5 minTime to key
NoNo-human path
2Human gates
5/10Onboarding score
CAPTCHAEmail verification
Fastest path to a key
- Go to dashboard.sarvam.ai, which redirects to indus.sarvam.ai/login (signup method is not documented anywhere in the docs)
- Sign up; an organisation and a default workspace are created automatically
- ₹100 free credits on signup, no card
- Dashboard > API Keys (key-management) > create a key, shown once
- export SARVAM_API_KEY and call the API (api-subscription-key or Bearer header)
- Working API key
Biggest gap
No way for an agent to get a credential without a human in the dashboard: no CLI login, no OAuth MCP, no key API. The dashboard returns a Cloudflare challenge to non-browser clients.
Worth copying
Agent Skills document the SDK's non-obvious behaviour (silently ignored params, content=None), aimed at what models tend to get wrong.
Sources (12) · checked 2026-10-11
- https://docs.sarvam.ai/llms.txt
- https://docs.sarvam.ai/llms-full.txt
- https://docs.sarvam.ai/api/llms.txt
- https://docs.sarvam.ai/api/getting-started/quickstart.md
- https://docs.sarvam.ai/api/developer-tools/mcp.md
- https://docs.sarvam.ai/api/developer-tools/agent-skills.md
- https://docs.sarvam.ai/api/getting-started/ratelimits.md
- https://docs.sarvam.ai/api-reference/authentication.md
- https://docs.sarvam.ai/api/platform/faq.md
- https://docs.sarvam.ai/api/sarvam-code.md
- https://dashboard.sarvam.ai/
- https://github.com/sarvamai/sarvam-mcp
60Readiness score / 100
L3 Agent-operableBeats 80% of 1,846 companies
Access20/20
Context20/20
Interfaces12/32
Onboarding8/19
Trust0/9
llms.txt · root
MCP · https://docs.sarvam.ai/mcp
Biggest gains
- +12 Remote MCP server for the product. Host a remote MCP server (e.g. mcp.<domain>/mcp, Streamable HTTP) for your core actions.
- +8 Machine-readable API spec. Publish an OpenAPI spec at a stable URL like /openapi.json and link it from llms.txt.
- +6 Agents can self-register OAuth clients. Support dynamic client registration (RFC 7591) or client ID metadata documents so MCP clients connect in one click.
All 20 checks
- PASSAgents get the real page, not a bot wall10
- PASSrobots.txt lets user-triggered agents in6
- PASSContent is server-rendered4
- PASSllms.txt exists8
- PASSllms-full.txt exists3
- PASSDocs available as markdown6
- PASSSitemap2
- PASSStructured metadata1
- PASSPublic developer docs4
- FAILMachine-readable API spec8
- FAILRemote MCP server for the product12
- PASSDocs MCP or searchable docs4
- PASSSDKs and a CLI4
- FAILOAuth discovery metadata5
- FAILAgents can self-register OAuth clients6
- PASSSelf-serve API keys5
- PASSFree tier or test mode3
- FAILAgent manifests4
- FAILsecurity.txt2
- FAILPublic status page3
Your fix pack: 8 changes, up to +40 points
Each change is ready to paste, filled in for sarvam.ai, with a command to check it worked. Or hand the whole list to your coding agent.
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