"Coder" matching MCP servers:

Enables lookups against the Debian iso-codes project JSON for ISO country, language, and currency codes.

Provides access to Codex Alimentarius maximum residue limits, enabling searches for pesticide and veterinary drug limits by substance or food commodity, including adoption status and JECFA cross-references.

Enables querying the Codex General Standard for Food Additives to check whether an additive is permitted in a food category, at what maximum level or GMP, and under which conditions.

Enables retrieval of Codex Alimentarius maximum levels for food contaminants and toxins, filtered by contaminant or commodity, with source PDF page references.

Enables Codex to interact with Google NotebookLM, allowing it to list notebooks, add sources, ask questions, and generate audio overviews.

Read-only SQL MCP server for quantitative finance data (DuckDB) with stock quotes, financials, and historical K-lines, enabling cross-database JOIN queries.

Connects a Zotero research library to Claude, ChatGPT, and other AI assistants so users can search, read, summarize, cite, and annotate papers, add and organize items, and find research by meaning. Supports local Zotero access or the web API, plus optional semantic search, PDF page images, and citation tallies.

Enables configuration-driven, budgeted multi-source web research across platform and web search adapters, merging duplicate links, preserving provenance, and returning honest source coverage reports.

Provides tools to search and execute Code Ocean capsules and pipelines while managing platform data assets. It enables users to interact with Code Ocean's computational resources and scientific workflows directly through natural language interfaces.

Standalone MCP server for the Mangools API with 82 tools covering keyword research, SERP analysis, rank tracking, backlinks, competitor research, and AI search visibility. Enables natural language interaction with Mangools SEO capabilities.

Enables MCP clients to fetch live football odds and team form, and flag matches where the market price diverges from a simple form-based estimate.

Enables AI agents to look up any Louisiana statute, civil code, or procedure article by citation, returning full section text with enactment and amendment history parsed out. Also supports full-text topic search across the code bodies and browsing every section within a Revised Statutes title, keyless and sourced live from the Louisiana State Legislature.

Research-grounded MCP server that provides evaluation lenses and conceptual boundaries for analyzing interestingness, enabling AI to assess humor, curiosity, and suspense without scoring content.

Enables AI clients to query ContentRadar data and write low-risk content using natural language, with 15 tools for monitoring, analysis, and content management.

Maps any niche domain into a structured talent and ecosystem landscape using the CoER method. Enables MCP clients to read landscapes and contribute new ones via PRs.

Enables AI agents to read cited stock news, earnings, and filings; screen stocks; run point-in-time backtests; check portfolios; and query a local dashboard across US, A-share, and Hong Kong markets.

Enables searching and reading a library of PDF books page by page, and verifying whether a quote appears on its cited page.

Enables Codex to control a Gephi 3D network view through natural language, including network generation, 3D layout, node focus and neighbor highlighting, layered views, and PNG/PDF export.

Enables AI clients to read PDFs and selections from Zotero, edit Better Notes in real time, and synchronize Markdown notes.

A persistent MCP-to-ACP bridge that lets a Codex-led controller delegate research tasks to DeepSeek Harness for derivation, computation, and file work, while recording tasks, sessions, routing, and result evidence. It supports idempotent tasks, clarification follow-ups, session resume, model routing, and bounded recovery, with approvals relayed back to the controller.