agy-bridge
agy-bridge is an MCP server that lets Claude Code delegate heavy work to the Antigravity CLI (agy), keeping large outputs out of Claude's context window.
Analyze large or multiple files (
analyze_files) — logs, dumps, generated code, >200-line files, or >3 files at once, returning only the answer.Codebase archaeology (
deep_search) — git log/diff/blame spelunking, repo-wide greps, "when/why did X change" questions.Web/documentation lookups (
web_lookup) — library docs, API references, error messages, current versions, and newer-than-training-data knowledge.Adversarial second opinions (
adversarial_review) — plan critiques, design reviews, and pre-merge code review that hunts for flaws, edge cases, and security issues.Multi-turn sessions (
follow_up) — continue a prior delegation bysession_idwithout resending context.Raw delegation (
delegate) — arbitrary heavy tasks with full shell/file/web tool access in a givencwd.Automatic model routing and quota failover across available
agy models, plus per-callmodeloverride and configurable timeouts/truncation.
agy-bridge
An MCP bridge that lets Claude Code delegate heavy tasks to the Antigravity CLI (agy) — saving Claude's context window and tokens for what matters.
Claude sends a task → the bridge routes it to the best available model via agy → only the answer comes back. Large files, deep git searches, and web lookups never touch Claude's context.
Listed on
User → Claude Code → agy-bridge (MCP) → agy CLI → Gemini / Claude / GPT-OSS
← ← ←Why this over claude-to-agy?
claude-to-agy | agy-bridge | |
Tool surface | 1 generic | 6 purpose-built tools — Claude self-routes reliably |
Model selection | none (agy default only) | per-tool routing across all |
Multi-turn | stateless | session continuity — |
Output safety | unbounded | configurable truncation cap protects Claude's context |
Sandbox | no | optional |
Install | uvx (Python) | npx (Node) — zero install |
Related MCP server: codex-agy-bridge
Requirements
Node.js 18+
Antigravity CLI (
agy) installed and authenticated
Install
# 1. Register the MCP server (user scope = all projects).
# add-json bakes in a generous client-side timeout so long analyze_files /
# delegate calls don't trip Claude Code's tool-call deadline (see Timeouts).
claude mcp add-json -s user agy-bridge \
'{"command":"npx","args":["-y","agy-bridge"],"timeout":600000}'
# 2. Add delegation rules to your project (or ~/.claude/CLAUDE.md for global)
curl -o CLAUDE.md https://raw.githubusercontent.com/sshahzaiib/agy-bridge/main/CLAUDE.mdThe
"timeout": 600000(10 min, milliseconds) is the client-side tool-call deadline — without it, a cold-startanalyze_files(~40–50s) or a longdelegatecan hit Claude Code's default and returntimed out waiting for responsewhile the agy run is still going. If your client doesn't honor a per-servertimeout, set the global env varMCP_TOOL_TIMEOUT=600000instead. Details and the agy-side budgets are in Timeouts and cancellation.
Tools
Tool | Use for | Model routing (first available) |
| Files >200 lines, >3 files at once, logs, dumps, generated code | Gemini Flash (High) → Gemini Pro (Low) → fallback |
| git log/diff/blame archaeology, repo-wide greps | Gemini Flash (Medium) → (High) → fallback |
| Docs, API references, external/current knowledge | Gemini Flash (Medium) → (High) → fallback |
| Plan critiques, design and code reviews | Gemini Pro (High) → Gemini Flash (High) → fallback |
| Continue a prior session by | inherits the session |
| Anything else heavy | Gemini Flash (High) → fallback |
All tools accept optional cwd (project root) and model (an id or display name from agy models; validated, with available models listed on mismatch).
Every response ends with a footer:
---
[agy-bridge] model: Gemini Flash (High) | session: 1f0c…-d4 (use follow_up to continue)Model routing
On first use the bridge runs agy models (cached for the process lifetime) and picks the first available model in the tool's preference chain. Chain entries name a family and tier rather than a version (Gemini * Flash (High)), and * resolves to the newest version agy currently lists, so a Gemini release never silently breaks routing. Chains are Gemini-first; Claude Opus and GPT-OSS are appended as a last resort and only used when no Gemini model is listed. If none is available it falls back to AGY_DEFAULT_MODEL, and finally to agy's own default. agy silently ignores unknown --model values, so the bridge validates names up front instead of letting requests land on the wrong model.
Quota-aware failover
agy never surfaces quota exhaustion in print mode — it silently retries the 429 until its print-timeout, then exits 0 with empty output, which used to look like an indefinite hang. The bridge now watches each run's log file (via --log-file) and on RESOURCE_EXHAUSTED (code 429):
kills the agy process group immediately (no waiting out the timeout),
parses the reset time ("Resets in 4h24m") into an in-process cooldown registry,
retries the same prompt on the next model in the tool's chain,
skips cooled-down models on all subsequent calls until their quota resets.
Failovers are annotated in the response footer (failover: <model>: quota exhausted (resets in 4h24m)). Only when every candidate is exhausted does the call fail — in seconds, with reset times listed — instead of hanging.
Timeouts and cancellation
Each tool has its own default timeout sized to its job: web_lookup 120s, deep_search 180s, analyze_files / adversarial_review / follow_up 300s, delegate 600s. Setting AGY_TIMEOUT explicitly overrides all of them at once. To change a single tool, set AGY_TIMEOUT_<TOOL_NAME> instead (e.g. AGY_TIMEOUT_DEEP_SEARCH=300); a per-tool override takes precedence over the global AGY_TIMEOUT and the tool's default. The full set of per-tool variables is AGY_TIMEOUT_ANALYZE_FILES, AGY_TIMEOUT_DEEP_SEARCH, AGY_TIMEOUT_WEB_LOOKUP, AGY_TIMEOUT_ADVERSARIAL_REVIEW, AGY_TIMEOUT_FOLLOW_UP, and AGY_TIMEOUT_DELEGATE. The kill path escalates SIGTERM → SIGKILL across the whole process group, and the deadline fires even if agy's helper processes hold the output pipes open. Cancelling the tool call from the MCP client (e.g. pressing Esc in Claude Code) also kills the agy run instead of orphaning it.
Two timeout layers — align them. The timeouts above are the agy-side budget. Your MCP client (Claude Code) has its own, separate tool-call timeout, and if it is shorter than the agy budget the client gives up first — you'll see Error: timed out waiting for response (note: agy-bridge's own timeout reads agy timed out after Ns instead). The work is not lost: the agy session persists, so follow_up with the returned session_id retrieves the result. But the real fix is to make the client wait at least as long as agy: the Install command already sets a per-server timeout of 600000ms (scoped to the agy-bridge entry only). If you registered the server without it, re-run the add-json command from Install, or set the global env var MCP_TOOL_TIMEOUT=600000. Rule of thumb: client timeout ≥ agy budget.
Expected latency. Most of the perceived "slowness" is cold start: the first call in a session spawns the agy CLI and warms the model. A simple analyze_files over 3 files measures around 40–50s cold (≈46s observed), dropping on subsequent same-session calls. A first call that also hits a quota 429 takes longer while the bridge fails over. So a client timeout below ~60s will intermittently trip on cold starts even for "simple" questions — size it generously.
Configuration
All optional, via environment variables:
Variable | Default | Description |
|
| Path to the agy binary |
| per-tool | Seconds; overrides all per-tool timeouts at once (see above), passed as |
| per-tool | Seconds; overrides the timeout for a single tool only, e.g. |
|
| Truncation cap for tool output |
| unset | Fallback model when no chain entry is available (name, id, or |
|
| Pass |
|
| Run agy with |
|
|
|
Failure behavior
The bridge always fails loudly: agy errors surface as MCP tool errors with agy's actual stderr, and degraded model routing is annotated in the response footer. By default the calling agent (Claude) will typically do the work itself after a failure — visible in the transcript, but easy to stop noticing in a long session. Set AGY_ON_FAILURE=strict to append an explicit "do NOT perform this work yourself — report the failure to the user" instruction to every delegation error, so you keep control over when token savings are silently lost.
Development
npm install
npm test # vitest unit tests (exec mocked — no agy needed)
npm run typecheck
npm run build # tsup → dist/index.jsSupport
agy-bridge is free and MIT-licensed. If it saves you tokens every day, Ko-fi keeps it maintained.
Contributors
Contributions are welcome — open an issue or PR.
Star History
License
MIT
Available Tools
6 toolsadversarial_reviewA
Get an adversarial second opinion from a different model family (Gemini Pro). ALWAYS use this for plan critiques, design reviews, and pre-merge code review: it hunts for flaws, edge cases, security issues, and unstated assumptions you may have missed.
Inputs: cwd, files, focus, model, +1 more.
analyze_filesA
Delegate file analysis to the Antigravity CLI (Gemini) instead of reading files yourself. USE THIS whenever a file is large (>200 lines) or the task spans more than 3 files: logs, database dumps, generated code, cross-file reviews, comparisons. The files never enter your context — only the answer does.
Inputs: files (required), question (required), cwd, model.
deep_searchA
Delegate codebase archaeology to the Antigravity CLI: git log/diff/blame spelunking, wide greps across a repo, 'when/why did X change', 'where is Y used'. USE THIS instead of running many search commands yourself — it saves your context.
Inputs: query (required), cwd, model.
delegateA
Raw delegation to the Antigravity CLI for heavy tasks that don't fit the other tools. agy has full tool access (shell, file reads, web) in the given cwd.
Inputs: prompt (required), cwd, model.
follow_upA
Continue a previous Antigravity session by session_id (returned by every other tool). USE THIS for follow-up questions about a prior delegation — the full prior context is already on agy's side, so you don't resend anything.
Inputs: question (required), session_id (required), cwd, model.
web_lookupA
Delegate a web/documentation lookup to the Antigravity CLI (Gemini with web access): library docs, API references, error messages, current versions, external knowledge. USE THIS when you need information you don't have or that may be newer than your training data.
Inputs: query (required), cwd, model.
Tool Schema Changelog
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
Loading tool schema changelog…
TDQS
Scored across 6 tools
The tools have mostly distinct purposes: file analysis, codebase search, web lookup, adversarial review, session follow-up, and raw delegation. The generic `delegate` tool overlaps conceptually with all the specialized delegation tools, but its description frames it as a fallback for heavy tasks, which reduces confusion.
Names include verb_noun (`analyze_files`), adjective_noun (`deep_search`, `adversarial_review`), noun_noun (`web_lookup`), verb_preposition (`follow_up`), and a bare verb (`delegate`). The names are readable and action-oriented, but they do not follow a single predictable convention.
Six tools is a well-scoped set for a delegation bridge, with each tool covering a distinct delegation mode. The raw fallback tool supports edge cases without bloating the surface.
The surface covers the main delegation workflows: file analysis, codebase search, web lookup, adversarial review, session continuation, and raw fallback. Minor gaps exist around explicit session management, such as listing or cancelling sessions, but agents can work around these via `delegate` or `follow_up`.
Maintenance
Related MCP Connectors
Connect ChatGPT and Claude to your Mac, Windows or Linux with secure MCP remote access.
Source-checked CLI guides and model-aware planning for Claude Code, Codex, and Grok Build.
Talk to your public-facing AI from any MCP client — Claude, ChatGPT, Cursor, Cline, Windsurf.
One MCP endpoint for Claude, GPT & Gemini: 100+ tools + no-code connectors + agent workers.
Related MCP Servers
- AlicenseBqualityCmaintenanceA lightweight MCP bridge that lets Claude Code delegate heavy tasks to the Antigravity CLI - saving context window and tokens for what matters.146 PyPI12MIT
- AlicenseBqualityBmaintenanceAn MCP bridge that lets Codex delegate long-running agent work to the Antigravity CLI, providing observable and resumable tool-based execution with project scoping.1439 PyPI17MIT
- AlicenseNot gradedqualityDmaintenanceMCP bridge for calling local coding-agent CLIs (Codex, Claude) from another agent, enabling bounded tasks like code review, verification, and bug hunting.MIT
- AlicenseNot gradedqualityDmaintenanceAn MCP server that lets Claude Code call the Google Antigravity CLI (agy) headlessly for a second opinion from a different model family, or to have agy read project files on Claude's behalf so large files never enter Claude's context window.34 npmMIT