wigolo
wigolo is an MCP server, listed under model apis. It reaches gemini and wigolo. It needs GEMINI_API_KEY, WIGOLO_API_TOKEN and WIGOLO_GITHUB_TOKEN to authenticate. Its repository has 5,498 GitHub stars and is licensed under NOASSERTION; we last read it on 2026-10-22.
This repository provides a local-first interface for AI coding agents, enabling search, fetch, crawl, and research over MCP. It does not require API keys and operates without cloud reliance, charging no fees per query.
Install
Read from wigolo’s own README, close to verbatim -- not written by us, and not guessed.
npx wigolo init
What it reaches, and what it needs
Maintenance
The go-to web for your AI coding agent — local-first search, fetch, crawl & research over MCP. No API keys, no cloud, $0/query. Public beta.
What wigolo can do
10 tools documented in its README. An AI client calls these by name.
search- Multi-engine web search (18 direct adapters) with rank fusion, ML reranking, and an explainable per-result score.
fetch- No description in the README.
crawl- Multi-page crawl — BFS, DFS, sitemap, or map-only.
extract- Structured data from a page: tables, metadata, JSON-LD, brand identity, named schemas (Article / Recipe / Product / …), or any custom JSON Schema.
cache- Query everything already seen — keyword or hybrid semantic. Plus stats, clear, and change detection.
find_similar- Pages similar to a URL or a concept, via 3-way fusion of keyword + semantic + live web.
research- Decompose a question → fan out sub-queries → fetch sources → synthesize a cited report (or a structured brief the host LLM writes from).
agent- Autonomous gather loop: plan → search → fetch → extract → synthesize, with a step log, time budget, and optional output schema.
diff- No description in the README.
watch- See exactly what changed on a page since last visit; re-check on demand and deliver changes to a webhook.
Read from the README; names are kept only if the README contains them.
wigolo compared with similar servers
| Server | Reaches | Needs | Stars | Last update | Licence |
|---|---|---|---|---|---|
| wigolo (this page) | gemini, wigolo | GEMINI_API_KEY, WIGOLO_API_TOKEN, WIGOLO_GITHUB_TOKEN | 5,498 | 2026-10-22 | NOASSERTION |
| just-prompt | anthropic, deepseek, gemini, groq, openai(1 shared) | ANTHROPIC_API_KEY, DEEPSEEK_API_KEY, GEMINI_API_KEY, GROQ_API_KEY, OPENAI_API_KEY | 739 | 2025-08-10 | — |
| mcp-server-gemini | gemini(1 shared) | GEMINI_API_KEY | 259 | 2025-07-14 | MIT |
| mcp | fastmcp, gemini, openai(1 shared) | DB_PASSWORD, DB_SSL_KEY, FASTMCP_SERVER_AUTH_GITHUB_CLIENT_SECRET, FASTMCP_SERVER_AUTH_GOOGLE_CLIENT_SECRET, GEMINI_API_KEY, OPENAI_API_KEY | 209 | 2026-08-10 | MIT |
| mcp-image | gemini, openai(1 shared) | GEMINI_API_KEY | 181 | 2026-10-22 | MIT |
| schemagate | anthropic, entra, gemini, mysql, openai, postgres, schemagate(1 shared) | ANTHROPIC_API_KEY, ENTRA_CLIENT_SECRET, GEMINI_API_KEY, OPENAI_API_KEY, SCHEMAGATE_AUDIT_SIGNING_KEY | 105 | 2026-10-22 | Apache-2.0 |
Ranked by services in common with wigolo, then by stars. Figures are from each repository when we last read it.
Common questions about wigolo
- What does wigolo do?
- This repository provides a local-first interface for AI coding agents, enabling search, fetch, crawl, and research over MCP. It does not require API keys and operates without cloud reliance, charging no fees per query.
- How do I install wigolo?
- Its own README gives this command: npx wigolo init. Run it where your MCP client can launch the server, and check the README for any settings it asks for.
- What does wigolo connect to, and what does it need?
- It reaches gemini and wigolo. The credentials we found in its source are GEMINI_API_KEY, WIGOLO_API_TOKEN and WIGOLO_GITHUB_TOKEN.
- Is wigolo official and is it maintained?
- We found nothing naming it as a vendor’s official server. Its repository has 5,498 GitHub stars and its state in our directory is listed. Its last commit we recorded was on 2026-10-22.
- What licence does wigolo use?
- The repository declares the NOASSERTION licence.
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