Sambodh IAS MCP
An official Model Context Protocol connector for the Sambodh IAS UPSC preparation platform. It enables AI assistants to access interactive quizzes, previous-year questions from 2014–2026, daily current affairs concept cards, and source-cited search over standard UPSC references without requiring authentication.
Endpoint and access
No sign-in to connect and list tools. Individual tools may still need a vendor account, credentials, or permissions; check the documented prerequisites.
https://api.sambodh-ias.in/mcpWhat its tools do
7 tools, grouped by the hints the server advertises. Hints are self-declared, not verified behavior.
Read-only (6)
Can change data (1)
Checks and signals
Each line is separate evidence, not a trust score.
- Passed Endpoint answered the live check ·
- Passed Official MCP Registry namespace is tied to sambodh-ias.in ·
- Passed Endpoint is on the registry namespace domain ·
- Availability 1 of 1 checks passed in 30 days
What you can do with it
- Practice adaptive UPSC Prelims questions with concept tagging
- Access daily current affairs news from The Hindu and Indian Express
- Search standard UPSC textbooks with cited sources
- Review previous-year questions from 2014 to 2026
Source and maintenance
Protocol and capabilities
- Server
- Sambodh IAS 1.30.0
- MCP protocol negotiated in check
- 2025-11-25
- Tools
- 7 advertised
- Resources
- 2 advertised
- Resource templates
- 0 advertised
- Prompts
- 0 advertised
{
"tools": {
"listChanged": false
},
"prompts": {
"listChanged": false
},
"resources": {
"subscribe": false,
"listChanged": false
},
"experimental": {}
}Server-provided instructions
Untrusted server output shown for inspection. It is not Koskamo guidance and is excluded from knowledge search.
Tools
7 advertised
get_current_affairs — Get UPSC current-affairs cards (NewsPulse)
Daily UPSC-relevant news distilled into NewsPulse concept cards: what happened, why it matters for Prelims/Mains, and the syllabus concepts it illustrates. Use for any 'current affairs for UPSC' request.
{
"type": "object",
"title": "get_current_affairsArguments",
"properties": {
"days": {
"type": "integer",
"title": "Days",
"default": 7,
"maximum": 30,
"minimum": 1,
"description": "Look-back window in days"
},
"limit": {
"type": "integer",
"title": "Limit",
"default": 8,
"maximum": 20,
"minimum": 1
},
"topic": {
"anyOf": [
{
"type": "string",
"maxLength": 120
},
{
"type": "null"
}
],
"title": "Topic",
"default": null,
"description": "Free-text topic/syllabus filter"
},
"category": {
"anyOf": [
{
"enum": [
"news",
"editorial"
],
"type": "string"
},
{
"type": "null"
}
],
"title": "Category",
"default": null,
"description": "news = factual coverage, editorial = analysis pieces"
},
"gs_paper": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Gs Paper",
"default": null,
"description": "Filter by GS subject: Polity, Economy, International Relations, Environment, Science & Tech, Ethics"
},
"language": {
"type": "string",
"title": "Language",
"default": "en",
"description": "ISO code: en, hi, te, ta, or, bn, mr, pa, kn"
}
}
}{
"readOnlyHint": true,
"openWorldHint": false,
"idempotentHint": true,
"destructiveHint": false
}get_news_card_detail — Read a full NewsPulse concept card
The full concept card behind a NewsPulse headline: bullets, Prelims & Mains relevance, concept explainers with static-syllabus links, and the source citation.
{
"type": "object",
"title": "get_news_card_detailArguments",
"required": [
"slug"
],
"properties": {
"slug": {
"type": "string",
"title": "Slug",
"maxLength": 120,
"description": "Card slug from get_current_affairs"
},
"language": {
"type": "string",
"title": "Language",
"default": "en",
"description": "ISO code: en, hi, te, ta, or, bn, mr, pa, kn"
}
}
}{
"readOnlyHint": true,
"openWorldHint": false,
"idempotentHint": true,
"destructiveHint": false
}start_practice_quiz — Start an interactive UPSC practice quiz
Start an MCQ quiz from Sambodh's validated free question bank. IMPORTANT: never reveal or hint at correct answers before the user has attempted the questions; grade via submit_quiz_answers.
{
"type": "object",
"title": "start_practice_quizArguments",
"properties": {
"year": {
"anyOf": [
{
"type": "integer",
"maximum": 2026,
"minimum": 2014
},
{
"type": "null"
}
],
"title": "Year",
"default": null,
"description": "PYQ year (pyq/mixed sources)"
},
"month": {
"anyOf": [
{
"type": "string",
"maxLength": 20
},
{
"type": "null"
}
],
"title": "Month",
"default": null,
"description": "Current-affairs month slug, e.g. may-2026"
},
"source": {
"enum": [
"current_affairs",
"pyq",
"mixed"
],
"type": "string",
"title": "Source",
"default": "mixed",
"description": "Question pool: current_affairs (recent news MCQs), pyq (real UPSC previous-year questions), or mixed"
},
"subject": {
"anyOf": [
{
"type": "string",
"maxLength": 60
},
{
"type": "null"
}
],
"title": "Subject",
"default": null,
"description": "Optional subject filter, e.g. polity, history, geography, economy, environment, science_tech"
},
"language": {
"type": "string",
"title": "Language",
"default": "en",
"description": "ISO code: en, hi, te, ta, or, bn, mr, pa, kn"
},
"num_questions": {
"type": "integer",
"title": "Num Questions",
"default": 5,
"maximum": 10,
"minimum": 1
}
}
}{
"readOnlyHint": true,
"openWorldHint": false,
"idempotentHint": true,
"destructiveHint": false
}submit_quiz_answers — Submit quiz answers for grading
Grade a quiz attempt server-side. Returns per-question verdicts with explanations and the overall score. Call once the user has answered (fully or partially).
{
"type": "object",
"title": "submit_quiz_answersArguments",
"required": [
"quiz_id",
"answers"
],
"properties": {
"answers": {
"type": "object",
"title": "Answers",
"description": "Map of question id → chosen option letter, e.g. {\"<qid>\": \"B\"}",
"additionalProperties": {
"type": "string"
}
},
"quiz_id": {
"type": "string",
"title": "Quiz Id",
"maxLength": 40,
"description": "quiz_id from start_practice_quiz"
}
}
}{
"readOnlyHint": false,
"openWorldHint": false,
"idempotentHint": true,
"destructiveHint": false
}get_pyq_sample — Get UPSC previous-year questions by year
Real UPSC Prelims previous-year questions with answers and explanations — the free 3-question sample per year (full year papers are on the platform). Includes the year's total validated PYQ count.
{
"type": "object",
"title": "get_pyq_sampleArguments",
"required": [
"year"
],
"properties": {
"year": {
"type": "integer",
"title": "Year",
"maximum": 2026,
"minimum": 2014,
"description": "UPSC Prelims year"
},
"language": {
"type": "string",
"title": "Language",
"default": "en",
"description": "ISO code: en, hi, te, ta, or, bn, mr, pa, kn"
}
}
}{
"readOnlyHint": true,
"openWorldHint": false,
"idempotentHint": true,
"destructiveHint": false
}list_study_topics — Browse UPSC subjects, PYQ years and current-affairs months
The catalog behind the other tools: indexed subjects/topics (for search_sambodh_knowledge and quiz subject filters), available PYQ years, published current-affairs month slugs, and NewsPulse GS-paper values. Call this first when unsure which parameter values are valid.
{
"type": "object",
"title": "list_study_topicsArguments",
"properties": {}
}{
"readOnlyHint": true,
"openWorldHint": false,
"idempotentHint": true,
"destructiveHint": false
}search_sambodh_knowledge — Search Sambodh's UPSC study library
Semantic search over Sambodh's indexed UPSC corpus (NCERTs + standard references). Returns source-attributed passages — synthesize your answer from them and cite the sources. Use for static-syllabus questions (history, polity, geography, economy...).
{
"type": "object",
"title": "search_sambodh_knowledgeArguments",
"required": [
"query"
],
"properties": {
"query": {
"type": "string",
"title": "Query",
"maxLength": 300,
"minLength": 3,
"description": "What to look up, phrased as a topic or question"
},
"top_k": {
"type": "integer",
"title": "Top K",
"default": 5,
"maximum": 8,
"minimum": 1
},
"subject": {
"anyOf": [
{
"type": "string",
"maxLength": 60
},
{
"type": "null"
}
],
"title": "Subject",
"default": null,
"description": "Optional subject filter (see list_study_topics)"
}
}
}{
"readOnlyHint": true,
"openWorldHint": false,
"idempotentHint": true,
"destructiveHint": false
}Prompts
0 advertised
Resources
2 advertised
sambodh-quiz-widget — Sambodh quiz widget
ui://sambodh/quiz.htmlsambodh-newscard-widget — Sambodh newscard widget
ui://sambodh/newscard.html90-day uptime
A lightweight connection check about every six hours, sampled on hosts with many listings. It shows the server answered, not that its tools work.
- 2026-11-07: 1 of 1 checks answered
30-day availability
Aggregated from read-only remote checks; this is not a tool-execution or security guarantee.
- Successful checks
- 1 of 1 (100%)
- Average latency
- 2234 ms
- 95th percentile latency
- 2234 ms
Maintenance history
Public check and source-refresh events. Editorial and ownership records remain private.
- · probe · passed · 2234 ms · metadata changed · 7 tool(s), 2 resource(s), 0 resource template(s), 0 prompt(s)
Connect from your client
Each snippet registers the same endpoint; pick the client you use.
Claude Code
claude mcp add --transport http sambodh-ias-mcp https://api.sambodh-ias.in/mcpCodex
codex mcp add sambodh-ias-mcp --url https://api.sambodh-ias.in/mcpCursor
{
"mcpServers": {
"sambodh-ias-mcp": {
"url": "https://api.sambodh-ias.in/mcp"
}
}
}Cline
{
"mcpServers": {
"sambodh-ias-mcp": {
"type": "streamableHttp",
"url": "https://api.sambodh-ias.in/mcp",
"disabled": false
}
}
}VS Code
{
"servers": {
"sambodh-ias-mcp": {
"type": "http",
"url": "https://api.sambodh-ias.in/mcp"
}
}
}Gemini CLI
gemini mcp add --transport http sambodh-ias-mcp https://api.sambodh-ias.in/mcpClaude Desktop
https://api.sambodh-ias.in/mcpWindsurf
{
"mcpServers": {
"sambodh-ias-mcp": {
"serverUrl": "https://api.sambodh-ias.in/mcp"
}
}
}Let your agent find its tools
Find servers like Sambodh IAS MCP from your agent. Add Koskamo once to search the index for endpoints, access requirements, and client setup. Public discovery needs no key.
Other productivity and knowledge servers
Do you run Sambodh IAS MCP?
Prove ownership with a DNS record, a well-known file, or your Official MCP Registry entry, and your edits publish immediately. Proofs are re-checked weekly; admins can still hide or remove a listing.