About DataCore A2A
DataCore A2A is a Python MCP server that forwards requests to the DataCore gateway for Vietnamese address checks, company data, and text embeddings. It suits users of MCP clients who need read-only access to DataCore skills, with API-key-based mandate refresh handled by the server.
Key features
- 01Normalize Vietnamese addresses
- 02Validate administrative addresses
- 03Search companies by name or tax code
- 04Retrieve company relationships
- 05Generate text embeddings
- 06Refresh short-lived mandates
Use cases
- 01Standardize an address into province, district, and ward
- 02Check an address against administrative data
- 03Look up a company before a business decision
- 04Create an embedding for a text passage
MCP support
Exposes DataCore skills as read-only tools to MCP clients over stdio. The tool list is generated from the configured DataCore endpoint; the server exchanges API keys for short-lived mandates.
Configuration
Local server config is the same for every client. Copy it into your client’s MCP config file.
uvx datacore-a2a-mcpDATACORE_A2A_URLBase URL of the DataCore gateway, for example https://gateway.datacore.vn. It must be the gateway — pointing straight at the orchestrator is always rejected with 401.DATACORE_API_KEYSecretLong-lived credential shaped dck_..., created with POST /mcp/credentials — see the README. The server exchanges it for short-lived mandates and refreshes them itself, so it never has to be replaced on expiry. Either this or DATACORE_MANDATE is required.DATACORE_MANDATESecretA hand-issued AP2 mandate, the older way. Not refreshed: when it expires you replace it and restart. Use it only if you were set up this way; otherwise use DATACORE_API_KEY.DATACORE_SKILLSComma-separated skill ids to narrow the tools that get exposed, or * for every skill the endpoint returns. Empty uses the default four.DATACORE_TIMEOUTPer-request timeout in seconds. Defaults to 30.Local servers need a runtime on your machine (e.g. Node.js 18+). Config file locations differ by client; see your client’s docs.
Tools
Local servers expose tools only once running on your machine, and the maintainer has not provided a tool list.
Details
From the project READMEDataCore A2A — MCP server
English · Tiếng Việt
Lets an MCP client (Claude Code, Claude Desktop, VS Code, Cursor…) use DataCore's data skills as native tools: normalise Vietnamese addresses, validate an address, look up a company, generate embeddings.
MCP client (stdio) ──► datacore-mcp ──HTTPS──► DataCore gateway
Zero dependencies, Python 3.9+.
Quick start
This server is a client, not a service. It needs a DataCore endpoint and a credential to call it with. Missing either one, it starts, says which variable is absent, and exits.
You need an account on datacore.vn first.
1. Install
pip install datacore-a2a-mcp
If you installed from GitHub while this was unreleased,
--upgradewill not move you to the PyPI build — uninstall first, then install again.
2. Get a session token
Sign in at datacore.vn, then copy the token request
header from any call to gateway.datacore.vn (DevTools → Network). 64 hex chars.
No curl equivalent: POST /auth/login RSA-decrypts the password and no
endpoint publishes the public key, so only the web app can complete a login. A
credential page will remove this step.
Ignore the jwt from the same login — the gateway rejects client-supplied
Authorization with 409; token is the header it accepts.
3. Create a credential
curl -s -X POST https://gateway.datacore.vn/mcp/credentials \
-H "token: <64-character token>" \
-H 'Content-Type: application/json' \
-d '{"name":"claude-code"}' | jq .
201 with the credential, including api_key, key_prefix, allowed_skills,
spend_cap_vnd and quota_period.
Copy api_key straight away — it is returned once. Only a hash is stored, so
there is no way to read it back. Lose it and you create a new one.
A 409 here means you are already holding the maximum of 3 active credentials.
Revoke one first (see
Quotas and limits).
4. Declare it in your client
See Configuration below.
There is no web UI for steps 2–3 yet; curl is the way. When a management page
exists, these commands keep working.
Quotas and limits
| Free tier | 500,000 VND of spend per credential per month |
| Price per call | 500 VND by default, so roughly 1,000 calls |
| Reset | 1st of the month, Asia/Ho_Chi_Minh |
| Credentials | at most 3 active per account |
| Credential lifetime | 90 days |
| Mandate issuance | at most 10 exchanges per minute per credential |
The cap is counted per credential, not per account — three credentials give an account three separate caps. The service meters in VND rather than in calls so that per-skill prices can be introduced later without rewriting stored caps.
A credential is not bound to a machine or an IP, so the same key works from another computer — on one shared quota, and one revocation kills both.
Check what a credential has spent, and revoke it:
curl -s https://gateway.datacore.vn/mcp/credentials/<id>/usage -H "token: <token>" | jq .
curl -s https://gateway.datacore.vn/mcp/credentials -H "token: <token>" | jq .
curl -X DELETE https://gateway.datacore.vn/mcp/credentials/<id> -H "token: <token>"
/usage reports spent_vnd, spend_cap_vnd, quota_period and resets_at.
Revocation returns 204, and 404 if the id is not yours — the two cases are
deliberately indistinguishable.
Configuration
| Variable | Required | Meaning |
|---|---|---|
DATACORE_A2A_URL | yes | Base URL of the DataCore gateway — https://gateway.datacore.vn, unless you were given your own endpoint |
DATACORE_API_KEY | yes¹ | Long-lived credential, shaped dck_<prefix>_<secret>. The server exchanges it for short-lived mandates and refreshes them itself |
DATACORE_MANDATE | yes¹ | A hand-issued AP2 mandate. Only for callers set up the old way — see below |
DATACORE_SKILLS | no | Comma-separated skill ids to narrow the tool list, or * for everything the endpoint returns. Empty uses the default four |
DATACORE_TIMEOUT | no | Per-request timeout in seconds, default 30 |
¹ One of the two is required. If both are set, DATACORE_MANDATE wins.
Use the URL DataCore gave you. A different endpoint will not recognise your
credential and answers 401.
Why DATACORE_API_KEY is the one to use
A mandate lives 15 minutes. With DATACORE_API_KEY, the server requests a fresh
one a minute before the current one expires, so you never edit a config file
because a token ran out. The mandate stays in process memory and is never
written anywhere. If a call still comes back 401, the server forces one refresh
and retries exactly once before reporting the failure.
DATACORE_MANDATE still works and is never refreshed — it is there for anyone
configured before credentials existed. When it expires you replace it by hand and
restart the MCP server.
Claude Code
claude mcp add datacore-a2a -s user \
-e DATACORE_A2A_URL=https://gateway.datacore.vn \
-e DATACORE_API_KEY=<YOUR_API_KEY> \
-- datacore-mcp
Replace <YOUR_API_KEY> with the api_key from step 3 — it looks like
dck_<8 hex chars>_<secret>.
-s user registers it for every project. Prefer this over a project-scope
.mcp.json: that file tends to get committed, and the key is a 90-day bearer
credential.
Claude Desktop
Merge the block below into the config — do not replace the file, it holds your app preferences.
| OS | Config path |
|---|---|
| macOS | ~/Library/Application Support/Claude/claude_desktop_config.json |
| Windows | %APPDATA%\Claude\claude_desktop_config.json |
| Linux | ~/.config/Claude/claude_desktop_config.json |
{
"mcpServers": {
"datacore-a2a": {
"command": "<PATH_TO_DATACORE_MCP>",
"env": {
"DATACORE_A2A_URL": "https://gateway.datacore.vn",
"DATACORE_API_KEY": "<YOUR_API_KEY>"
}
}
}
}
Both <...> values are yours to fill in — JSON has no comments, so nothing in
the file will remind you:
| Placeholder | Where it comes from |
|---|---|
<PATH_TO_DATACORE_MCP> | which datacore-mcp (macOS/Linux) or where datacore-mcp (Windows). Something like /home/you/.local/bin/datacore-mcp or C:\Users\you\AppData\Roaming\Python\Scripts\datacore-mcp.exe |
<YOUR_API_KEY> | the api_key from step 3, shaped dck_<8 hex chars>_<secret> |
It has to be an absolute path: the desktop app does not inherit your shell
PATH, so a bare command name usually fails to start. python -m datacore_mcp.server works too. Then quit the app completely — closing the window
is not enough.
Logs go to stderr, which the app keeps in the logs/ directory beside that
config file.
Tools
The tool list is generated from the endpoint, not hardcoded here — so when DataCore adds a skill, restarting the server is enough to see a new tool.
Five skills are exposed by default, the ones wired to a real backend:
| Tool | Skill id | What it does |
|---|---|---|
address_normalize | address.normalize | Normalises a Vietnamese address into province / district / ward |
address_validate | address.validate | Checks an address against administrative data |
company_search | company.search | Looks a company up by name or tax code |
company_graph | company.graph | Returns the company's relationships — representative, province, industry, and anything else the graph holds |
company_embeddings | company.embeddings | Generates an embedding vector for a piece of text |
Every tool takes one required argument, text, a free-text string; no other
properties are accepted. Every tool is read-only (readOnlyHint: true):
nothing is written, deleted or created, and the same input gives the same result.
DataCore's two other skills (company.financial-sankey, company.news) are
deliberately not exposed: they currently return mock/deterministic data.
Setting DATACORE_SKILLS="*" lists them as tools, but a free-tier credential
cannot call them — its allowlist holds only the five skills above, so every call
returns 403. Asking for extra skills when creating a credential is not an error
either; the request is silently narrowed to the five.
company.graphused to be on that list. It now reads real relationships, so a credential created before this release does not include it — the allowed skills are written into each credential when it is issued. Create a new one to pick it up.
Examples
Three prompts that go through three different tools:
- Normalise an address — "Normalise this address into province/district/ward: So 1 Ly Thai To, Hoan Kiem, Ha Noi"
- Company lookup — "Find the company with tax code 0100109106 and tell me whether it is still operating"
- Embedding — "Generate an embedding for this line of business and tell me how many dimensions the vector has: wholesale of electronic equipment"
Security model
This server carries the mandate verbatim in the X-AP2-Mandate header for
DataCore to verify, and declares no authorization header of its own. A client has
no business authorizing itself — it forwards what it was given, and every allow
or deny decision stays on the DataCore side.
The API key travels in X-Datacore-Credential when exchanged for a mandate,
not in Authorization. DataCore's gateway keeps Authorization for itself —
it signs and injects that header after authenticating the caller — so any request
that arrives carrying one is rejected with 409 and an empty body. If you call
/mandate/issue by hand and get a 409 with no message, that is why.
The API key is a bearer credential: whoever holds it can exchange it for a
mandate and call the skills it allows until the cap runs out. Treat it like a
password — do not commit a filled-in .mcp.json, and if your client supports it,
read the key from a secret manager instead of inlining it. If it leaks, revoke
it immediately with DELETE /mcp/credentials/<id> (see
Quotas and limits);
mandates already issued from it keep working for the rest of their 15 minutes —
there is no instant revocation list.
The mandate is the opposite: 15 minutes of life, process memory only. It is not written to disk, never logged, and you should never need to look at it.
Issuance is rate-limited to 10 exchanges per minute per credential, so the
endpoint cannot be used to walk the key space. Every rejection — unknown key,
revoked key, expired key, wrong secret — returns the same 401 message for the
same reason.
This package never logs a token, not even partially, and never logs the
text you send. That is a promise about the process running on your machine —
the service side is a separate matter, and
PRIVACY.md
says plainly what it stores.
Troubleshooting
Logs go to stderr, prefixed [datacore-mcp]. stdout is the JSON-RPC channel.
| Symptom | Usual cause |
|---|---|
Exits at once, MISSING required environment variable | DATACORE_A2A_URL is not set |
Exits at once, MISSING authentication | Neither DATACORE_API_KEY nor DATACORE_MANDATE is set |
DATACORE_API_KEY appears to be ignored | You are on 0.1.0, which predates credentials and reads only DATACORE_MANDATE. Upgrade: pip install -U datacore-a2a-mcp |
401 on everything | The credential was revoked, or is past 90 days, or DATACORE_A2A_URL is not the endpoint that issued it. On DATACORE_MANDATE: the mandate expired and is not refreshed. One message covers all of them on purpose, so the endpoint cannot be used to probe for valid keys. To tell them apart, call GET /mcp/credentials and see whether yours is still ACTIVE |
409 calling /mandate/issue by hand | You put the key in Authorization. It belongs in X-Datacore-Credential. The package gets this right; you only hit it calling by hand |
409 creating a credential | You already hold 3 active ones. Revoke one first |
429 | More than 10 mandate exchanges in a minute for one credential. The package refreshes about four times an hour, so this means something is looping |
402 | This month's cap for that credential is spent. It resets on the 1st |
403 | The skill is outside the credential's allowlist — the free tier covers only the four skills above, and that set cannot be widened |
400 | Malformed request, or the skill id is not registered at the endpoint |
404 | No such route — check DATACORE_A2A_URL |
502 / 503 | The backend behind that skill is not answering |
| No tools at all | DATACORE_SKILLS filtered everything out, or the endpoint has no skills registered |
Reporting a security issue
[email protected]. Please do not open a public issue for a security bug.
If you think your credential has leaked, report it now — do not wait for it to expire. We need to know so we can act on the service side.
Privacy
See PRIVACY.md. In short: this package runs on your machine, stores nothing, sends nothing anywhere except the DataCore endpoint you configured, and never writes a mandate token to a log.
License
MIT — see LICENSE.
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