| FMRS | 57 / 100 · C | 79 / 100 · B |
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| Reliability | 8 / 20 | 12 / 20 |
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| Security and permissions | 11 / 20 | 18 / 20 |
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| Maintenance | 10 / 20 | 16 / 20 |
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| Documentation | 15 / 20 | 18 / 20 |
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| Setup experience | 13 / 20 | 15 / 20 |
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| Best for | - Developers who prioritize local processing and privacy
- Agents that need web tooling without per-query charges
- Teams needing search, crawling, caching, and research in one surface
- macOS, Linux, or Windows users with about 1.5 GB of available disk space
| - Engineering teams scaling AI coding agents while controlling spend
- Platform teams that need auditable, rollback-aware agent execution records
- Organizations using multiple agents (Claude, Codex, Gemini) under one governed flow
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| Not for | - Users seeking a fully hosted service without local browser or model downloads
- Workflows that require guaranteed access to every anti-bot or challenge-protected site
- Environments that prohibit public-web crawling or optional third-party LLM synthesis
- Users who need to keep a modified network-service version closed source
| - Developers who just want a simple code-completion helper without run governance
- Teams unwilling to accept local JSONL run records with HMAC signing
- Environments without a supported adapter (Claude/Codex/Gemini CLIs, direct provider, or verifier-only)
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| Required permissions | - Local filesystem access is needed for cache, configuration, embeddings, and models under ~/.wigolo/.
- Network access is needed to search and retrieve the public web.
- Browser mode may start a local browser engine; Linux may require additional operating-system libraries.
- Research, agent, and answer-format search can optionally call Gemini, Anthropic, OpenAI, Groq, Ollama, or another compatible provider.
- Authenticated pages and page actions may require session information.
| - Read/write access to the configured repo root (writable scope restrictable via --allow-path/--deny-path)
- Ability to invoke the chosen agent CLI (Claude/Codex/Gemini, etc.) and its underlying model account
- Local disk writes for run records, receipts, and share outputs (share/run-receipt., etc.)
- Execution of user-configured verifier commands (e.g. npm test)
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| Risks and side effects | - Public search engines and target sites may fail, become stale, rate-limit requests, or block access; wigolo reports degradation and challenge failures in its output.
- Datacenter IP reputation can reduce access to challenge-protected sites.
- Optional LLM synthesis sends relevant requests to the selected provider; Ollama or another compatible local endpoint can keep synthesis local.
- Browser and model downloads require about 1.5 GB of disk space.
- The project uses AGPL-3.0-only; modified versions run as network services must publish their modifications.
| - Verifier commands are executed; poorly chosen verifier commands carry security risk despite preflight policy checks
- Cost and token figures may be estimates (labeled with provenance) and should not be treated as settled accounting
- Receipt integrity must be verified before use as trustworthy evidence; missing rollback evidence is flagged as EVIDENCE_BOUNDARY
- Policy defaults come from martin.config.yaml and can be overridden by CLI flags; misconfiguration can loosen safety boundaries
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| Supported clients | Claude Code, Cursor, Codex, Gemini CLI, VS Code, Windsurf, Zed, Antigravity | Claude Code, Codex, Gemini CLI, Cursor, VS Code, GitHub Copilot, Continue |
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| Tools | 10 | 0 |
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