mapleflow
https://api.mapleflow.io/mcp ↗
Description
Unified AI API — 30+ models from OpenAI, Anthropic, Google, Groq, and xAI through one API key. Plus translation, weather, and utility APIs.
What our measurements say
mapleflow is a remote MCP server published at api.mapleflow.io. It has been probed 6 times since 9/10/2026. It answered in 6 of them (100.0%), a near-uninterrupted record. Median response time is 332 ms, placing it among the faster endpoints. It offers a narrow, focused set of 8 tools. On the protocol side it still runs 2025-11-25 and has not moved to the newer spec.
Agent readability score
Can an LLM agent pick the right tool here — names, descriptions and parameter clarity are assessed.
Agent readability score
Strengths
- Tool names are generally descriptive and indicate their primary function.
- Descriptions include useful details like supported features (e.g., '75+ languages', '30+ models').
Weaknesses
- Some descriptions lack explicit use cases (e.g., 'ai_embeddings' doesn't clarify when embeddings are needed).
- Parameter requirements (required/optional) are not clearly defined in descriptions.
- No mention of error handling or rate limits in tool documentation.
ai_embeddings— Description too vague about use cases (e.g., clustering, search)ai_chat— Doesn't specify required parameters like 'message' or 'model'translate— No mention of error handling for unsupported languagescurrency— No clarification on handling invalid currency codes
Verdict
Event narrative
Risk: medium
- 2026-09-10T21:16:35.016Z — era changed from auth-gated to legacy · agent transitioned to legacy system with full compliance validation
- 2026-09-11T05:44:28.819Z — complianceScore improved from null to 100 · agent achieved perfect compliance score in legacy era
Advice
Schema compliance
tools/list structure, inputSchema validity, and a functional smoke test — the components of the 0-100 score.
- tools/list schema valid
- inputSchema is valid JSON Schema
- Smoke test not run this round
- Cold-start: cold 50ms → warm 41ms (penalty 9ms)
Availability history
Event log
Derived by comparing consecutive probes — changes in era, protocol version, build and reachability.
- Server build: — → 0.12.0
- Supported versions: — → 2024-11-05
- Era changed: Auth-gated → Legacy
- Added to watch — era: Auth-gated
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