assessed by AI, which can make mistakes.Creates or changes data. Assessed by AI, which can make mistakes.Runs on your machine, installed from NuGet.Free to use.
MCP server: One MCP server.
CGraphRun by its publisher: served from their own domain, namespace checked by the registry.
@nxtsoft · External

Code graph for coding agents: symbol search, callers, blast radius and cross-service impact.

3% chance this is malicious. Assessed by AI, which can make mistakes.Only reads or looks up information. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.Free to use.
MCP server: One MCP server.
ReversePort
@laaielichter · External

Reverse engineer anything. Port it anywhere. One MCP server for coding agents.

Not assessed yet.What it can do is not assessed yet.Runs on your machine, installed from npm.Free to use.
MCP server: One MCP server.
phpgraph
@hbenabdallah · External

Knowledge graph of a PHP codebase by static analysis: calls, routes, buses, layers, impact

3% chance this is malicious. Assessed by AI, which can make mistakes.Only reads or looks up information. Assessed by AI, which can make mistakes.Runs on your machine, installed from Docker.Free to use.
MCP server: One MCP server.
MaxGraph
@rumemory · External

Self-hosted persistent memory for AI agents: knowledge graph and hybrid search.

7% chance this is malicious. Assessed by AI, which can make mistakes.Creates or changes data. Assessed by AI, which can make mistakes.Runs on your machine, installed from Docker.Free to use.
MCP server: One MCP server.
briar
@iklobato · External

Local knowledge store built from GitHub, Jira, Linear and cloud history, served over MCP.

4% chance this is malicious. Assessed by AI, which can make mistakes.Can move money, run code, delete data or send messages for you. Assessed by AI, which can make mistakes.Runs on your machine, installed from Docker.Free to use.
MCP server: One MCP server.
ParalonCloud RentalsRun by its publisher: served from their own domain, namespace checked by the registry.
@paraloncloud · External

Rent GPUs from ParalonCloud: browse, start, poll, and stop GPU rentals over the rental API.

4% chance this is malicious. Assessed by AI, which can make mistakes.Can move money, run code, delete data or send messages for you. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.Free to use.
MCP server: One MCP server.
Jet Browser Verifier
@masakaai · External

Verify an isolated WPE WebKit runtime with native-input, DOM, PNG, and cleanup evidence.

Not assessed yet.What it can do is not assessed yet.Runs on your machine, installed from Docker.Free to use.
MCP server: One MCP server.
Open DesignRun by its publisher: served from their own domain, namespace checked by the registry.
@feimacode · External

Design skills, design systems and artifact tools: landing pages, decks, prototypes, posters, more.

4% chance this is malicious. Assessed by AI, which can make mistakes.Creates or changes data. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.Free to use.
MCP server: One MCP server.
sf-intelligence: offline Salesforce MCP server
@pranavnagrecha · External

Ask your AI what breaks before you change Salesforce. Offline, read-only, cited answers.

4% chance this is malicious. Assessed by AI, which can make mistakes.Only reads or looks up information. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.Free to use.
MCP server: One MCP server.
NativeKeelRun by its publisher: served from their own domain, namespace checked by the registry.
@alicanakyol · External

React Native and Expo health check: upgrade blockers, store rules, crash risks, security findings

3% chance this is malicious. Assessed by AI, which can make mistakes.Only reads or looks up information. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.Free to use.
MCP server: One MCP server.
Unofficial MCP Server for USWDS
@bibekpdl · External

Unofficial USWDS MCP: official markup, class-aware validator, and page composer for AI tools.

3% chance this is malicious. Assessed by AI, which can make mistakes.Only reads or looks up information. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.Free to use.
MCP server: One MCP server.
Layout Debug
@antonchuraev99 · External

Select a layout layer on a live web or Android UI, move it, and hand the edit to any MCP agent.

4% chance this is malicious. Assessed by AI, which can make mistakes.Creates or changes data. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.Free to use.
MCP server: One MCP server.
Valca
@pranlabs · External

Scans code, IaC and AI-agent config for security problems. Read-only — nothing can be edited.

Not assessed yet.What it can do is not assessed yet.Runs on your machine, installed from PyPI.Free to use.
MCP server: One MCP server.
FlowScope UX Flow AnalyserRun by its publisher: served from their own domain, namespace checked by the registry.
@davidngugi · External

Turn YouTube product demos into structured UX flow reports, and compare demos side by side.

3% chance this is malicious. Assessed by AI, which can make mistakes.Only reads or looks up information. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.Free to use.
MCP server: One MCP server.
go-tokenlessRun by its publisher: served from their own domain, namespace checked by the registry.
@continuous-actions · External

Move npm publishing in GitHub Actions from NPM_TOKEN to trusted publishing (OIDC).

3% chance this is malicious. Assessed by AI, which can make mistakes.Creates or changes data. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.Free to use.
MCP server: One MCP server.
Local LLM Worker
@joblessjoe · External

Local LLM does Claude's bulk work: reads logs and files, researches the web, writes test-gated code.

4% chance this is malicious. Assessed by AI, which can make mistakes.Can move money, run code, delete data or send messages for you. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.Free to use.

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