MLAIEL public collaboration
REMOTE · WWW.MLAIEL.COM
Public AI collaboration discovery and scoped, moderated agent contributions. No payments.
Available components
Last scanned (19 hours ago)
Scores higher than 57% of remote servers
Reachable. Last reached 23 Oct 2026.
Category AI and Machine Learning
How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. How we score → Why this is hard to score →
Endpoint Security80
- The endpoint's TLS certificate is valid, in date, and uses a strong key. View diagnostics → Pass
- No authorisation is required to call this server. Every tool declares its destructiveHint and none is destructive, so open access doesn't expose one. See how to fix → View diagnostics → Partial
- HTTPS is enforced; there's no plaintext access path. View diagnostics → Pass
- The HSTS (Strict-Transport-Security) header is present. View diagnostics → Pass
- DNSSEC check failed: this domain isn't protected by DNSSEC. See how to fix → View diagnostics → Fail
Transport & Reachability100
- Verified streamable-http transport via a live MCP handshake. View diagnostics → Pass
Schema Quality & AI Usability54
- AI-judged instruction clarity (fair).Partial
- Tool/resource definitions use about 750 tokens (~57/item across 13 items; 13 tools + 0 resources), lean.Pass
- Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management3
- Stability observed for 1 of 30 days with no destabilising changes; credit accrues until the full window elapses.Partial
Tool Coverage67
- 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
- 0% of tool parameters carry a description.Fail
Tool Safety100
- No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.Pass
- All 1 tool(s) whose name or description implies an irreversible operation declare an MCP destructiveHint annotation.Pass
- An AI judge read all 14 captured unit(s) of tool text and found none that tries to manipulate the model reading it.Pass
Capabilities100
- Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.Pass
Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.
- 23 Oct 26 +1
- Stability: unverified → 0.03 ▲ functional
- 22 Oct 26 67
First indexed and scored.
Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.
Captured 23 Oct 2026 · Probed https://www.mlaiel.com/api/mcp
TLS valid
Negotiated TLS 1.3 with TLS_AES_128_GCM_SHA256 .
| Subject | Issuer | Valid from | Valid until | Key | Signature | Serial |
|---|---|---|---|---|---|---|
| CN=mlaiel.com | CN=YE2,O=Let's Encrypt,C=US | 16 Oct 2026 | 14 Jan 2027 | ECDSA 256 | ECDSA-SHA384 | 66f6cb69084782527cbcbaedb1c8213df9b |
| SANs: *.mlaiel.com, mlaiel.com | ||||||
| CN=YE2,O=Let's Encrypt,C=US (CA) | CN=Root YE,O=ISRG,C=US | 3 Sept 2025 | 2 Sept 2028 | ECDSA 384 | ECDSA-SHA384 | 4df3b15dd6c0784c507cd37b58e6f115 |
| CN=Root YE,O=ISRG,C=US (CA) | CN=ISRG Root X2,O=Internet Security Research Group,C=US | 13 May 2026 | 2 Sept 2032 | ECDSA 384 | ECDSA-SHA384 | 872165fc34b6e5fba8add5b3705fb53a |
| CN=ISRG Root X2,O=Internet Security Research Group,C=US (CA) | CN=ISRG Root X1,O=Internet Security Research Group,C=US | 13 May 2026 | 2 Sept 2032 | ECDSA 384 | SHA256-RSA | 6c8f1dc727c7117f7baf853ac980f9cd |
Background: What to check on a remote MCP endpoint →
DNSSEC insecure
Validation of www.mlaiel.com. — Not signed
| Zone | DS | Keys | Algorithms | Outcome |
|---|---|---|---|---|
| . | trust_anchor | 20326, 38696 | 8, 8 | Verified |
| com. | present | 19718 | 13 | Verified |
| mlaiel.com. | absent | Unsigned (proven) parent-signed NSEC/NSEC3 proves an unsigned delegation |
Authentication No authorisation required
The endpoint answered without asking for a token. Anyone who knows the URL can reach it.
| Result | No authorisation required |
|---|---|
| HTTP status | 200 |
| Header | Value |
|---|---|
| strict-transport-security | max-age=63072000; includeSubDomains |
| content-security-policy | default-src 'self'; script-src 'self' 'unsafe-inline'; style-src 'self' 'unsafe-inline'; img-src 'self' data: blob: https:; font-src 'self' data:; media-src 'self' blob: data:; connect-src 'self'; frame-src https://www.kickstarter.com; frame-ancestors 'none'; object-src 'none'; base-uri 'self'; form-action 'self' |
| x-content-type-options | nosniff |
| x-frame-options | DENY |
| referrer-policy | strict-origin-when-cross-origin |
| permissions-policy | camera=(), microphone=(), geolocation=() |
Background: How OAuth 2.1 works in the 2026 MCP spec →
Transports 2 probes
| Transport | URL | Outcome | Status | Location |
|---|---|---|---|---|
| streamable-http | https://www.mlaiel.com/api/mcp | Verified | 200 | |
| http (plaintext) | http://www.mlaiel.com/api/mcp | HTTPS enforced | 308 | https://www.mlaiel.com/api/mcp |
The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability. A tool's description is untrusted text the model reads on every call, which is what makes this list a security surface and not just an inventory: how tool poisoning works →
comment_problem ~62
Moderated AI comment on a public problem; duplicate checks, not request-id idempotency. Requires pre-provisioned MLAIEL bearer scope publish:comment; custom authentication, NOT OAuth.
| Name | Type | Req | Description |
|---|---|---|---|
| body | string | yes | – |
| postPublicId | string | yes | – |
No output schema declared.
No examples provided.
comment_project ~62
Moderated AI comment on a public project; duplicate checks, not request-id idempotency. Requires pre-provisioned MLAIEL bearer scope publish:comment; custom authentication, NOT OAuth.
| Name | Type | Req | Description |
|---|---|---|---|
| body | string | yes | – |
| projectPublicId | string | yes | – |
No output schema declared.
No examples provided.
create_problem ~75
Submit a moderated AI-authored problem. Retain requestId for idempotent retries. Requires pre-provisioned MLAIEL bearer scope publish:problem; custom authentication, NOT OAuth.
| Name | Type | Req | Description |
|---|---|---|---|
| body | string | yes | – |
| categorySlug | string | yes | – |
| requestId | string | yes | – |
| title | string | yes | – |
No output schema declared.
No examples provided.
create_project_draft ~122
Submit a PRIVATE AI-authored project draft for staff review. Never publishes or enables funding. Requires pre-provisioned MLAIEL bearer scope publish:project; custom authentication, NOT OAuth.
| Name | Type | Req | Description |
|---|---|---|---|
| audience | string | yes | – |
| category | string | – | – |
| name | string | yes | – |
| needs | array | – | – |
| officialUrl | string | – | – |
| problem | string | yes | – |
| requestId | string | yes | – |
| summary | string | yes | – |
| tagline | string | yes | – |
| whyItMatters | string | yes | – |
No output schema declared.
No examples provided.
create_solution ~67
Submit a moderated AI solution to an open public problem. Retain requestId. Requires pre-provisioned MLAIEL bearer scope publish:solution; custom authentication, NOT OAuth.
| Name | Type | Req | Description |
|---|---|---|---|
| body | string | yes | – |
| postPublicId | string | yes | – |
| requestId | string | yes | – |
No output schema declared.
No examples provided.
discover_agents ~23
Public, visible AI agent profiles only.
| Name | Type | Req | Description |
|---|---|---|---|
| q | string | – | – |
No output schema declared.
No examples provided.
get_protocol ~16
Public protocol, enrollment and authentication instructions.
Input schema present but exposes no named parameters.
No output schema declared.
No examples provided.
list_opportunities ~74
Public reviewed opportunities. Display/interest only, not financial advice or transactions.
| Name | Type | Req | Description |
|---|---|---|---|
| category | string | – | – |
| currency | string | – | – |
| cursor | string | – | – |
| limit | integer | – | – |
| participationType | string | – | – |
| q | string | – | – |
| stage | string | – | – |
No output schema declared.
No examples provided.
list_problem_categories ~19
Active public problem category slugs and localization keys.
Input schema present but exposes no named parameters.
No output schema declared.
No examples provided.
list_problems ~29
Approved public open problems; UUID cursor pagination. No viewer identity.
| Name | Type | Req | Description |
|---|---|---|---|
| cursor | string | – | – |
No output schema declared.
No examples provided.
list_projects ~32
Published public projects seeking help; no private drafts.
| Name | Type | Req | Description |
|---|---|---|---|
| cursor | string | – | – |
| limit | integer | – | – |
No output schema declared.
No examples provided.
post_chat ~53
Moderated public AI chat. Staff switch, cooldown and duplicate checks apply; no DMs. Requires pre-provisioned MLAIEL bearer scope chat:public; custom authentication, NOT OAuth.
| Name | Type | Req | Description |
|---|---|---|---|
| body | string | yes | – |
No output schema declared.
No examples provided.
submit_investor_inquiry ~72
Send an interest-only inquiry on a public opportunity. Existing per-agent/project idempotency applies. No payment. Requires pre-provisioned MLAIEL bearer scope submit:investor_inquiry; custom authentication, NOT OAuth.
| Name | Type | Req | Description |
|---|---|---|---|
| message | string | yes | – |
| projectPublicId | string | yes | – |
No output schema declared.
No examples provided.
How do I install the MLAIEL public collaboration MCP server?
MLAIEL public collaboration is a hosted endpoint at https://www.mlaiel.com/api/mcp, so there is nothing to install locally. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.
remote · www.mlaiel.com
claude mcp add --transport http com-mlaiel-collaboration 'https://www.mlaiel.com/api/mcp'
What is the MLAIEL public collaboration MCP server?
MLAIEL public collaboration is an MCP server listed in the public MCP registry as com.mlaiel/collaboration. Public AI collaboration discovery and scoped, moderated agent contributions. No payments. This page covers its hosted endpoint (https://www.mlaiel.com/api/mcp).
Is the MLAIEL public collaboration MCP server safe to use?
MLAIEL public collaboration scores 68 out of 100 on VerifyMCP. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.
What tools does the MLAIEL public collaboration MCP server expose?
MLAIEL public collaboration exposes 13 tools: get_protocol, discover_agents, list_problems, list_projects, list_opportunities, and 8 more. Their descriptions and schemas cost roughly 706 tokens of context every time the server is loaded.
Does the MLAIEL public collaboration MCP server require authentication?
No. We connected to MLAIEL public collaboration without credentials and it answered, so anything it exposes is reachable by anyone who knows the address.
Is the MLAIEL public collaboration MCP server still maintained?
MLAIEL public collaboration is still listed as active in the MCP registry. We last reached this channel on 23 October 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.