ESG Hub MCP Server

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by simonmak-ascent · TypeScript

ESG knowledge base for AI agents: hybrid search, glossary, frameworks, industries, graph traversal.

io.github.simonmak-ascent/esg-hub MCP Server

The io.github.simonmak-ascent/esg-hub MCP server provides an ESG (environmental, social, and governance) knowledge base intended for AI agents. It organizes content and supports retrieval through a hybrid search approach, including a glossary, frameworks, industries, and graph traversal over related information.

🛠️ Key Features

ESG knowledge base
Hybrid search
Glossary
Frameworks
Industries
Graph traversal

🚀 Use Cases

Retrieve ESG information for AI agent workflows
Look up ESG terms via the glossary
Apply ESG frameworks within agent reasoning
Explore ESG topics across industries using graph traversal

⚡ Developer Benefits

Structured ESG resources for agent consumption
Search support (hybrid)
Navigation across connected entities (graph traversal)

⚠️ Limitations

Source data does not specify available MCP tools, endpoints, authentication, or data scope beyond the listed categories.

Topics

climateeducationesggovernancehong-kongknowledge-basenextjsopen-datasurrealdbsustainabilityascent-esg

Captured live from the server via tools/list.

get_server_info

Use this first to confirm the ESG Hub MCP server is reachable and see its version and API base. It performs one liveness round-trip and returns only server metadata — name, version, API base, tool_count, and healthy — and never fails on an unreachable API: it returns healthy=false rather than an error. For sections, pillars, source domains, or totals use get_esg_metadata.

Parameters

No parameters.

Raw schema

{
  "type": "object",
  "properties": {},
  "$schema": "http://json-schema.org/draft-07/schema#"
}

search_esg

Exact keyword (BM25) search across ESG Hub articles and curated external resources. Use when the user supplies a specific term, identifier, or phrase (e.g., 'GRI 305', 'Scope 3'); for paraphrased or conceptual questions prefer search_content, which adds semantic similarity. Terms are matched individually, not as one exact phrase, and `source` narrows to 'pages' (ESG Hub articles) or 'external' (curated third-party URLs). Returns one ranked page of up to `limit` (max 50) items — there is no pagination, so raise `limit` to widen; zero matches returns an empty item list, not an error. Reads are cached ~2 minutes and rate-limited per IP; a 5xx means the API is redeploying — retry shortly.

Parameters3

query	string	required	Search query (e.g., 'carbon emissions', 'GRI standards')
limit	number	optional	Maximum number of results
source	string	optional	Filter by source type

Raw schema

{
  "type": "object",
  "properties": {
    "query": {
      "type": "string",
      "minLength": 1,
      "description": "Search query (e.g., 'carbon emissions', 'GRI standards')"
    },
    "limit": {
      "default": 10,
      "description": "Maximum number of results",
      "type": "number",
      "minimum": 1,
      "maximum": 50
    },
    "source": {
      "default": "all",
      "description": "Filter by source type",
      "type": "string",
      "enum": [
        "all",
        "pages",
        "external"
      ]
    }
  },
  "required": [
    "query"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#"
}

search_content

Hybrid search that fuses 384-dim semantic similarity with BM25 and ESG re-ranking across ESG Hub articles and external resources. Use for conceptual or paraphrased questions — natural-language phrases work better than single tokens because `query` is embedded; when the user gives an exact identifier or phrase prefer the cheaper search_esg. `query` must be non-empty and `limit` defaults to 10 and is capped at 50. Returns one ranked page of up to `limit` items, each carrying a fused relevance score (higher is better); there is no pagination, so raise `limit` to widen, and unlike search_esg there is no `source` filter. Zero matches returns an empty item list, not an error. Cached ~2 minutes; rate-limited per IP; retry on 5xx.

Parameters2

query	string	required	Search query (e.g., 'carbon emissions', 'board diversity')
limit	number	optional	Maximum number of results

Raw schema

{
  "type": "object",
  "properties": {
    "query": {
      "type": "string",
      "minLength": 1,
      "description": "Search query (e.g., 'carbon emissions', 'board diversity')"
    },
    "limit": {
      "default": 10,
      "description": "Maximum number of results",
      "type": "number",
      "minimum": 1,
      "maximum": 50
    }
  },
  "required": [
    "query"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#"
}

get_esg_page

Read one ESG Hub article in full, addressed by permalink (e.g., 'standards/gri-101'), bare slug, or record ID ('page:abc123'). Use it once search_esg, search_content, or list_esg_pages has returned an identifier; to fetch a page's neighbours rather than its content use get_related. Returns the complete article body plus section, pillar, keywords, and canonical URL. It resolves only `page` records — a resource URL returns NOT_FOUND — and a redirect-only record resolves to its target; an unknown identifier returns NOT_FOUND. Cached ~10 minutes; rate-limited per IP; retry on 5xx.

Parameters1

page_id

string

required

Page identifier — permalink path, slug, or record ID (e.g., 'page:abc123')

Raw schema

{
  "type": "object",
  "properties": {
    "page_id": {
      "type": "string",
      "minLength": 1,
      "description": "Page identifier — permalink path, slug, or record ID (e.g., 'page:abc123')"
    }
  },
  "required": [
    "page_id"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#"
}

list_esg_pages

Enumerate ESG Hub articles, optionally filtered by `section`, `pillar`, or a title substring (`query` — an exact substring, not fuzzy). Use it to browse a whole section; to find articles by meaning use search_content. Results are ordered by section then title and returned one page at a time: pass the response's `next_offset` back as `offset` until `has_more` is false. `section` and `pillar` values must be taken from get_esg_metadata, and `offset` is a raw row count so advance it by `limit`; `limit` caps at 100 (default 20). A filter that matches nothing, or an `offset` past the end, returns an empty item list with `has_more=false`. Cached ~5 minutes; rate-limited per IP; retry on 5xx.

Parameters5

section	string	optional	Filter by section (e.g., 'environmental', 'standards')
pillar	string	optional	Filter by pillar (e.g., 'Environmental', 'Standards')
query	string	optional	Filter by title substring
limit	number	optional	Results per page
offset	number	optional	Pagination offset — pass the previous next_offset

Raw schema

{
  "type": "object",
  "properties": {
    "section": {
      "description": "Filter by section (e.g., 'environmental', 'standards')",
      "type": "string"
    },
    "pillar": {
      "description": "Filter by pillar (e.g., 'Environmental', 'Standards')",
      "type": "string"
    },
    "query": {
      "description": "Filter by title substring",
      "type": "string"
    },
    "limit": {
      "default": 20,
      "description": "Results per page",
      "type": "number",
      "minimum": 1,
      "maximum": 100
    },
    "offset": {
      "default": 0,
      "description": "Pagination offset — pass the previous next_offset",
      "type": "number",
      "minimum": 0
    }
  },
  "$schema": "http://json-schema.org/draft-07/schema#"
}

list_esg_resources

Enumerate curated external ESG resources (standards bodies, regulators, tools, databases) with their source URLs, optionally filtered by exact source `domain` or a title substring (`query` — an exact substring, not fuzzy). Use it to assemble authoritative references; for ESG Hub's own articles use list_esg_pages. Results are ordered by title and paged: pass `next_offset` back as `offset`, advancing it by `limit` (a raw row count). `domain` must be a host from get_esg_metadata's domain list; `limit` caps at 100 (default 20). A filter that matches nothing, or an `offset` past the end, returns an empty item list with `has_more=false`. Cached ~5 minutes; rate-limited per IP; retry on 5xx.

Parameters4

domain	string	optional	Filter by source domain (e.g., 'ghgprotocol.org')
query	string	optional	Filter by title substring
limit	number	optional	Results per page
offset	number	optional	Pagination offset — pass the previous next_offset

Raw schema

{
  "type": "object",
  "properties": {
    "domain": {
      "description": "Filter by source domain (e.g., 'ghgprotocol.org')",
      "type": "string"
    },
    "query": {
      "description": "Filter by title substring",
      "type": "string"
    },
    "limit": {
      "default": 20,
      "description": "Results per page",
      "type": "number",
      "minimum": 1,
      "maximum": 100
    },
    "offset": {
      "default": 0,
      "description": "Pagination offset — pass the previous next_offset",
      "type": "number",
      "minimum": 0
    }
  },
  "$schema": "http://json-schema.org/draft-07/schema#"
}

get_esg_metadata

Discover the filter vocabulary for the knowledge base: total counts plus the exact `section`, `pillar`, and source-`domain` values with their counts. Call it before list_esg_pages or list_esg_resources so filters match real values; for server version and health use get_server_info. It takes no parameters, returns a single object (never paginated), and the lists are seeded reference values that change only on deploy, so they can be cached within a session. Cached ~10 minutes; rate-limited per IP; retry on 5xx.

Parameters

No parameters.

Raw schema

{
  "type": "object",
  "properties": {},
  "$schema": "http://json-schema.org/draft-07/schema#"
}

get_term

Look up one glossary term by record ID ('term:abc123'), permalink, or exact name and return its full definition and facets. Use it when the user asks 'what is <term>'; to find terms by topic, or across all content, use search_esg or search_content, and to survey the glossary use list_terms. Name matching is exact (case-insensitive) with no fuzzy or partial matching, and it returns a single term, never a list. The `definition` field is the authoritative text and `facets` carries the topic/content_type classification; an unknown identifier returns NOT_FOUND. Cached ~10 minutes; rate-limited per IP; retry on 5xx.

Parameters1

term_id

string

required

Term identifier — slug/name (e.g., 'materiality') or record ID (e.g., 'term:abc123')

Raw schema

{
  "type": "object",
  "properties": {
    "term_id": {
      "type": "string",
      "minLength": 1,
      "description": "Term identifier — slug/name (e.g., 'materiality') or record ID (e.g., 'term:abc123')"
    }
  },
  "required": [
    "term_id"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#"
}

get_related

Traverse the ESG Hub knowledge graph one hop from a page and return every connected record grouped by edge type. Use it after get_esg_page when you need neighbouring concepts; to read a page's own content use get_esg_page. Returns at most 15 related pages and, today, only `related_pages` edges; a page with no links returns an empty group list, not an error. There is no pagination. `record_id` accepts a `page:` record ID or a permalink; `edge_type` filters the result to one edge type (default: all). Cached ~10 minutes; rate-limited per IP; retry on 5xx.

Parameters2

record_id	string	required	Page record ID (e.g., 'page:abc123') or permalink/slug
edge_type	string	optional	Optional filter: only return edges of this type

Raw schema

{
  "type": "object",
  "properties": {
    "record_id": {
      "type": "string",
      "minLength": 1,
      "description": "Page record ID (e.g., 'page:abc123') or permalink/slug"
    },
    "edge_type": {
      "description": "Optional filter: only return edges of this type",
      "type": "string"
    }
  },
  "required": [
    "record_id"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#"
}

list_frameworks

Enumerate the ESG reporting frameworks and standards the knowledge base covers (GRI, SASB/ISSB, TCFD, ESRS, CDP, TNFD, …), with each framework's abbreviation, description, and official website. Use it to discover coverage; for the ESG Hub articles that explain a standard use list_esg_pages with section='standards'. Results are ordered by name and paged: pass `next_offset` back as `offset`, a raw row count so advance it by `limit`; `limit` defaults to 20 and is capped at 100. An `offset` past the end returns an empty `items` list with `has_more=false`. Cached ~10 minutes; rate-limited per IP; retry on 5xx.

Parameters2

limit	number	optional	Results per page
offset	number	optional	Pagination offset — pass the previous next_offset

Raw schema

{
  "type": "object",
  "properties": {
    "limit": {
      "default": 20,
      "description": "Results per page",
      "type": "number",
      "minimum": 1,
      "maximum": 100
    },
    "offset": {
      "default": 0,
      "description": "Pagination offset — pass the previous next_offset",
      "type": "number",
      "minimum": 0
    }
  },
  "$schema": "http://json-schema.org/draft-07/schema#"
}

list_industries

Return the ESG Hub industry taxonomy (IFRS/SASB-style): every industry with its stable `industry_id`, English/Chinese names, and the `sector_id` it belongs to. Use it to obtain valid industry values for tag_content or to group coverage by sector; for article sections and source domains use get_esg_metadata. It takes no parameters and returns the complete taxonomy in one response (no pagination). The taxonomy is seeded reference data, not derived from articles, so it is stable across sessions and cached ~10 minutes; rate-limited per IP; retry on 5xx.

Parameters

No parameters.

Raw schema

{
  "type": "object",
  "properties": {},
  "$schema": "http://json-schema.org/draft-07/schema#"
}

list_terms

Enumerate glossary terms, optionally filtered by an exact name substring (`query` — case-insensitive, not fuzzy). Use it to survey the glossary or page through terminology; to fetch one term's definition use get_term, and to search all content use search_esg or search_content. Results are ordered by name and paged: pass `next_offset` back as `offset` (a raw row count, so advance it by `limit`); `limit` defaults to 20 and is capped at 100. A query that matches nothing, or an `offset` past the end, returns an empty item list with `has_more=false`. Cached ~10 minutes; rate-limited per IP; retry on 5xx.

Parameters3

query	string	optional	Filter by name substring (case-insensitive)
limit	number	optional	Results per page
offset	number	optional	Pagination offset — pass the previous next_offset

Raw schema

{
  "type": "object",
  "properties": {
    "query": {
      "description": "Filter by name substring (case-insensitive)",
      "type": "string",
      "maxLength": 200
    },
    "limit": {
      "default": 20,
      "description": "Results per page",
      "type": "number",
      "minimum": 1,
      "maximum": 100
    },
    "offset": {
      "default": 0,
      "description": "Pagination offset — pass the previous next_offset",
      "type": "number",
      "minimum": 0
    }
  },
  "$schema": "http://json-schema.org/draft-07/schema#"
}

propose_term

Submit a new glossary term for human review. Nothing is published immediately: the call creates a pending proposal and returns a `proposal_id`; a reviewer decides whether it goes live, and only an approved term later appears in get_term. Use it only when the user explicitly wants to contribute a term; to look one up use get_term. `name` is the display name and `definition` must be at least 10 characters; `facets` is optional and its values should come from get_esg_metadata / list_industries vocabularies. Requires a write token in ESG_HUB_WRITE_TOKEN — a missing or invalid token returns 401 — and calls are rate-limited.

Parameters3

name	string	required	The glossary term name (e.g., 'Materiality Assessment')
definition	string	required	Full definition of the term (min 10 characters)
facets	object	optional	Optional metadata facets for the term

Raw schema

{
  "type": "object",
  "properties": {
    "name": {
      "type": "string",
      "minLength": 1,
      "maxLength": 200,
      "description": "The glossary term name (e.g., 'Materiality Assessment')"
    },
    "definition": {
      "type": "string",
      "minLength": 10,
      "maxLength": 5000,
      "description": "Full definition of the term (min 10 characters)"
    },
    "facets": {
      "description": "Optional metadata facets for the term",
      "type": "object",
      "properties": {
        "topic": {
          "description": "Topic areas",
          "type": "array",
          "items": {
            "type": "string"
          }
        },
        "industry": {
          "description": "Relevant industries",
          "type": "array",
          "items": {
            "type": "string"
          }
        },
        "framework": {
          "description": "Related frameworks/standards",
          "type": "array",
          "items": {
            "type": "string"
          }
        },
        "jurisdiction": {
          "description": "Relevant jurisdictions",
          "type": "array",
          "items": {
            "type": "string"
          }
        },
        "stakeholder": {
          "description": "Affected stakeholder groups",
          "type": "array",
          "items": {
            "type": "string"
          }
        },
        "content_type": {
          "description": "Content classification",
          "type": "string"
        }
      }
    }
  },
  "required": [
    "name",
    "definition"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#"
}

tag_content

Replace the facet tags on one existing ESG Hub page: `topic`, `industry`, `framework`, `jurisdiction`, `stakeholder`, and `content_type`. The supplied `facets` object replaces the page's facet set, so any facet key you omit is cleared; the page body and title are never changed or deleted. The response echoes the page's new `facets` and `updated_at`. The array facets (`topic`, `industry`, `framework`, `jurisdiction`, `stakeholder`) each accept multiple values, while `content_type` is a single string; values are validated against the vocabulary from get_esg_metadata / list_industries, and an unrecognised value or key is rejected with 400. Give `page_id` as a permalink, slug, or record ID — permalinks are resolved to the underlying record server-side. Use it to curate tags; to read a page use get_esg_page, and to queue a removal use flag_content. Requires ESG_HUB_WRITE_TOKEN; rate-limited.

Parameters2

page_id	string	required	Page permalink, slug, or record ID (e.g., 'page:abc123')
facets	object	required	Facet tags to apply to the page

Raw schema

{
  "type": "object",
  "properties": {
    "page_id": {
      "type": "string",
      "minLength": 1,
      "description": "Page permalink, slug, or record ID (e.g., 'page:abc123')"
    },
    "facets": {
      "type": "object",
      "properties": {
        "topic": {
          "description": "Topic classifications",
          "type": "array",
          "items": {
            "type": "string"
          }
        },
        "industry": {
          "description": "Relevant industry sectors",
          "type": "array",
          "items": {
            "type": "string"
          }
        },
        "framework": {
          "description": "Related ESG frameworks/standards",
          "type": "array",
          "items": {
            "type": "string"
          }
        },
        "jurisdiction": {
          "description": "Applicable jurisdictions",
          "type": "array",
          "items": {
            "type": "string"
          }
        },
        "stakeholder": {
          "description": "Stakeholder groups affected",
          "type": "array",
          "items": {
            "type": "string"
          }
        },
        "content_type": {
          "description": "Content type (e.g., 'guide', 'reference')",
          "type": "string"
        }
      },
      "description": "Facet tags to apply to the page"
    }
  },
  "required": [
    "page_id",
    "facets"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#"
}

flag_content

Queue one ESG Hub page for human curation — delist, remove, or review — with a reason. Nothing changes immediately: the call records a pending request and returns a `proposal_id`; the page is not modified until a curator approves it. Use it when an article is outdated, duplicated, or inaccurate; to edit its facet tags instead use tag_content. `action` controls the requested outcome: `delist` hides the page from listings, `remove` deletes it, and `review` (the default) flags it for a curator to decide. Give `page_id` as a permalink, slug, or record ID (resolved server-side) and a `reason` of at least 10 characters. Requires ESG_HUB_WRITE_TOKEN; rate-limited.

Parameters3

page_id	string	required	Page permalink, slug, or record ID (e.g., 'page:abc123')
reason	string	required	Why the page should be curated (min 10 characters)
action	string	optional	Requested outcome: delist (hide from listings), remove (delete), or review (default)

Raw schema

{
  "type": "object",
  "properties": {
    "page_id": {
      "type": "string",
      "minLength": 1,
      "description": "Page permalink, slug, or record ID (e.g., 'page:abc123')"
    },
    "reason": {
      "type": "string",
      "minLength": 10,
      "maxLength": 1000,
      "description": "Why the page should be curated (min 10 characters)"
    },
    "action": {
      "default": "review",
      "description": "Requested outcome: delist (hide from listings), remove (delete), or review (default)",
      "type": "string",
      "enum": [
        "delist",
        "remove",
        "review"
      ]
    }
  },
  "required": [
    "page_id",
    "reason"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#"
}

README.md6 KBView on GitHub

ESG Hub

An open-access encyclopedia of Environmental, Social, and Governance (ESG) knowledge by Ascent Partners Foundation — 350+ articles, 240+ curated resources, books, courses, AI search, a public REST API, and an MCP server. Available in English, Chinese, and Hindi.

Live site: esg-hub.ascent.partners

Overview

Knowledge base — 350+ ESG articles across standards (GRI, IFRS S1/S2, TCFD, TNFD, ESRS), regulations, frameworks, ratings, and regional (HK/APAC) guidance
AI search — ask questions in natural language; answers grounded in the knowledge base (SurrealDB BM25 + vector search, DeepSeek, Brave Search across authoritative ESG domains)
Public REST API — open access to all content: /api/v1
MCP server — connect AI agents directly: @esg-hub/mcp-server
Learning resources — free courses, books, and a curated video library
i18n — English, Chinese, Hindi

Architecture

flowchart TB
  U["User / AI agent"] --> WEB["Next.js 15 App Router · React 19<br/>next-intl (en / zh / hi)"]
  WEB --> DB[("SurrealDB Cloud<br/>BM25 + vector search")]
  WEB --> AI["DeepSeek + Brave Search<br/>grounded answers"]
  WEB --> API["Public REST API · /api/v1"]
  API --> MCP["MCP server<br/>@simonmak-ascent/esg-hub-mcp"]
  V["Vercel"] --> WEB

How a query is answered

sequenceDiagram
  autonumber
  actor U as User
  participant W as Next.js app (App Router)
  participant API as /api/ai-search · /api/ai-chat
  participant S as search.ts
  participant DB as SurrealDB (page · section · embedding)
  participant AI as DeepSeek
  participant X as Brave / OpenAlex
  U->>W: ask a question
  W->>API: POST query (+ locale)
  API->>S: search(query)
  S->>DB: BM25 keyword + vector (embedding) hybrid ranking
  DB-->>S: ranked pages / sections + citations
  API->>AI: synthesize answer from ranked context
  API->>X: enrich (web + research)
  X-->>API: references
  API-->>W: streamed answer + citations
  W-->>U: grounded response

Data model

erDiagram
  PAGE ||--o{ SECTION : contains
  SECTION ||--o{ EMBEDDING : "vectorised as"
  FRAMEWORK ||--o{ PAGE : classifies
  INDUSTRY ||--o{ PAGE : tags
  TERM ||--o{ PAGE : defines
  PAGE {
    string id
    string slug
    string title
    string lang
  }
  SECTION {
    string id
    string heading
    text body
  }
  EMBEDDING {
    vector vector
    string model
  }

FRAMEWORK, INDUSTRY and TERM are the facets exposed by the /api/v1/* REST resources; page, section and embedding are the core SurrealDB tables.

Deployment

flowchart LR
  DEV["git push / PR"] --> CI["GitHub Actions<br/>lint · test · e2e · health-check"]
  CI --> PREV["Vercel Preview deployment"]
  PREV -->|merge to main| PROD["Vercel Production<br/>esg-hub.ascent.partners"]
  PROD --> SURF["/api/mcp · /api/v1<br/>MCP + REST surfaces"]

Tech Stack

Next.js 15 (App Router, React 19) · SurrealDB Cloud · Tailwind CSS v4 · next-intl · Vitest + Playwright · Vercel

Quick Start (≤ 5 minutes)

Fastest path — nothing to install: use the live site and the open API.

Site: https://esg-hub.ascent.partners
API (no auth): GET https://esg-hub.ascent.partners/api/v1/pages

Run a local copy:

bash

git clone https://github.com/simonmak-ascent/esg-hub.git
cd esg-hub
pnpm install        # note: requires sibling repo ../tool_package (private)
cp .env.example .env  # fill in your own values
pnpm dev

Useful commands: pnpm lint · npx tsc --noEmit · npx vitest run · pnpm verify:db

Note: the app renders content from a SurrealDB database — you need your own instance and content to run a full copy. The public site and API are freely accessible without running anything.

API & MCP

REST API: open, no auth — GET /api/v1/pages, /api/v1/search?q=..., /api/v1/resources, /api/v1/meta (docs)
MCP server: see mcp-server/ — gives AI agents tools to search and read the knowledge base

Contributing

Content errors (wrong/outdated info, dead links): open a content error issue
Bugs and code changes: see CONTRIBUTING.md
Security vulnerabilities: report privately via SECURITY.md

Use with Context7

Up-to-date ESG Hub documentation is indexed on Context7, so coding agents can pull it into context on demand. With the Context7 MCP server or ctx7 CLI installed, name the library in your prompt:

text

use library /simonmak-ascent/esg-hub for API and docs

License

Code: MIT
Encyclopedia content: CC BY-SA 4.0 by Ascent Partners Foundation

An Ascent Partners Foundation project.

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Install

Tools (15)

get_server_infosearch_esgsearch_contentget_esg_pagelist_esg_pageslist_esg_resourcesget_esg_metadataget_term

Add to VS Code Add to Cursor

claude_desktop_config.json

json

{
  "mcpServers": {
    "esg-hub": {
      "command": "npx",
      "args": [
        "-y",
        "@simonmak-ascent/esg-hub-mcp@1.4.2"
      ]
    }
  }
}

io.github.simonmak-ascent/esg-hub MCP Server

🛠️ Key Features

🚀 Use Cases

⚡ Developer Benefits

⚠️ Limitations

Topics

get_server_info

search_esg

search_content

get_esg_page

list_esg_pages

list_esg_resources

get_esg_metadata

get_term

get_related

list_frameworks

list_industries

list_terms

propose_term

tag_content

flag_content

ESG Hub

Overview

Architecture

How a query is answered

Data model

Deployment

Tech Stack

Quick Start (≤ 5 minutes)

API & MCP

Contributing

Use with Context7

License

Install

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