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honeylabshq/honeylabs-mcp

honeylabs-mcp

Honeypot threat intelligence for AI agents. Query 90 days of probe data from our sensor network: IP reputation, scanner classification, CVE probing trends, TLS/SSH/JA4 fingerprints. Free tier 500 credits/day, OAuth + bearer auth, streamable HTTP at https://mcp.honeylabs.net/mcp.

JSON report • Policy • Badge metadata • History API • • Global feed

DECISION SUMMARY

Allow With Approval

Score

67.2

Top 10.9% of 274 scored public servers. Live-validated, non-Failing servers with at least one inspected tool, ranked on the same publicly displayed score shown on this page.

Confidence

High

Based on evidence completeness, recency, and validation density.

Evidence age

8.7h old

Freshness: fresh. Snapshot trustsnap_c7925968ded36262.

Top risk drivers

Transport Compliance
Request Association
Recovery Semantics

Recommended actions

Align MCP-Protocol-Version, MCP-Session-Id, DELETE teardown, and expired-session handling with the transport spec.
Serve /.well-known/mcp/server-card.json and include tools, prompts/resources, homepage, and support links.
Advertise a current MCP protocol revision (2025-06-18 or later) in both the initialize response and the MCP-Protocol-Ve…

Next action

export policy, require approval for writes, add authenticated validation

write/admin actions need confirmation safeguards + unauthenticated behavior not proven

Compare alternatives Export policy Open report JSON Dispute this assessment

Observed Attention

No observed attention

No observed attention in the current 30-day window.

No segmented attention signals observed in the current window.

Bucketed signal based on recent segmented Verify telemetry. Crawler and evaluator activity is not treated as confirmed human demand.

Risks Compatibility Evidence Fix it Governance History Technical details

Status

Healthy

Score

67.2

Transport

streamable-http

Tools

Ownership

Unclaimed

Claim, revalidate, or manage this server

DISPUTE THIS ASSESSMENT

Dispute this assessment

If any published claim about this server -- its score, a risk flag, a capability classification, or its taxonomy -- is factually wrong, tell us what evidence shows and we will review it. This does not require claiming or verifying ownership of the server first.

Verify responds to disputes within 5 business days and resolves them within 15.

Dispute history

No disputes filed for this server.

Risks

Security posture

Tools analyzed

High-risk tools

Destructive tools

Exec tools

Egress tools

Secret tools

Bulk-access tools

Risk distribution

low:9

Tool capability & risk inventory

Tool	Capabilities	Risk	Findings	Notes	Evidence
`search_events_tool`	read	Low	none	Safeguards hinted in metadata.	Schema & evidence { "annotations": {}, "capabilities": [ "read" ], "input_schema": { "additionalProperties": false, "properties": { "app_protocol": { "anyOf": [ { "type": "string" }, { "type": "null" } ], "default": null }, "asn": { "anyOf": [ { "type": "string" }, { "type": "null" } ], "default": null }, "country": { "anyOf": [ { "type": "string" }, { "type": "null" } ], "default": null }, "dest_port": { "anyOf": [ { "type": "integer" }, { "type": "null" } ], "default": null }, "has_client_cert": { "anyOf": [ { "type": "boolean" }, { "type": "null" } ], "default": null }, "http_method": { "anyOf": [ { "type": "string" }, { "type": "null" } ], "default": null }, "ip_version": { "anyOf": [ { "type": "integer" }, { "type": "null" } ], "default": null }, "ja3": { "anyOf": [ { "type": "string" }, { "type": "null" } ], "default": null }, "ja4": { "anyOf": [ { "type": "string" }, { "type": "null" } ], "default": null }, "limit": { "default": 100, "type": "integer" }, "protocol": { "anyOf": [ { "type": "string" }, { "type": "null" } ], "default": null }, "request_header": { "anyOf": [ { "type": "string" }, { "type": "null" } ], "default": null }, "since": { "type": "string" }, "source_ip": { "anyOf": [ { "type": "string" }, { "type": "null" } ], "default": null }, "until": { "type": "string" } }, "required": [ "since", "until" ], "type": "object" }, "risk_flags": [] } Dispute this classification
`top_attackers_tool`	undetermined	Low	none	No explicit safeguard hints detected.	Schema & evidence { "annotations": {}, "capabilities": [ "undetermined" ], "input_schema": { "additionalProperties": false, "properties": { "asn": { "anyOf": [ { "type": "string" }, { "type": "null" } ], "default": null }, "by": { "default": "ip", "type": "string" }, "country": { "anyOf": [ { "type": "string" }, { "type": "null" } ], "default": null }, "dest_port": { "anyOf": [ { "type": "integer" }, { "type": "null" } ], "default": null }, "limit": { "default": 20, "type": "integer" }, "since": { "type": "string" }, "until": { "type": "string" } }, "required": [ "since", "until" ], "type": "object" }, "risk_flags": [] } Dispute this classification
`ioc_lookup_tool`	read	Low	none	No explicit safeguard hints detected.	Schema & evidence { "annotations": {}, "capabilities": [ "read" ], "input_schema": { "additionalProperties": false, "properties": { "days": { "anyOf": [ { "type": "integer" }, { "type": "null" } ], "default": null }, "ioc": { "type": "string" } }, "required": [ "ioc" ], "type": "object" }, "risk_flags": [] } Dispute this classification
`cve_lookup_tool`	read	Low	none	No explicit safeguard hints detected.	Schema & evidence { "annotations": {}, "capabilities": [ "read" ], "input_schema": { "additionalProperties": false, "properties": { "cve_id": { "type": "string" }, "limit": { "default": 25, "type": "integer" }, "window": { "default": "7d", "type": "string" } }, "required": [ "cve_id" ], "type": "object" }, "risk_flags": [] } Dispute this classification
`payload_search_tool`	read	Low	freeform input surface	No explicit safeguard hints detected.	Schema & evidence { "annotations": {}, "capabilities": [ "read" ], "input_schema": { "additionalProperties": false, "properties": { "limit": { "default": 50, "type": "integer" }, "query": { "type": "string" }, "since": { "type": "string" }, "until": { "type": "string" } }, "required": [ "query", "since", "until" ], "type": "object" }, "risk_flags": [ "freeform_input_surface" ] } Dispute this classification
`attack_timeline_tool`	filesystem	Low	freeform input surface	No explicit safeguard hints detected.	Schema & evidence { "annotations": {}, "capabilities": [ "filesystem" ], "input_schema": { "additionalProperties": false, "properties": { "bucket": { "default": "day", "type": "string" }, "filter_country": { "anyOf": [ { "type": "string" }, { "type": "null" } ], "default": null }, "filter_dest_port": { "anyOf": [ { "type": "integer" }, { "type": "null" } ], "default": null }, "filter_protocol": { "anyOf": [ { "type": "string" }, { "type": "null" } ], "default": null }, "since": { "type": "string" }, "until": { "type": "string" } }, "required": [ "since", "until" ], "type": "object" }, "risk_flags": [ "freeform_input_surface" ] } Dispute this classification
`asn_enrich_tool`	undetermined	Low	none	No explicit safeguard hints detected.	Schema & evidence { "annotations": {}, "capabilities": [ "undetermined" ], "input_schema": { "additionalProperties": false, "properties": { "asn": { "type": "string" }, "since": { "type": "string" }, "until": { "type": "string" } }, "required": [ "asn", "since", "until" ], "type": "object" }, "risk_flags": [] } Dispute this classification
`fingerprint_search_tool`	read	Low	none	No explicit safeguard hints detected.	Schema & evidence { "annotations": {}, "capabilities": [ "read" ], "input_schema": { "additionalProperties": false, "properties": { "fingerprint": { "type": "string" }, "fp_type": { "type": "string" }, "limit": { "default": 50, "type": "integer" }, "since": { "type": "string" }, "until": { "type": "string" } }, "required": [ "fingerprint", "fp_type", "since", "until" ], "type": "object" }, "risk_flags": [] } Dispute this classification
`fingerprint_population_tool`	read	Low	none	No explicit safeguard hints detected.	Schema & evidence { "annotations": {}, "capabilities": [ "read" ], "input_schema": { "additionalProperties": false, "properties": { "fingerprint": { "type": "string" }, "fp_type": { "type": "string" } }, "required": [ "fingerprint", "fp_type" ], "type": "object" }, "risk_flags": [] } Dispute this classification

Write-action governance

Governance status

Safe to publish

✓

Auth boundary

oauth_or_auth_required

Blast radius

Low

High-risk tools

Confirmation signals

none

Safeguard count

Status detail: No unsafe write-action governance gaps detected on the latest validation.

Tool	Risk	Flags	Safeguards
No high-risk tools were detected on the latest run.

Action-controls diff

Snapshot changed

Disabled-by-default candidates

none

New actions

Action	Risk	Flags
No newly added actions.

Changed actions

Action	Change types	Risk
No materially changed actions.

Critical alerts

High/critical-severity alerts

Production verdicts degrade quickly when high or critical-severity alerts are active.

Compatibility

Client compatibility verdicts

Client compatibility only means the server shape can work with a client. Production trust decision and write-action publishing are evaluated separately so a client-compatible server can still be blocked for production.

Client compatibility: ChatGPT

Not client-compatible

Transport compliance failed or did not complete successfully.; Not yet safe for the Messages API remote MCP path: requires OAuth, a compatible connector profile, and no pending connector-refresh risk.; Transport compliance failed or did not complete successfully.

Confidence: high (77.5)

Evidence provenance

Winner: live_validation

Supporting sources: live_validation, history, server_card

Disagreements: none

initialize • OK
tools_list • OK
transport_compliance_probe • Error
step_up_auth_probe • Warning
connector_replay_probe • OK — Frozen tool snapshots must survive refresh.
request_association_probe • Missing — Roots, sampling, and elicitation should stay request-scoped.

Client compatibility: Claude

Not client-compatible

Transport behavior should match Claude-compatible HTTP expectations.; Not yet safe for the Messages API remote MCP path: requires OAuth, a compatible connector profile, and no pending connector-refresh risk.; Transport compliance failed or did not complete successfully.

Confidence: high (77.5)

Evidence provenance

Winner: live_validation

Supporting sources: live_validation, history, server_card

Disagreements: none

initialize • OK
tools_list • OK
transport_compliance_probe • Error

Write-action publishing

Publishing allowed

Current write surface is bounded enough for cautious review with production policy controls.

Confidence: high (77.5)

Evidence provenance

Winner: live_validation

Supporting sources: live_validation, history

Disagreements: none

action_safety_probe • OK

Snapshot churn risk

Low

No material tool-surface churn detected in the latest comparison.

Confidence: high (77.5)

Evidence provenance

Winner: history

Supporting sources: history, live_validation

Disagreements: none

tool_snapshot_probe • OK
connector_replay_probe • OK

Client compatibility gate details

ChatGPT custom connector

Not client-compatible

Remediation checklist

Resolve the transport compliance failure -- see the transport compliance probe evidence for what specifically broke.
Satisfy OAuth, compatibility, and connector-refresh requirements before using the Messages API remote MCP path.
Resolve transport compliance issues before wider client rollout.

Claude remote MCP

Not client-compatible

Remediation checklist

Resolve the transport compliance failure -- see the transport compliance probe evidence for what specifically broke.
Satisfy OAuth, compatibility, and connector-refresh requirements before using the Messages API remote MCP path.
Resolve transport compliance issues before wider client rollout.

Write-safe publishing

Ready

No explicit blockers recorded.

Remediation checklist

No explicit blockers recorded.

Verdict traces

Production verdict

Safe for evaluation

The server is suitable for evaluation, but remaining gaps should be resolved before broad production use.

Confidence: high (77.5)

Winning source: live_validation

Triggering alerts

No active alert triggers.

Client verdict trace table

Verdict	Status	Checks	Winning source	Conflicts
`openai_connectors`	Not client-compatible	initialize, tools_list, transport_compliance_probe, step_up_auth_probe, connector_replay_probe, request_association_probe	live_validation	none
`claude_desktop`	Not client-compatible	initialize, tools_list, transport_compliance_probe	live_validation	none
`unsafe_for_write_actions`	Publishing allowed	action_safety_probe	live_validation	none
`snapshot_churn_risk`	Low	tool_snapshot_probe, connector_replay_probe	history	none

Publishability policy profiles

ChatGPT custom connector compatibility

Connector-compatible

Transport compliance failed or did not complete successfully.; Not yet safe for the Messages API remote MCP path: requires OAuth, a compatible connector profile, and no pending connector-refresh risk. Compatibility is not a production approval; company knowledge and Messages API gates remain separate.

Search Fetch Only: Yes
Write Actions Present: No
Oauth Configured: Yes
Admin Refresh Required: No
Safe For Company Knowledge: Yes
Safe For Messages Api Remote Mcp: No

Claude remote MCP compatibility

Connector-compatible

Transport behavior should match Claude-compatible HTTP expectations.; Not yet safe for the Messages API remote MCP path: requires OAuth, a compatible connector profile, and no pending connector-refresh risk. Compatibility is not a production approval; company knowledge and Messages API gates remain separate.

Search Fetch Only: Yes
Write Actions Present: No
Oauth Configured: Yes
Admin Refresh Required: No
Safe For Company Knowledge: Yes
Safe For Messages Api Remote Mcp: No

Compatibility fixtures

ChatGPT custom connector fixture

Passes

Transport compliance failed or did not complete successfully.

remote_http_endpoint: Passes
oauth_discovery: Passes
frozen_tool_snapshot_refresh: Passes
request_association: Not Assessed

Anthropic remote MCP fixture

Degraded

Transport behavior should match Claude-compatible HTTP expectations.

remote_transport: Passes
tool_discovery: Passes
auth_connect: Passes
safe_write_review: Passes

Recommended for

OpenAI connectors

OpenAI connectors is marked compatible with score 89.

Claude Desktop

Claude Desktop is marked compatible with score 83.

Smithery

Smithery is marked compatible with score 80.

Generic Streamable HTTP

Generic Streamable HTTP is marked compatible with score 100.

Evidence

Current trust snapshot

Snapshot ID

trustsnap_c7925968ded36262

Use this ID to compare server page, report, policy, MCP, homepage, ranking, and shortlist surfaces.

Snapshot generated

Aug 11, 2026 04:36:31 PM UTC

All page, report, policy, and MCP surfaces use this same server-detail snapshot shape.

Last validated

Aug 11, 2026 07:53:47 AM UTC

Age: 8.71h • evidence age tier: Verified in last 24h • display score: 67.19

Canonical machine links

Compare index

/compare.json

Compare API

/v1/compare?server=honeylabshq%2Fhoneylabs-mcp

Trust summary

/v1/servers/honeylabshq/honeylabs-mcp/trust-summary

Report JSON

/v1/servers/honeylabshq/honeylabs-mcp/report

Policy export

/v1/servers/honeylabshq/honeylabs-mcp/policy

Badge metadata

/v1/servers/honeylabshq/honeylabs-mcp/badge

Ledger evidence

/v1/servers/honeylabshq/honeylabs-mcp/ledger

Human compare URL

/compare?server=honeylabshq%2Fhoneylabs-mcp

Evidence confidence

Confidence score

77.5

Based on 2 recent validations, 16 captured checks, and validation age of 8.7 hours.

Live checks captured

More direct checks increase trust in the current verdict.

Validation age

8.7h

Lower age means fresher evidence.

Latest validation evidence

Latest summary

Healthy

Validation profile

remote_mcp

Started

Aug 11, 2026 07:53:45 AM UTC

Latency

2416.3 ms

Failures

openid_configuration Client error '404 Not Found' for url 'https://mcp.honeylabs.net/.well-known/openid-configuration' For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404
server_card Client error '404 Not Found' for url 'https://mcp.honeylabs.net/.well-known/mcp/server-card.json' For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404
transport_compliance_probe Issues: missing session id, missing protocol header, bad protocol not rejected (bad protocol=200).

Checks

Check	Status	Latency	Evidence
`action_safety_probe`	OK	n/a	No high-risk write, destructive, or exec tools detected.
`advanced_capabilities_probe`	Warning	n/a	Only 2 capability signal(s): prompts, resources.
`connector_publishability_probe`	Warning	n/a	Publishability blockers: transport compliance, server card.
`connector_replay_probe`	OK	n/a	Backward compatible with no breaking tool-surface changes.
`determinism_probe`	OK	198.9 ms	Check completed
`initialize`	OK	296.4 ms	Protocol 2025-06-18
`interactive_flow_probe`	OK	n/a	Check completed
`oauth_authorization_server`	OK	100.8 ms	authorization_endpoint, code_challenge_methods_supported, grant_types_supported, issuer
`oauth_protected_resource`	OK	291.3 ms	1 authorization server(s)
`official_registry_probe`	Missing	n/a	Check completed
`openid_configuration`	Error	98.8 ms	Client error '404 Not Found' for url 'https://mcp.honeylabs.net/.well-known/openid-configuration' For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404
`probe_noise_resilience`	OK	319.7 ms	Fetched https://mcp.honeylabs.net/robots.txt
`prompt_get`	Missing	n/a	not advertised
`prompts_list`	Auth Required	101.6 ms	Client error '401 Unauthorized' for url 'https://mcp.honeylabs.net/mcp' For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/401
`protocol_version_probe`	Warning	n/a	Claims 2025-06-18; 1 release(s) behind 2025-11-25.
`provenance_divergence_probe`	Not_Assessed	n/a	Check completed
`request_association_probe`	Missing	n/a	No request-association capabilities were advertised.
`resource_read`	Missing	n/a	not advertised
`resources_list`	Auth Required	298.7 ms	Client error '401 Unauthorized' for url 'https://mcp.honeylabs.net/mcp' For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/401
`schema_divergence_probe`	Missing	n/a	no server card tools
`server_card`	Error	101.8 ms	Client error '404 Not Found' for url 'https://mcp.honeylabs.net/.well-known/mcp/server-card.json' For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404
`session_resume_probe`	Warning	n/a	no session id
`step_up_auth_probe`	Warning	n/a	Oauth detected; step-up challenge hints present.
`tool_snapshot_probe`	OK	n/a	Check completed
`tools_list`	OK	106.4 ms	9 tool(s) exposed
`transport_compliance_probe`	Error	101.0 ms	Issues: missing session id, missing protocol header, bad protocol not rejected (bad protocol=200).
`utility_coverage_probe`	OK	98.7 ms	No completions evidence; no pagination evidence; tasks auth required.

Known versions

No versions recorded.

Public server reputation

Validation success 7d

1.0

Validation success 30d

1.0

Mean time to recover

n/a

Breaking diffs 30d

Registry drift frequency 30d

Snapshot changes 30d

Benchmark tasks

Benchmark task	Status	Evidence
Discover tools	Passes	`initialize` • OK `tools_list` • OK
Read-only fetch flow	Degraded	`resource_read` • Missing `read_only_tool_surface` • OK
OAuth-required connect	Passes	`oauth_protected_resource` • OK `step_up_auth_probe` • Warning
Safe write flow with confirmation	Passes	`action_safety_probe` • OK

Utility coverage

Probe status

Completions

not detected

Completion probe target: none

Pagination

not detected

No nextCursor evidence.

Tasks

Auth Required

Advertised: no

Tool snapshot diff & changelog

Snapshot changed

Added tools

none

Removed tools

none

Required-argument changes

Tool	Added required args	Removed required args
No required-argument changes detected.

Output-schema drift

Tool	Previous properties	Latest properties
No output-schema drift detected.

Validation diff

Score delta

Summary changed

Tool delta

Prompt delta

Auth mode changed

Write surface expanded

Protocol regressed

Registry drift changed

Regressed checks: none

Improved checks: none

Newly assessed dimensions: none

No longer assessed dimensions: none

Component	Previous	Latest	Delta
No component deltas between the latest two runs.

Registry & provenance divergence

Probe status

Not_Assessed

Direct official match

Drift fields

none

Cross-registry alias disagreements

Error registry_source remote_url homepage registry_identifier

Field	Registry	Live server card
Title	n/a	n/a
Version	n/a	n/a
Homepage	n/a	n/a

Active alerts

No active alerts for the current server state.

Aliases & registry graph

Identifier	Source	Canonical	Identity evidence	Score
`honeylabshq/honeylabs-mcp`	glama_registry	yes	canonical	67.2
`awesome-honeylabshq/honeylabs-mcp`	awesome_mcp_servers	no	repo_slug	n/a

Alias consolidation

Strong alias identity requires matching remote URL, server-card URL, repository slug, or explicit registry cross-reference; shared provider namespace alone is not identity.

Canonical identifier

honeylabshq/honeylabs-mcp

Duplicate aliases

Registry sources

awesome_mcp_servers glama_registry

Remote URLs

https://glama.ai/mcp/servers/honeylabshq/honeylabs-mcp/badges/score.svg)](https://glama.ai/mcp/servers/honeylabshq/honeylabs-mcp

https://mcp.honeylabs.net/mcp

Homepages

https://github.com/honeylabshq/honeylabs-mcp

https://glama.ai/mcp/servers/jnlq7n0oeh

Source disagreements

Field	What differs	Observed values
Registry source	Multiple registries or registry sync paths claim this same canonical server.	awesome_mcp_servers glama_registry
Remote URL	Aliases currently point at different MCP endpoints, which can indicate mirrors, stale registry data, or a real endpoint split.	https://glama.ai/mcp/servers/honeylabshq/honeylabs-mcp/badges/score.svg)](https://glama.ai/mcp/servers/honeylabshq/honeylabs-mcp https://mcp.honeylabs.net/mcp
Homepage	Registry entries disagree on the primary homepage for this server.	https://github.com/honeylabshq/honeylabs-mcp https://glama.ai/mcp/servers/jnlq7n0oeh
Registry identifier	Different registry-specific identifiers resolve to the same canonical server record here.	awesome_mcp_servers:honeylabshq/honeylabs-mcp glama_registry:jnlq7n0oeh

Fix it

Why this score?

Access & Protocol

30/44

Connectivity, auth, and transport expectations for common clients.

Interface Quality

31/56

How well the tool/resource interface communicates and behaves under automation.

Security Posture

29/36

How safely the exposed tool surface handles destructive actions, egress, execution, secrets, and risky inputs.

Reliability & Trust

22/24

Operational stability, consistency, and trustworthiness over time.

Discovery & Governance

12/28

How well the server is documented, listed, and governed in public registries.

Adoption & Market

5/8

Adoption clues and public evidence that the server is intended for external use.

Algorithmic score breakdown

Auth Operability

4/4

Measures whether auth discovery and protected access behave predictably for clients.

Error Contract Quality

0/4

Grades machine-readable error structure, status alignment, and remediation hints.

Rate-Limit Semantics

2/4

Checks whether quota/throttle responses are deterministic and automation-friendly.

Schema Completeness

2/4

Completeness of tool descriptions, parameter docs, examples, and schema shape.

Backward Compatibility

4/4

Stability score across tool schema/name drift relative to prior validations.

SLO Health

3/4

Availability, latency, and burst-failure profile across recent validation history.

Security Hygiene

4/4

HTTPS posture, endpoint hygiene, and response-surface hardening checks.

Task Success

4/4

Can an agent reliably initialize, enumerate tools, and execute core MCP flows?

Trust Confidence

3/4

Confidence-adjusted reliability score that penalizes low evidence volume.

Abuse/Noise Resilience

4/4

How well the server preserves core behavior in the presence of noisy traffic patterns.

Prompt Contract

2/4

Quality of prompt metadata, argument shape, and prompt discoverability for clients.

Resource Contract

2/4

How completely resources and resource templates describe URIs, types, and usage shape.

Discovery Metadata

2/4

Homepage, docs, icon, repository, support, and license coverage for directory consumers.

Registry Consistency

2/4

Agreement between stored registry metadata, live server-card data, and current validation output.

Installability

4/4

How cleanly a real client can connect, initialize, enumerate tools, and proceed through auth.

Session Semantics

4/4

Determinism and state behavior across repeated MCP calls, including sticky-session surprises.

Tool Surface Design

3/4

Naming clarity, schema ergonomics, and parameter complexity across the tool surface.

Result Shape Stability

3/4

Stability of declared output schemas across validations, with penalties for drift or missing shapes.

OAuth Interop

3/4

Depth and client compatibility of OAuth/OIDC metadata beyond the minimal protected-resource check.

Recovery Semantics

0/4

Whether failures include actionable machine-readable next steps such as retry or upgrade guidance.

Maintenance Signal

3/4

Versioning, update recency, and historical validation cadence that indicate active stewardship.

Adoption Signal

2/4

Directory presence and distribution clues that suggest the server is intended for external use.

Freshness Confidence

4/4

Confidence that recent validations are current enough and dense enough to trust operationally.

Transport Fidelity

4/4

Whether declared transport metadata matches the observed endpoint behavior and response formats.

Spec Recency

3/4

How close the server’s claimed MCP protocol version is to the latest known public revision.

Session Resume

3/4

Whether Streamable HTTP session identifiers and resumed requests behave cleanly for real clients.

Step-Up Auth

3/4

Whether OAuth metadata and WWW-Authenticate challenges support granular, incremental consent instead of broad upfront scopes.

Transport Compliance

0/4

Checks session headers, protocol-version enforcement, session teardown, and expired-session behavior.

Utility Coverage

1/4

Signals support for completions, pagination, and task-oriented utility surfaces that larger clients increasingly expect.

Advanced Capability Coverage

1/4

Coverage of newer MCP surfaces like roots, sampling, elicitation, structured output, and related metadata.

Connector Publishability

3/4

How ready the server looks for client catalogs and managed connector programs.

Tool Snapshot Churn

4/4

Stability of the tool surface across recent validations, including add/remove and output-shape drift.

Connector Replay

4/4

Whether a previously published frozen connector snapshot would remain backward compatible after the latest tool refresh.

Request Association

0/4

Whether roots, sampling, and elicitation appear tied to active client requests instead of arriving unsolicited on idle sessions.

Interactive Flow Safety

3/4

Whether prompts and docs steer users toward safe auth flows instead of pasting secrets directly.

Action Safety

3/4

Risk-weighted view of destructive, exec, egress, and confirmation semantics across the tool surface.

Official Registry Presence

3/4

Whether the server appears directly or indirectly in the official MCP registry.

Safety Transparency

2/4

Clarity of docs, auth disclosure, support links, and other trust signals visible to integrators.

Tool Capability Clarity

3/4

How clearly the tool surface communicates whether each action reads, writes, deletes, executes, or exports data.

Destructive Operation Safety

3/4

Penalizes delete/revoke/destroy style tools unless auth and safeguards reduce blast radius.

Egress / SSRF Resilience

3/4

Assesses arbitrary URL fetch, crawl, webhook, and remote-request exposure on the tool surface.

Execution / Sandbox Safety

4/4

Evaluates shell, code, script, and command-execution exposure and whether that surface appears contained.

Data Exfiltration Resilience

3/4

Assesses export, dump, backup, and bulk-read behavior against the surrounding auth and safeguard signals.

Least Privilege Scope

2/4

Rewards scoped auth metadata and penalizes broad or missing scopes around privileged tools.

Secret Handling Hygiene

3/4

Assesses secret-bearing tools, token leakage risk, and whether the public surface avoids obvious secret exposure.

Supply Chain Signal

0/4

Public metadata signal for repository, changelog, license, versioning, and recency that supports supply-chain trust.

Input Sanitization Safety

3/4

Penalizes risky freeform string inputs when schemas do not constrain URLs, code, paths, queries, or templates.

Tool Namespace Clarity

4/4

Measures naming uniqueness and ambiguity across the tool namespace to reduce collision and confusion risk.

1 component(s) not assessed for this run: Provenance Divergence

Experimental candidate components

Personal Data Exposure

8.5

Experimental candidate, weight 0. Export and bulk-access evidence only; no impact on totals, verdicts, rankings, or gates.

Actionable remediation

Severity	Remediation	Why it matters	Recommended action
High	Align session and protocol behavior with Streamable HTTP expectations	Clients increasingly rely on MCP-Protocol-Version, session teardown, and expired-session semantics.	Align MCP-Protocol-Version, MCP-Session-Id, DELETE teardown, and expired-session handling with the transport spec. Playbook Return `Mcp-Session-Id` and `Mcp-Protocol-Version` headers consistently on streamable HTTP responses. Honor `DELETE` session teardown and return `404` when a deleted session is reused. Reject invalid protocol-version headers with `400 Bad Request`.
High	Publish a complete server card	Missing or incomplete server-card metadata weakens discovery, documentation, and trust signals.	Serve /.well-known/mcp/server-card.json and include tools, prompts/resources, homepage, and support links. Playbook Publish `/.well-known/mcp/server-card.json`. Include homepage, repository, support, tools, prompts/resources, and auth metadata. Revalidate the server after publishing the card.
Medium	Adopt a current MCP protocol revision	Older protocol revisions reduce compatibility with newer clients and registry programs.	Advertise a current MCP protocol revision (2025-06-18 or later) in both the initialize response and the MCP-Protocol-Version header. Playbook Update the server's advertised protocol version to a current MCP revision (2025-06-18 or later). Return the negotiated version consistently in both the `initialize` response and the `MCP-Protocol-Version` header. Revalidate and confirm `protocol_version_probe` reports `ok`.
Medium	Close connector-publishing gaps	Connector catalogs care about protocol recency, session behavior, auth clarity, and tool-surface stability.
Medium	Document minimal scopes and return cleaner auth challenges	Modern clients expect granular scopes and step-up auth signals such as WWW-Authenticate scope hints.	Return granular scopes and WWW-Authenticate challenge hints instead of forcing overly broad auth upfront. Playbook Advertise the narrowest viable scopes in OAuth metadata. Return `WWW-Authenticate` challenges with scope or insufficient-scope hints when additional consent is needed. Revalidate with both public discovery and auth-required flows.
Medium	Publish OpenID configuration	OIDC metadata improves token validation and client compatibility.	Expose /.well-known/openid-configuration with issuer, jwks_uri, and supported grants. Playbook Serve `/.well-known/openid-configuration` with `issuer`, `jwks_uri`, `authorization_endpoint`, and `token_endpoint`. List supported grant types in `grant_types_supported` and scopes in `scopes_supported`. Revalidate and confirm the `openid_configuration` check returns `ok`.
Medium	Repair prompts/list or stop advertising prompts	Prompt metadata should either work live or be removed from the advertised capability set.	Only advertise prompts if prompts/list works and prompt arguments are documented. Playbook Only advertise prompts that are actually accessible. Add prompt descriptions and argument docs. Run a live `prompts/list` check after any prompt changes.
Medium	Repair resources/list or stop advertising resources	Resource metadata should either work live or be removed from the advertised capability set.	Only advertise resources if resources/list works and resources expose stable URIs/types. Playbook Only advertise resources with stable URIs and read semantics. Add MIME/type hints where possible. Run a live `resources/list` and `resources/read` check after updates.
Medium	Support resumable HTTP sessions cleanly	Modern MCP clients increasingly expect resumable session behavior on streamable HTTP transports.	Persist session state keyed by Mcp-Session-Id and honor Last-Event-ID on GET reconnects so clients can resume a dropped Streamable HTTP session. Playbook Persist session state keyed by `Mcp-Session-Id` so a client can reconnect after a dropped connection. Honor `Last-Event-ID` on GET reconnects to replay missed SSE events instead of erroring. Revalidate and confirm `session_resume_probe` no longer returns `warning`.
Low	Publish newer MCP capability signals	Roots, sampling, elicitation, structured outputs, and related metadata improve client understanding and ranking.	Advertise only the advanced capabilities (roots, sampling, elicitation) you have actually implemented end to end in the initialize capabilities object. Playbook Add the capabilities you actually support (`roots`, `sampling`, `elicitation`) to the `capabilities` object returned from `initialize`. Only advertise a capability once the corresponding request/response flow is implemented end to end. Revalidate and confirm `advanced_capabilities_probe` reflects the updated capability set.
Low	Publish or reconcile the server in the official MCP registry	Official registry presence improves discovery confidence and cross-source consistency.

Point loss breakdown

Component	Current	Points missing
Transport Compliance	0/4	-4.0
Request Association	0/4	-4.0
Recovery Semantics	0/4	-4.0
Error Contract	0/4	-4.0
Dependency Supply Chain Signal	0/4	-4.0
Utility Coverage	1/4	-3.0
Advanced Capability Coverage	1/4	-3.0
Schema Completeness	2/4	-2.0
Safety Transparency	2/4	-2.0
Resource Contract	2/4	-2.0
Registry Consistency	2/4	-2.0
Rate Limit Semantics	2/4	-2.0

Compatibility profiles

OpenAI Connectors

88.9

compatible (8 of 9 requirements met)

Transport compliance failed or did not complete successfully.

Connector URL: https://mcp.honeylabs.net/mcp
# Complete OAuth in the client when prompted.
# Server: honeylabshq/honeylabs-mcp

Claude Desktop

83.3

compatible (5 of 6 requirements met)

Transport behavior should match Claude-compatible HTTP expectations.

{
  "mcpServers": {
    "honeylabs-mcp": {
      "command": "npx",
      "args": ["mcp-remote", "https://mcp.honeylabs.net/mcp"]
    }
  }
}

Smithery

80.0

compatible (4 of 5 requirements met)

Machine-readable failure semantics should be present.

smithery mcp add "https://mcp.honeylabs.net/mcp"

Generic Streamable HTTP

100.0

compatible (6 of 6 requirements met)

No major blockers detected.

curl -sS https://mcp.honeylabs.net/mcp -H 'content-type: application/json' -d '{"jsonrpc":"2.0","id":1,"method":"initialize","params":{"protocolVersion":"2025-03-26","capabilities":{},"clientInfo":{"name":"mcp-verify","version":"0.1.0"}}}'

Governance

MCP TrustOps

TrustOps turns this report into operational controls: freshness SLAs, authenticated validation, semantic benchmarks, policy exports, alert subscriptions, badges, cost/compliance metadata, and runtime routing. Fresh trusted index decisions stay separate from long-tail inventory so stale scores do not masquerade as current evidence.

Evidence age tier

Verified in last 24h

Policy SLA (contractual, distinct from the public 24h freshness window): 168.0h • confidence-weighted score (display score discounted for evidence age and confidence -- an internal TrustOps input, not the public score): 52.1 • evidence too old to display: ✕

Policy exports

Export policy

Formats: json, rego, yaml, github_action, gateway_config, client_report

Runtime routing

/v1/decide

Returns allowed tools, blocked tools, approval requirement, and reason.

Hosted runtime

Verify Hosted MCP

Deploy trusted servers from GitHub with secrets, egress controls, releases, rollback, and audit events.

Authenticated validation

Premium publisher feature: paid authenticated runs verify scopes, write-action safeguards, and authorized tool execution.

Active trust badges

Freshly Validated OAuth Verified Write-Safe No Critical Risk

Semantic benchmarks

available

Templates cover GitHub, database, healthcare, web search, and CRM least-privilege jobs.

Supply chain

metadata signal

Deep scan checks are marked separately from public metadata signals.

Compliance metadata

Terms, privacy, SOC 2, HIPAA, GDPR, retention, deletion, and audit-log fields are tracked as enterprise metadata.

Alert subscription types

Status changes Score drops or recovers Freshness SLA breach Validation schema drift OAuth or auth behavior changes Tool surface changes New or changed write tool Supply-chain signal changes Legal or compliance metadata changes

MCP Runtime hosting

Verify Hosted MCP turns a trusted server report into a managed remote MCP endpoint with GitHub deployment provenance, sandbox policy, encrypted secrets, release history, rollback, and audit/usage events.

Activation readiness

Trusted hosted runtimes require fresh validation, a passing server state, a remote endpoint, and a minimum score.

Minimum tier

TrustOps

Publisher claim plus paid TrustOps tier are required before secrets or releases can be created.

Hosted endpoint

/hosted/{namespace}/{name}/mcp

The endpoint enforces egress allowlists and records audit/usage events.

Blockers

score_below_hosting_threshold

Deployment	Status	Endpoint	Release
No hosted runtime deployments yet.

Authenticated validation sessions

Public validation is free. Authenticated validation is paid and proves scoped behavior, write-action safeguards, and authenticated tool execution.

Latest profile

remote_mcp

Authenticated session used

Public score isolation

✓

Preview endpoint

/v1/verify

CI preview endpoint

/v1/ci/preview

Install snippets

Openai Connectors

Connector URL: https://mcp.honeylabs.net/mcp
# Complete OAuth in the client when prompted.
# Server: honeylabshq/honeylabs-mcp

Claude Desktop

{
  "mcpServers": {
    "honeylabs-mcp": {
      "command": "npx",
      "args": ["mcp-remote", "https://mcp.honeylabs.net/mcp"]
    }
  }
}

Smithery

smithery mcp add "https://mcp.honeylabs.net/mcp"

Generic Http

curl -sS https://mcp.honeylabs.net/mcp -H 'content-type: application/json' -d '{"jsonrpc":"2.0","id":1,"method":"initialize","params":{"protocolVersion":"2025-03-26","capabilities":{},"clientInfo":{"name":"mcp-verify","version":"0.1.0"}}}'

Agent access & tool surface

Live server tools

search_events_tool top_attackers_tool ioc_lookup_tool cve_lookup_tool payload_search_tool attack_timeline_tool asn_enrich_tool fingerprint_search_tool

Showing 8 of 9 tools.

Observed from the latest live validation against https://mcp.honeylabs.net/mcp. This is the target server surface, not Verify's own inspection tools.

Live capability counts

9 tools • 0 prompts • 0 resources

Counts come from the latest tools/list, prompts/list, and resources/list checks.

Inspect with Verify

search fetch search_servers recommend_servers get_server_report compare_servers

Use Verify itself to search, recommend, compare, and fetch the full report for honeylabshq/honeylabs-mcp.

Direct machine links

JSON report • Compare this server • Verify MCP API

History

Validation history

7 day score delta

n/a

30 day score delta

n/a

Recent healthy ratio

100%

Freshness

8.7h

Timestamp	Status	Score	Latency	Tools
Aug 11, 2026 07:53:47 AM UTC	Healthy	67.2	2416.3 ms	9
Aug 10, 2026 07:53:30 PM UTC	Healthy	67.2	2484.6 ms	9
Aug 10, 2026 07:53:19 AM UTC	Healthy	67.2	2450.1 ms	not fetched
Aug 09, 2026 07:47:53 PM UTC	Healthy	67.2	2452.1 ms	not fetched
Aug 09, 2026 07:47:09 AM UTC	Healthy	67.2	2487.9 ms	not fetched
Aug 08, 2026 07:46:26 PM UTC	Healthy	67.2	2472.1 ms	not fetched
Aug 08, 2026 07:46:07 AM UTC	Healthy	67.2	2407.3 ms	not fetched
Aug 08, 2026 07:44:08 AM UTC	Healthy	67.2	2458.4 ms	not fetched

Validation timeline

Validated	Summary	Score	Protocol	Auth mode	Tools	Changes
Aug 11, 2026 07:53:47 AM UTC	Healthy	67.2	2025-06-18	oauth_supported	9	none
Aug 10, 2026 07:53:30 PM UTC	Healthy	67.2	2025-06-18	oauth_supported	9	none
Aug 10, 2026 07:53:19 AM UTC	Healthy	n/a	unknown	unknown	not fetched	none
Aug 09, 2026 07:47:53 PM UTC	Healthy	n/a	unknown	unknown	not fetched	none
Aug 09, 2026 07:47:09 AM UTC	Healthy	n/a	unknown	unknown	not fetched	none
Aug 08, 2026 07:46:26 PM UTC	Healthy	n/a	unknown	unknown	not fetched	none
Aug 08, 2026 07:46:07 AM UTC	Healthy	n/a	unknown	unknown	not fetched	none
Aug 08, 2026 07:44:08 AM UTC	Healthy	n/a	unknown	unknown	not fetched	none
Aug 07, 2026 07:38:51 PM UTC	Healthy	n/a	unknown	unknown	not fetched	none
Aug 07, 2026 07:38:24 AM UTC	Healthy	n/a	unknown	unknown	not fetched	none

Recent validation runs

Recent validation runs for this MCP server
Started	Status	Summary	Latency	Checks
Aug 11, 2026 07:53:45 AM UTC	Completed	Healthy	2416.3 ms	action_safety_probe, advanced_capabilities_probe, connector_publishability_probe, connector_replay_probe, determinism_probe, initialize, interactive_flow_probe, oauth_authorization_server, oauth_protected_resource, official_registry_probe, openid_configuration, probe_noise_resilience, prompt_get, prompts_list, protocol_version_probe, provenance_divergence_probe, request_association_probe, resource_read, resources_list, schema_divergence_probe, server_card, session_resume_probe, step_up_auth_probe, tool_snapshot_probe, tools_list, transport_compliance_probe, utility_coverage_probe
Aug 10, 2026 07:53:28 PM UTC	Completed	Healthy	2484.6 ms	action_safety_probe, advanced_capabilities_probe, connector_publishability_probe, connector_replay_probe, determinism_probe, initialize, interactive_flow_probe, oauth_authorization_server, oauth_protected_resource, official_registry_probe, openid_configuration, probe_noise_resilience, prompt_get, prompts_list, protocol_version_probe, provenance_divergence_probe, request_association_probe, resource_read, resources_list, schema_divergence_probe, server_card, session_resume_probe, step_up_auth_probe, tool_snapshot_probe, tools_list, transport_compliance_probe, utility_coverage_probe
Aug 10, 2026 07:53:16 AM UTC	Completed	Healthy	2450.1 ms	`not fetched (not counted in confidence)`
Aug 09, 2026 07:47:51 PM UTC	Completed	Healthy	2452.1 ms	`not fetched (not counted in confidence)`
Aug 09, 2026 07:47:07 AM UTC	Completed	Healthy	2487.9 ms	`not fetched (not counted in confidence)`
Aug 08, 2026 07:46:24 PM UTC	Completed	Healthy	2472.1 ms	`not fetched (not counted in confidence)`
Aug 08, 2026 07:46:05 AM UTC	Completed	Healthy	2407.3 ms	`not fetched (not counted in confidence)`
Aug 08, 2026 07:44:05 AM UTC	Completed	Healthy	2458.4 ms	`not fetched (not counted in confidence)`
Aug 07, 2026 07:38:49 PM UTC	Completed	Healthy	2472.2 ms	`not fetched (not counted in confidence)`
Aug 07, 2026 07:38:22 AM UTC	Completed	Healthy	2440.8 ms	`not fetched (not counted in confidence)`

Incident & change feed

Timestamp	Event	Details
Aug 11, 2026 07:53:47 AM UTC	Latest validation: healthy	Score 67.2 with status healthy.
Aug 05, 2026 10:59:23 AM UTC	Score corrected (post-1.0.503 remediation, R1 zero-anchoring)	Prior: 68.83. Corrected: 67.27.

Technical details

Raw evidence view

Show raw JSON evidence

{
  "checks": {
    "action_safety_probe": {
      "details": {
        "auth_present": true,
        "confirmation_signals": [],
        "reason": null,
        "safeguard_count": 1,
        "summary": {
          "annotation_conflict_tools": 0,
          "bulk_access_tools": 0,
          "capability_distribution": {
            "filesystem": 1,
            "read": 6,
            "undetermined": 2
          },
          "declared_non_read_only_tools": 0,
          "destructive_tools": 0,
          "egress_tools": 0,
          "exec_tools": 0,
          "has_mutating_capability": false,
          "has_non_read_capability": false,
          "high_risk_tools": 0,
          "risk_distribution": {
            "critical": 0,
            "high": 0,
            "low": 9,
            "medium": 0
          },
          "secret_tools": 0,
          "tool_count": 9
        }
      },
      "latency_ms": null,
      "status": "ok"
    },
    "advanced_capabilities_probe": {
      "details": {
        "capabilities": {
          "completions": false,
          "elicitation": false,
          "prompts": true,
          "resource_links": false,
          "resources": true,
          "roots": false,
          "sampling": false,
          "structured_outputs": false
        },
        "enabled": [
          "prompts",
          "resources"
        ],
        "enabled_count": 2,
        "initialize_capability_keys": [
          "tools"
        ]
      },
      "latency_ms": null,
      "status": "warning"
    },
    "connector_publishability_probe": {
      "details": {
        "blockers": [
          "transport_compliance",
          "server_card"
        ],
        "criteria": {
          "action_safety": true,
          "auth_flow": true,
          "connector_replay": true,
          "initialize": true,
          "protocol_version": true,
          "remote_transport": true,
          "request_association": true,
          "server_card": false,
          "session_resume": true,
          "step_up_auth": true,
          "tool_surface": true,
          "tools_list": true,
          "transport_compliance": false
        },
        "high_risk_tools": 0,
        "tool_count": 9,
        "transport": "streamable-http"
      },
      "latency_ms": null,
      "status": "warning"
    },
    "connector_replay_probe": {
      "details": {
        "added_tools": [],
        "additive_output_changes": [],
        "backward_compatible": true,
        "output_breaks": [],
        "removed_tools": [],
        "required_arg_breaks": [],
        "would_break_after_refresh": false
      },
      "latency_ms": null,
      "status": "ok"
    },
    "determinism_probe": {
      "details": {
        "attempts": 2,
        "baseline_signature": "1884d7c76640d7bd9a896bd9e94eb61fd1e157dc7ea8c34ab45cf91fee2f24b7",
        "errors": [],
        "matches": 2,
        "stable_ratio": 1.0,
        "successful": 2
      },
      "latency_ms": 198.9,
      "status": "ok"
    },
    "initialize": {
      "details": {
        "headers": {
          "content-type": "application/json",
          "strict-transport-security": "max-age=31536000; includeSubDomains"
        },
        "http_status": 200,
        "payload": {
          "id": 1,
          "jsonrpc": "2.0",
          "result": {
            "capabilities": {
              "tools": {
                "listChanged": false
              }
            },
            "protocolVersion": "2025-06-18",
            "serverInfo": {
              "name": "HoneyLabs Threat Intelligence",
              "version": "1.0.0"
            }
          }
        },
        "url": "https://mcp.honeylabs.net/mcp"
      },
      "latency_ms": 296.35,
      "status": "ok"
    },
    "interactive_flow_probe": {
      "details": {
        "oauth_supported": true,
        "prompt_available": false,
        "risk_hits": [],
        "safe_hits": []
      },
      "latency_ms": null,
      "status": "ok"
    },
    "oauth_authorization_server": {
      "details": {
        "headers": {
          "content-type": "application/json",
          "strict-transport-security": "max-age=31536000; includeSubDomains"
        },
        "http_status": 200,
        "payload": {
          "authorization_endpoint": "https://mcp.honeylabs.net/oauth/authorize",
          "code_challenge_methods_supported": [
            "S256"
          ],
          "grant_types_supported": [
            "authorization_code"
          ],
          "issuer": "https://mcp.honeylabs.net",
          "registration_endpoint": "https://mcp.honeylabs.net/oauth/register",
          "response_types_supported": [
            "code"
          ],
          "token_endpoint": "https://mcp.honeylabs.net/oauth/token",
          "token_endpoint_auth_methods_supported": [
            "none"
          ]
        },
        "url": "https://mcp.honeylabs.net/.well-known/oauth-authorization-server"
      },
      "latency_ms": 100.79,
      "status": "ok"
    },
    "oauth_protected_resource": {
      "details": {
        "headers": {
          "content-type": "application/json",
          "strict-transport-security": "max-age=31536000; includeSubDomains"
        },
        "http_status": 200,
        "payload": {
          "authorization_servers": [
            "https://mcp.honeylabs.net"
          ],
          "bearer_methods_supported": [
            "header"
          ],
          "resource": "https://mcp.honeylabs.net/mcp",
          "resource_documentation": "https://mcp.honeylabs.net"
        },
        "url": "https://mcp.honeylabs.net/.well-known/oauth-protected-resource"
      },
      "latency_ms": 291.34,
      "status": "ok"
    },
    "official_registry_probe": {
      "details": {
        "direct_match": false,
        "official_peer_count": 0,
        "registry_source": "glama_registry"
      },
      "latency_ms": null,
      "status": "missing"
    },
    "openid_configuration": {
      "details": {
        "error": "Client error '404 Not Found' for url 'https://mcp.honeylabs.net/.well-known/openid-configuration'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404",
        "url": "https://mcp.honeylabs.net/.well-known/openid-configuration"
      },
      "latency_ms": 98.81,
      "status": "error"
    },
    "probe_noise_resilience": {
      "details": {
        "consent_error": null,
        "headers": {
          "content-type": "text/plain; charset=utf-8",
          "strict-transport-security": "max-age=31536000; includeSubDomains"
        },
        "http_status": 200,
        "url": "https://mcp.honeylabs.net/robots.txt",
        "validation_disallowed": false
      },
      "latency_ms": 319.69,
      "status": "ok"
    },
    "prompt_get": {
      "details": {
        "reason": "not_advertised"
      },
      "latency_ms": null,
      "status": "missing"
    },
    "prompts_list": {
      "details": {
        "error": "Client error '401 Unauthorized' for url 'https://mcp.honeylabs.net/mcp'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/401",
        "headers": {
          "content-type": "application/json",
          "strict-transport-security": "max-age=31536000; includeSubDomains",
          "www-authenticate": "Bearer realm=\"HoneyLabs MCP\", resource_metadata=\"https://mcp.honeylabs.net/.well-known/oauth-protected-resource\""
        },
        "http_status": 401,
        "payload": {},
        "reason": "auth_required",
        "url": "https://mcp.honeylabs.net/mcp"
      },
      "latency_ms": 101.58,
      "status": "auth_required"
    },
    "protocol_version_probe": {
      "details": {
        "claimed_version": "2025-06-18",
        "lag_days": 160,
        "latest_known_version": "2025-11-25",
        "releases_behind": 1,
        "validator_protocol_version": "2025-03-26"
      },
      "latency_ms": null,
      "status": "warning"
    },
    "provenance_divergence_probe": {
      "details": {
        "comparable_field_count": 0,
        "compared_fields": [
          "title",
          "version",
          "homepage",
          "repository"
        ],
        "direct_official_match": false,
        "drift_fields": [],
        "metadata_document_count": 1,
        "readable_sources": [],
        "registry_homepage": null,
        "registry_repository": null,
        "registry_title": null,
        "registry_version": null,
        "server_card_homepage": null,
        "server_card_repository": null,
        "server_card_title": null,
        "server_card_version": null
      },
      "latency_ms": null,
      "status": "not_assessed"
    },
    "request_association_probe": {
      "details": {
        "reason": "no_request_association_capabilities_advertised"
      },
      "latency_ms": null,
      "status": "missing"
    },
    "resource_read": {
      "details": {
        "reason": "not_advertised"
      },
      "latency_ms": null,
      "status": "missing"
    },
    "resources_list": {
      "details": {
        "error": "Client error '401 Unauthorized' for url 'https://mcp.honeylabs.net/mcp'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/401",
        "headers": {
          "content-type": "application/json",
          "strict-transport-security": "max-age=31536000; includeSubDomains",
          "www-authenticate": "Bearer realm=\"HoneyLabs MCP\", resource_metadata=\"https://mcp.honeylabs.net/.well-known/oauth-protected-resource\""
        },
        "http_status": 401,
        "payload": {},
        "reason": "auth_required",
        "url": "https://mcp.honeylabs.net/mcp"
      },
      "latency_ms": 298.73,
      "status": "auth_required"
    },
    "schema_divergence_probe": {
      "details": {
        "auth_scheme_mismatch": false,
        "card_server_name": null,
        "card_server_version": null,
        "compared_dimensions": [
          "server_name",
          "server_version",
          "declared_vs_observed_auth",
          "tool_membership",
          "parameter_names",
          "required_parameters",
          "parameter_types",
          "output_schema_presence"
        ],
        "compared_tool_count": 0,
        "live_server_name": "HoneyLabs Threat Intelligence",
        "live_server_version": "1.0.0",
        "reason": "no_server_card_tools",
        "server_name_mismatch": false,
        "server_version_mismatch": false
      },
      "latency_ms": null,
      "status": "missing"
    },
    "server_card": {
      "details": {
        "error": "Client error '404 Not Found' for url 'https://mcp.honeylabs.net/.well-known/mcp/server-card.json'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404",
        "url": "https://mcp.honeylabs.net/.well-known/mcp/server-card.json"
      },
      "latency_ms": 101.76,
      "status": "error"
    },
    "session_resume_probe": {
      "details": {
        "protocol_version": "2025-06-18",
        "reason": "no_session_id",
        "resume_expected": true,
        "transport": "streamable-http"
      },
      "latency_ms": null,
      "status": "warning"
    },
    "step_up_auth_probe": {
      "details": {
        "auth_required_checks": [
          "prompts_list",
          "resources_list"
        ],
        "broad_scopes": [],
        "challenge_headers": [
          "Bearer realm=\"HoneyLabs MCP\", resource_metadata=\"https://mcp.honeylabs.net/.well-known/oauth-protected-resource\"",
          "Bearer realm=\"HoneyLabs MCP\", resource_metadata=\"https://mcp.honeylabs.net/.well-known/oauth-protected-resource\""
        ],
        "minimal_scope_documented": false,
        "oauth_present": true,
        "scope_specificity_ratio": 0.0,
        "step_up_signals": [
          "Bearer realm=\"HoneyLabs MCP\", resource_metadata=\"https://mcp.honeylabs.net/.well-known/oauth-protected-resource\"",
          "Bearer realm=\"HoneyLabs MCP\", resource_metadata=\"https://mcp.honeylabs.net/.well-known/oauth-protected-resource\""
        ],
        "supported_scopes": []
      },
      "latency_ms": null,
      "status": "warning"
    },
    "tool_snapshot_probe": {
      "details": {
        "added": [],
        "changed_outputs": [],
        "current_tool_count": 9,
        "previous_tool_count": 9,
        "removed": [],
        "similarity": 1.0
      },
      "latency_ms": null,
      "status": "ok"
    },
    "tools_list": {
      "details": {
        "headers": {
          "content-type": "application/json",
          "strict-transport-security": "max-age=31536000; includeSubDomains"
        },
        "http_status": 200,
        "payload": {
          "id": 2,
          "jsonrpc": "2.0",
          "result": {
            "tools": [
              {
                "description": "Return individual raw honeypot events with all fields. Use when the user wants to see\nactual records: 'show me events from this IP', 'what hit port 443 last week', 'events from\nRussia yesterday'. Filters: source_ip, country (2-letter code), asn (e.g. 'AS12345'),\ndest_port, protocol ('tls' or '' = the coarse TLS/raw-TCP signal),\napp_protocol (nDPI L7 protocol label: 'bittorrent', 'ssh', 'rdp', 'mssql-tds', 'mining',\n'rtsp', 'smbv1', ... \u2014 find everything speaking a protocol regardless of port),\nhttp_method, request_header (substring of the masked\nHTTP request headers), ja4/ja3 (exact TLS client fingerprint),\nhas_client_cert (true = only events where the client presented an mTLS cert),\nip_version (4 or 6 = only IPv4 or IPv6 sources).\nsince/until are ISO-8601 UTC strings. Each record includes: source_ip, country, asn,\ndest_port, user_agent, url_path, http_request_headers, tls_client_ja4, tls_client_ja3,\nhttp_request_ja4h, ssh_client_hassh, tls_client_cert_subject/issuer,\nevent_sequence, event_duration, source_bytes/dest_bytes/network_bytes, network_protocol,\napplication_protocol, timestamp.",
                "inputSchema": {
                  "additionalProperties": false,
                  "properties": {
                    "app_protocol": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null
                    },
                    "asn": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null
                    },
                    "country": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null
                    },
                    "dest_port": {
                      "anyOf": [
                        {
                          "type": "integer"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null
                    },
                    "has_client_cert": {
                      "anyOf": [
                        {
                          "type": "boolean"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null
                    },
                    "http_method": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null
                    },
                    "ip_version": {
                      "anyOf": [
                        {
                          "type": "integer"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null
                    },
                    "ja3": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null
                    },
                    "ja4": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null
                    },
                    "limit": {
                      "default": 100,
                      "type": "integer"
                    },
                    "protocol": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null
                    },
                    "request_header": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null
                    },
                    "since": {
                      "type": "string"
                    },
                    "source_ip": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null
                    },
                    "until": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "since",
                    "until"
                  ],
                  "type": "object"
                },
                "name": "search_events_tool"
              },
              {
                "description": "Ranked leaderboard of attack sources. Use for: 'who is attacking the most?', 'top\nattacking countries', 'most targeted ports', 'most common user agents', 'top ASNs by\nattack volume', 'top IPs from China', 'top attackers hitting port 22'.\n'by' controls grouping: ip, asn, country, port, user_agent, ja4, url_path, domain, cve.\nby='cve' answers 'what CVEs are being mass-scanned right now' and returns\nvalue (the CVE id), title, severity, actively_exploited and counts; drill into any of\nthem with cve_lookup. by='cve' does not accept the country/dest_port/asn filters.\nOptional filters: country (2-letter ISO, e.g. 'CN'), dest_port, asn (e.g. 'AS12345').\nAdding a filter is required for large time ranges to stay within memory limits.\nsince/until are ISO-8601 UTC strings.",
                "inputSchema": {
                  "additionalProperties": false,
                  "properties": {
                    "asn": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null
                    },
                    "by": {
                      "default": "ip",
                      "type": "string"
                    },
                    "country": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null
                    },
                    "dest_port": {
                      "anyOf": [
                        {
                          "type": "integer"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null
                    },
                    "limit": {
                      "default": 20,
                      "type": "integer"
                    },
                    "since": {
                      "type": "string"
                    },
                    "until": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "since",
                    "until"
                  ],
                  "type": "object"
                },
                "name": "top_attackers_tool"
              },
              {
                "description": "Look up any IP address, CIDR network, set of networks, or domain in the honeypot\n    dataset. Use this FIRST whenever the\n    user asks: 'is this IP malicious?', 'is this a known scanner?', 'have you seen this IP?',\n    'what does this IP do?', 'when was it last seen?', 'is this IP in your data?'. Returns:\n    total_events (0 = never observed), first_seen, last_seen, country, ASN, the 50 most-hit\nports plus ports_targeted_count for the true total,\n    top user agents, top URL paths, TLS/HTTP/SSH fingerprints. Covers both IPv4 and domains.\n    Also returns our own judgement: `verdict` (human sentence) with `verdict_key` (stable\n    machine value to alert on) and `verdict_why`; `scanner` (benign-scanner identity from our\n    classification table, or null) so research traffic can be told apart from real attacks;\n    and `cve_probes`, the CVE signatures this address was seen probing.\n\n    WINDOW: `days` bounds the query to the last N days; leave it unset for every\n    retained event, which is the right default for \"have we ever seen this\". The\n    website's /lookup defaults to 7 days for anonymous visitors, so the same\n    address can read very differently on the two surfaces. Every response states\n    which window it used in `window`; quote it alongside any count you report.\n\n    RANGES: pass a CIDR ('103.66.28.0/22') for a whole-network aggregate, or several at once\n    separated by commas, spaces or newlines ('103.66.28.0/22, 8.34.210.32/27') to answer\n    'have any of this vendor's ranges touched us' in ONE call. Never expand a network into\n    individual addresses and loop -- that is hundreds of calls for an answer this returns in\n    one, and it will exhaust your quota. A range answer sets query_type to 'cidr' or\n    'cidr_set', lists every range back in `ranges`, and gives `per_range` counts plus\n    `top_source_ips`; total_events 0 with those fields present is a real observed absence.",
                "inputSchema": {
                  "additionalProperties": false,
                  "properties": {
                    "days": {
                      "anyOf": [
                        {
                          "type": "integer"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null
                    },
                    "ioc": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "ioc"
                  ],
                  "type": "object"
                },
                "name": "ioc_lookup_tool"
              },
              {
                "description": "Who is probing a specific CVE. Use whenever the user names a CVE: 'is CVE-2024-4577\nbeing exploited in the wild?', 'who is scanning for this CVE?', 'show me actors probing\nCVE-2023-1389'. Returns severity, KEV (actively_exploited), event and unique-IP counts,\nthe top probing IPs with country/ASN/scanner tag, top ASNs, exploiter fingerprints,\nsample request paths and a daily timeline. window: 24h, 7d, 30d or 90d.\n`observed: false` with a note means we hold no detection pattern for that CVE, which is\nNOT the same as nobody scanning it. Do not use payload_search for a CVE id: the id is\nour tag for a pattern and never appears in the payload text.",
                "inputSchema": {
                  "additionalProperties": false,
                  "properties": {
                    "cve_id": {
                      "type": "string"
                    },
                    "limit": {
                      "default": 25,
                      "type": "integer"
                    },
                    "window": {
                      "default": "7d",
                      "type": "string"
                    }
                  },
                  "required": [
                    "cve_id"
                  ],
                  "type": "object"
                },
                "name": "cve_lookup_tool"
              },
              {
                "description": "Literal substring search over captured request text: URL path, request body,\nrequest headers and event summary. Use for: 'find attacks targeting /wp-admin',\n'find requests with this user agent string', 'what payloads hit port 80 last week'.\n\nIt matches text that literally appeared in the request, and nothing else. These do\nNOT work and will return an empty list:\n  - a CVE id ('CVE-2024-4577'), which is our tag for a pattern, never payload text.\n    Use cve_lookup instead. This tool rejects them rather than answering emptily.\n  - a product or vendor name ('Cisco FMC', '7-Zip'), which appears in an advisory,\n    not in the request. Search the endpoint it exposes instead, e.g. '/ccmadmin' or\n    the vulnerable path.\n  - a description of behaviour ('SQL injection attempts'). Search a marker that\n    occurs in the traffic, e.g. 'UNION SELECT' or '../'.\n\nAn empty list is a real answer: it means no captured request in that window\ncontained the string. Widen since/until before concluding the activity does not\nexist. Free to call; volume is metered like every other tool.\nsince/until are ISO-8601 UTC strings.",
                "inputSchema": {
                  "additionalProperties": false,
                  "properties": {
                    "limit": {
                      "default": 50,
                      "type": "integer"
                    },
                    "query": {
                      "type": "string"
                    },
                    "since": {
                      "type": "string"
                    },
                    "until": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "query",
                    "since",
                    "until"
                  ],
                  "type": "object"
                },
                "name": "payload_search_tool"
              },
              {
                "description": "Attack volume over time, bucketed by hour or day. Use for: 'show attack trends this\nweek', 'was there a spike on port 22?', 'how has SSH scanning changed?', 'attack volume\nfrom China over 30 days'. bucket: 'hour' or 'day'. Optional filters: filter_protocol\n('tls'/'''), filter_country (2-letter code), filter_dest_port. since/until ISO-8601 UTC.",
                "inputSchema": {
                  "additionalProperties": false,
                  "properties": {
                    "bucket": {
                      "default": "day",
                      "type": "string"
                    },
                    "filter_country": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null
                    },
                    "filter_dest_port": {
                      "anyOf": [
                        {
                          "type": "integer"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null
                    },
                    "filter_protocol": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null
                    },
                    "since": {
                      "type": "string"
                    },
                    "until": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "since",
                    "until"
                  ],
                  "type": "object"
                },
                "name": "attack_timeline_tool"
              },
              {
                "description": "Full honeypot profile for an ASN (autonomous system / hosting provider). Use for:\n'tell me about AS202425', 'what is Vultr doing in my honeypots?', 'attacks from this\nhosting provider', 'attribute this IP to its network'. asn format: 'AS12345'.\nReturns: total events, unique IPs, top targeted ports, top source countries, top user\nagents, org name. since/until are ISO-8601 UTC strings.",
                "inputSchema": {
                  "additionalProperties": false,
                  "properties": {
                    "asn": {
                      "type": "string"
                    },
                    "since": {
                      "type": "string"
                    },
                    "until": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "asn",
                    "since",
                    "until"
                  ],
                  "type": "object"
                },
                "name": "asn_enrich_tool"
              },
              {
                "description": "Search honeypot activity by TLS, HTTP, or SSH fingerprint. Use when a user asks:\n'have you seen this JA4 fingerprint?', 'which IPs share this TLS fingerprint?', 'how\ncommon is this HASSH?', 'find all scanners with this SSH client fingerprint'. fp_type:\n'ja4' (TLS client), 'ja3' (legacy TLS client, MD5 \u2014 still keyed by many TI feeds),\n'ja4h' (HTTP client), 'hassh' (SSH client). since/until are ISO-8601 UTC strings.",
                "inputSchema": {
                  "additionalProperties": false,
                  "properties": {
                    "fingerprint": {
                      "type": "string"
                    },
                    "fp_type": {
                      "type": "string"
                    },
                    "limit": {
                      "default": 50,
                      "type": "integer"
                    },
                    "since": {
                      "type": "string"
                    },
                    "until": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "fingerprint",
                    "fp_type",
                    "since",
                    "until"
                  ],
                  "type": "object"
                },
                "name": "fingerprint_search_tool"
              },
              {
                "description": "The population behind a single client fingerprint: how many source IPs carry it,\nacross how many networks (ASNs) and countries, the ports they hit, the top networks\nand a sample of the IPs, plus a read on whether it is concentrated (a likely\ncoordinated operation, many IPs on few networks) or spread thin (a common client).\nUse when a user asks: 'is this JA4 one botnet or a common tool?', 'how many networks\nuse this HASSH?', 'how specific / concentrated is this fingerprint?'. fp_type: 'ja4'\n(TLS), 'ja4h' (HTTP), 'hassh' (SSH). Covers the full retained window (no date range).",
                "inputSchema": {
                  "additionalProperties": false,
                  "properties": {
                    "fingerprint": {
                      "type": "string"
                    },
                    "fp_type": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "fingerprint",
                    "fp_type"
                  ],
                  "type": "object"
                },
                "name": "fingerprint_population_tool"
              }
            ]
          }
        },
        "url": "https://mcp.honeylabs.net/mcp"
      },
      "latency_ms": 106.4,
      "status": "ok"
    },
    "transport_compliance_probe": {
      "details": {
        "bad_protocol_error": null,
        "bad_protocol_headers": {
          "content-type": "application/json",
          "strict-transport-security": "max-age=31536000; includeSubDomains"
        },
        "bad_protocol_payload": {
          "id": 410,
          "jsonrpc": "2.0",
          "result": {
            "tools": [
              {
                "description": "Return individual raw honeypot events with all fields. Use when the user wants to see\nactual records: 'show me events from this IP', 'what hit port 443 last week', 'events from\nRussia yesterday'. Filters: source_ip, country (2-letter code), asn (e.g. 'AS12345'),\ndest_port, protocol ('tls' or '' = the coarse TLS/raw-TCP signal),\napp_protocol (nDPI L7 protocol label: 'bittorrent', 'ssh', 'rdp', 'mssql-tds', 'mining',\n'rtsp', 'smbv1', ... \u2014 find everything speaking a protocol regardless of port),\nhttp_method, request_header (substring of the masked\nHTTP request headers), ja4/ja3 (exact TLS client fingerprint),\nhas_client_cert (true = only events where the client presented an mTLS cert),\nip_version (4 or 6 = only IPv4 or IPv6 sources).\nsince/until are ISO-8601 UTC strings. Each record includes: source_ip, country, asn,\ndest_port, user_agent, url_path, http_request_headers, tls_client_ja4, tls_client_ja3,\nhttp_request_ja4h, ssh_client_hassh, tls_client_cert_subject/issuer,\nevent_sequence, event_duration, source_bytes/dest_bytes/network_bytes, network_protocol,\napplication_protocol, timestamp.",
                "inputSchema": {
                  "additionalProperties": false,
                  "properties": {
                    "app_protocol": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null
                    },
                    "asn": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null
                    },
                    "country": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null
                    },
                    "dest_port": {
                      "anyOf": [
                        {
                          "type": "integer"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null
                    },
                    "has_client_cert": {
                      "anyOf": [
                        {
                          "type": "boolean"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null
                    },
                    "http_method": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null
                    },
                    "ip_version": {
                      "anyOf": [
                        {
                          "type": "integer"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null
                    },
                    "ja3": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null
                    },
                    "ja4": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null
                    },
                    "limit": {
                      "default": 100,
                      "type": "integer"
                    },
                    "protocol": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null
                    },
                    "request_header": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null
                    },
                    "since": {
                      "type": "string"
                    },
                    "source_ip": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null
                    },
                    "until": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "since",
                    "until"
                  ],
                  "type": "object"
                },
                "name": "search_events_tool"
              },
              {
                "description": "Ranked leaderboard of attack sources. Use for: 'who is attacking the most?', 'top\nattacking countries', 'most targeted ports', 'most common user agents', 'top ASNs by\nattack volume', 'top IPs from China', 'top attackers hitting port 22'.\n'by' controls grouping: ip, asn, country, port, user_agent, ja4, url_path, domain, cve.\nby='cve' answers 'what CVEs are being mass-scanned right now' and returns\nvalue (the CVE id), title, severity, actively_exploited and counts; drill into any of\nthem with cve_lookup. by='cve' does not accept the country/dest_port/asn filters.\nOptional filters: country (2-letter ISO, e.g. 'CN'), dest_port, asn (e.g. 'AS12345').\nAdding a filter is required for large time ranges to stay within memory limits.\nsince/until are ISO-8601 UTC strings.",
                "inputSchema": {
                  "additionalProperties": false,
                  "properties": {
                    "asn": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null
                    },
                    "by": {
                      "default": "ip",
                      "type": "string"
                    },
                    "country": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null
                    },
                    "dest_port": {
                      "anyOf": [
                        {
                          "type": "integer"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null
                    },
                    "limit": {
                      "default": 20,
                      "type": "integer"
                    },
                    "since": {
                      "type": "string"
                    },
                    "until": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "since",
                    "until"
                  ],
                  "type": "object"
                },
                "name": "top_attackers_tool"
              },
              {
                "description": "Look up any IP address, CIDR network, set of networks, or domain in the honeypot\n    dataset. Use this FIRST whenever the\n    user asks: 'is this IP malicious?', 'is this a known scanner?', 'have you seen this IP?',\n    'what does this IP do?', 'when was it last seen?', 'is this IP in your data?'. Returns:\n    total_events (0 = never observed), first_seen, last_seen, country, ASN, the 50 most-hit\nports plus ports_targeted_count for the true total,\n    top user agents, top URL paths, TLS/HTTP/SSH fingerprints. Covers both IPv4 and domains.\n    Also returns our own judgement: `verdict` (human sentence) with `verdict_key` (stable\n    machine value to alert on) and `verdict_why`; `scanner` (benign-scanner identity from our\n    classification table, or null) so research traffic can be told apart from real attacks;\n    and `cve_probes`, the CVE signatures this address was seen probing.\n\n    WINDOW: `days` bounds the query to the last N days; leave it unset for every\n    retained event, which is the right default for \"have we ever seen this\". The\n    website's /lookup defaults to 7 days for anonymous visitors, so the same\n    address can read very differently on the two surfaces. Every response states\n    which window it used in `window`; quote it alongside any count you report.\n\n    RANGES: pass a CIDR ('103.66.28.0/22') for a whole-network aggregate, or several at once\n    separated by commas, spaces or newlines ('103.66.28.0/22, 8.34.210.32/27') to answer\n    'have any of this vendor's ranges touched us' in ONE call. Never expand a network into\n    individual addresses and loop -- that is hundreds of calls for an answer this returns in\n    one, and it will exhaust your quota. A range answer sets query_type to 'cidr' or\n    'cidr_set', lists every range back in `ranges`, and gives `per_range` counts plus\n    `top_source_ips`; total_events 0 with those fields present is a real observed absence.",
                "inputSchema": {
                  "additionalProperties": false,
                  "properties": {
                    "days": {
                      "anyOf": [
                        {
                          "type": "integer"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null
                    },
                    "ioc": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "ioc"
                  ],
                  "type": "object"
                },
                "name": "ioc_lookup_tool"
              },
              {
                "description": "Who is probing a specific CVE. Use whenever the user names a CVE: 'is CVE-2024-4577\nbeing exploited in the wild?', 'who is scanning for this CVE?', 'show me actors probing\nCVE-2023-1389'. Returns severity, KEV (actively_exploited), event and unique-IP counts,\nthe top probing IPs with country/ASN/scanner tag, top ASNs, exploiter fingerprints,\nsample request paths and a daily timeline. window: 24h, 7d, 30d or 90d.\n`observed: false` with a note means we hold no detection pattern for that CVE, which is\nNOT the same as nobody scanning it. Do not use payload_search for a CVE id: the id is\nour tag for a pattern and never appears in the payload text.",
                "inputSchema": {
                  "additionalProperties": false,
                  "properties": {
                    "cve_id": {
                      "type": "string"
                    },
                    "limit": {
                      "default": 25,
                      "type": "integer"
                    },
                    "window": {
                      "default": "7d",
                      "type": "string"
                    }
                  },
                  "required": [
                    "cve_id"
                  ],
                  "type": "object"
                },
                "name": "cve_lookup_tool"
              },
              {
                "description": "Literal substring search over captured request text: URL path, request body,\nrequest headers and event summary. Use for: 'find attacks targeting /wp-admin',\n'find requests with this user agent string', 'what payloads hit port 80 last week'.\n\nIt matches text that literally appeared in the request, and nothing else. These do\nNOT work and will return an empty list:\n  - a CVE id ('CVE-2024-4577'), which is our tag for a pattern, never payload text.\n    Use cve_lookup instead. This tool rejects them rather than answering emptily.\n  - a product or vendor name ('Cisco FMC', '7-Zip'), which appears in an advisory,\n    not in the request. Search the endpoint it exposes instead, e.g. '/ccmadmin' or\n    the vulnerable path.\n  - a description of behaviour ('SQL injection attempts'). Search a marker that\n    occurs in the traffic, e.g. 'UNION SELECT' or '../'.\n\nAn empty list is a real answer: it means no captured request in that window\ncontained the string. Widen since/until before concluding the activity does not\nexist. Free to call; volume is metered like every other tool.\nsince/until are ISO-8601 UTC strings.",
                "inputSchema": {
                  "additionalProperties": false,
                  "properties": {
                    "limit": {
                      "default": 50,
                      "type": "integer"
                    },
                    "query": {
                      "type": "string"
                    },
                    "since": {
                      "type": "string"
                    },
                    "until": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "query",
                    "since",
                    "until"
                  ],
                  "type": "object"
                },
                "name": "payload_search_tool"
              },
              {
                "description": "Attack volume over time, bucketed by hour or day. Use for: 'show attack trends this\nweek', 'was there a spike on port 22?', 'how has SSH scanning changed?', 'attack volume\nfrom China over 30 days'. bucket: 'hour' or 'day'. Optional filters: filter_protocol\n('tls'/'''), filter_country (2-letter code), filter_dest_port. since/until ISO-8601 UTC.",
                "inputSchema": {
                  "additionalProperties": false,
                  "properties": {
                    "bucket": {
                      "default": "day",
                      "type": "string"
                    },
                    "filter_country": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null
                    },
                    "filter_dest_port": {
                      "anyOf": [
                        {
                          "type": "integer"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null
                    },
                    "filter_protocol": {
                      "anyOf": [
                        {
                          "type": "string"
                        },
                        {
                          "type": "null"
                        }
                      ],
                      "default": null
                    },
                    "since": {
                      "type": "string"
                    },
                    "until": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "since",
                    "until"
                  ],
                  "type": "object"
                },
                "name": "attack_timeline_tool"
              },
              {
                "description": "Full honeypot profile for an ASN (autonomous system / hosting provider). Use for:\n'tell me about AS202425', 'what is Vultr doing in my honeypots?', 'attacks from this\nhosting provider', 'attribute this IP to its network'. asn format: 'AS12345'.\nReturns: total events, unique IPs, top targeted ports, top source countries, top user\nagents, org name. since/until are ISO-8601 UTC strings.",
                "inputSchema": {
                  "additionalProperties": false,
                  "properties": {
                    "asn": {
                      "type": "string"
                    },
                    "since": {
                      "type": "string"
                    },
                    "until": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "asn",
                    "since",
                    "until"
                  ],
                  "type": "object"
                },
                "name": "asn_enrich_tool"
              },
              {
                "description": "Search honeypot activity by TLS, HTTP, or SSH fingerprint. Use when a user asks:\n'have you seen this JA4 fingerprint?', 'which IPs share this TLS fingerprint?', 'how\ncommon is this HASSH?', 'find all scanners with this SSH client fingerprint'. fp_type:\n'ja4' (TLS client), 'ja3' (legacy TLS client, MD5 \u2014 still keyed by many TI feeds),\n'ja4h' (HTTP client), 'hassh' (SSH client). since/until are ISO-8601 UTC strings.",
                "inputSchema": {
                  "additionalProperties": false,
                  "properties": {
                    "fingerprint": {
                      "type": "string"
                    },
                    "fp_type": {
                      "type": "string"
                    },
                    "limit": {
                      "default": 50,
                      "type": "integer"
                    },
                    "since": {
                      "type": "string"
                    },
                    "until": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "fingerprint",
                    "fp_type",
                    "since",
                    "until"
                  ],
                  "type": "object"
                },
                "name": "fingerprint_search_tool"
              },
              {
                "description": "The population behind a single client fingerprint: how many source IPs carry it,\nacross how many networks (ASNs) and countries, the ports they hit, the top networks\nand a sample of the IPs, plus a read on whether it is concentrated (a likely\ncoordinated operation, many IPs on few networks) or spread thin (a common client).\nUse when a user asks: 'is this JA4 one botnet or a common tool?', 'how many networks\nuse this HASSH?', 'how specific / concentrated is this fingerprint?'. fp_type: 'ja4'\n(TLS), 'ja4h' (HTTP), 'hassh' (SSH). Covers the full retained window (no date range).",
                "inputSchema": {
                  "additionalProperties": false,
                  "properties": {
                    "fingerprint": {
                      "type": "string"
                    },
                    "fp_type": {
                      "type": "string"
                    }
                  },
                  "required": [
                    "fingerprint",
                    "fp_type"
                  ],
                  "type": "object"
                },
                "name": "fingerprint_population_tool"
              }
            ]
          }
        },
        "bad_protocol_status_code": 200,
        "delete_error": null,
        "delete_status_code": null,
        "expired_session_error": null,
        "expired_session_status_code": null,
        "issues": [
          "missing_session_id",
          "missing_protocol_header",
          "bad_protocol_not_rejected"
        ],
        "last_event_id_visible": false,
        "protocol_header_present": false,
        "requested_protocol_version": "2025-06-18",
        "session_id_present": false,
        "transport": "streamable-http"
      },
      "latency_ms": 100.96,
      "status": "error"
    },
    "utility_coverage_probe": {
      "details": {
        "completions": {
          "advertised": false,
          "live_probe": "not_executed",
          "sample_target": null
        },
        "initialize_capability_keys": [
          "tools"
        ],
        "pagination": {
          "metadata_signal": false,
          "next_cursor_methods": [],
          "supported": false
        },
        "tasks": {
          "advertised": false,
          "http_status": 401,
          "probe_status": "auth_required"
        }
      },
      "latency_ms": 98.66,
      "status": "ok"
    }
  },
  "failures": {
    "openid_configuration": {
      "error": "Client error '404 Not Found' for url 'https://mcp.honeylabs.net/.well-known/openid-configuration'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404",
      "url": "https://mcp.honeylabs.net/.well-known/openid-configuration"
    },
    "server_card": {
      "error": "Client error '404 Not Found' for url 'https://mcp.honeylabs.net/.well-known/mcp/server-card.json'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404",
      "url": "https://mcp.honeylabs.net/.well-known/mcp/server-card.json"
    },
    "transport_compliance_probe": {
      "bad_protocol_error": null,
      "bad_protocol_headers": {
        "content-type": "application/json",
        "strict-transport-security": "max-age=31536000; includeSubDomains"
      },
      "bad_protocol_payload": {
        "id": 410,
        "jsonrpc": "2.0",
        "result": {
          "tools": [
            {
              "description": "Return individual raw honeypot events with all fields. Use when the user wants to see\nactual records: 'show me events from this IP', 'what hit port 443 last week', 'events from\nRussia yesterday'. Filters: source_ip, country (2-letter code), asn (e.g. 'AS12345'),\ndest_port, protocol ('tls' or '' = the coarse TLS/raw-TCP signal),\napp_protocol (nDPI L7 protocol label: 'bittorrent', 'ssh', 'rdp', 'mssql-tds', 'mining',\n'rtsp', 'smbv1', ... \u2014 find everything speaking a protocol regardless of port),\nhttp_method, request_header (substring of the masked\nHTTP request headers), ja4/ja3 (exact TLS client fingerprint),\nhas_client_cert (true = only events where the client presented an mTLS cert),\nip_version (4 or 6 = only IPv4 or IPv6 sources).\nsince/until are ISO-8601 UTC strings. Each record includes: source_ip, country, asn,\ndest_port, user_agent, url_path, http_request_headers, tls_client_ja4, tls_client_ja3,\nhttp_request_ja4h, ssh_client_hassh, tls_client_cert_subject/issuer,\nevent_sequence, event_duration, source_bytes/dest_bytes/network_bytes, network_protocol,\napplication_protocol, timestamp.",
              "inputSchema": {
                "additionalProperties": false,
                "properties": {
                  "app_protocol": {
                    "anyOf": [
                      {
                        "type": "string"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "default": null
                  },
                  "asn": {
                    "anyOf": [
                      {
                        "type": "string"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "default": null
                  },
                  "country": {
                    "anyOf": [
                      {
                        "type": "string"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "default": null
                  },
                  "dest_port": {
                    "anyOf": [
                      {
                        "type": "integer"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "default": null
                  },
                  "has_client_cert": {
                    "anyOf": [
                      {
                        "type": "boolean"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "default": null
                  },
                  "http_method": {
                    "anyOf": [
                      {
                        "type": "string"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "default": null
                  },
                  "ip_version": {
                    "anyOf": [
                      {
                        "type": "integer"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "default": null
                  },
                  "ja3": {
                    "anyOf": [
                      {
                        "type": "string"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "default": null
                  },
                  "ja4": {
                    "anyOf": [
                      {
                        "type": "string"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "default": null
                  },
                  "limit": {
                    "default": 100,
                    "type": "integer"
                  },
                  "protocol": {
                    "anyOf": [
                      {
                        "type": "string"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "default": null
                  },
                  "request_header": {
                    "anyOf": [
                      {
                        "type": "string"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "default": null
                  },
                  "since": {
                    "type": "string"
                  },
                  "source_ip": {
                    "anyOf": [
                      {
                        "type": "string"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "default": null
                  },
                  "until": {
                    "type": "string"
                  }
                },
                "required": [
                  "since",
                  "until"
                ],
                "type": "object"
              },
              "name": "search_events_tool"
            },
            {
              "description": "Ranked leaderboard of attack sources. Use for: 'who is attacking the most?', 'top\nattacking countries', 'most targeted ports', 'most common user agents', 'top ASNs by\nattack volume', 'top IPs from China', 'top attackers hitting port 22'.\n'by' controls grouping: ip, asn, country, port, user_agent, ja4, url_path, domain, cve.\nby='cve' answers 'what CVEs are being mass-scanned right now' and returns\nvalue (the CVE id), title, severity, actively_exploited and counts; drill into any of\nthem with cve_lookup. by='cve' does not accept the country/dest_port/asn filters.\nOptional filters: country (2-letter ISO, e.g. 'CN'), dest_port, asn (e.g. 'AS12345').\nAdding a filter is required for large time ranges to stay within memory limits.\nsince/until are ISO-8601 UTC strings.",
              "inputSchema": {
                "additionalProperties": false,
                "properties": {
                  "asn": {
                    "anyOf": [
                      {
                        "type": "string"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "default": null
                  },
                  "by": {
                    "default": "ip",
                    "type": "string"
                  },
                  "country": {
                    "anyOf": [
                      {
                        "type": "string"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "default": null
                  },
                  "dest_port": {
                    "anyOf": [
                      {
                        "type": "integer"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "default": null
                  },
                  "limit": {
                    "default": 20,
                    "type": "integer"
                  },
                  "since": {
                    "type": "string"
                  },
                  "until": {
                    "type": "string"
                  }
                },
                "required": [
                  "since",
                  "until"
                ],
                "type": "object"
              },
              "name": "top_attackers_tool"
            },
            {
              "description": "Look up any IP address, CIDR network, set of networks, or domain in the honeypot\n    dataset. Use this FIRST whenever the\n    user asks: 'is this IP malicious?', 'is this a known scanner?', 'have you seen this IP?',\n    'what does this IP do?', 'when was it last seen?', 'is this IP in your data?'. Returns:\n    total_events (0 = never observed), first_seen, last_seen, country, ASN, the 50 most-hit\nports plus ports_targeted_count for the true total,\n    top user agents, top URL paths, TLS/HTTP/SSH fingerprints. Covers both IPv4 and domains.\n    Also returns our own judgement: `verdict` (human sentence) with `verdict_key` (stable\n    machine value to alert on) and `verdict_why`; `scanner` (benign-scanner identity from our\n    classification table, or null) so research traffic can be told apart from real attacks;\n    and `cve_probes`, the CVE signatures this address was seen probing.\n\n    WINDOW: `days` bounds the query to the last N days; leave it unset for every\n    retained event, which is the right default for \"have we ever seen this\". The\n    website's /lookup defaults to 7 days for anonymous visitors, so the same\n    address can read very differently on the two surfaces. Every response states\n    which window it used in `window`; quote it alongside any count you report.\n\n    RANGES: pass a CIDR ('103.66.28.0/22') for a whole-network aggregate, or several at once\n    separated by commas, spaces or newlines ('103.66.28.0/22, 8.34.210.32/27') to answer\n    'have any of this vendor's ranges touched us' in ONE call. Never expand a network into\n    individual addresses and loop -- that is hundreds of calls for an answer this returns in\n    one, and it will exhaust your quota. A range answer sets query_type to 'cidr' or\n    'cidr_set', lists every range back in `ranges`, and gives `per_range` counts plus\n    `top_source_ips`; total_events 0 with those fields present is a real observed absence.",
              "inputSchema": {
                "additionalProperties": false,
                "properties": {
                  "days": {
                    "anyOf": [
                      {
                        "type": "integer"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "default": null
                  },
                  "ioc": {
                    "type": "string"
                  }
                },
                "required": [
                  "ioc"
                ],
                "type": "object"
              },
              "name": "ioc_lookup_tool"
            },
            {
              "description": "Who is probing a specific CVE. Use whenever the user names a CVE: 'is CVE-2024-4577\nbeing exploited in the wild?', 'who is scanning for this CVE?', 'show me actors probing\nCVE-2023-1389'. Returns severity, KEV (actively_exploited), event and unique-IP counts,\nthe top probing IPs with country/ASN/scanner tag, top ASNs, exploiter fingerprints,\nsample request paths and a daily timeline. window: 24h, 7d, 30d or 90d.\n`observed: false` with a note means we hold no detection pattern for that CVE, which is\nNOT the same as nobody scanning it. Do not use payload_search for a CVE id: the id is\nour tag for a pattern and never appears in the payload text.",
              "inputSchema": {
                "additionalProperties": false,
                "properties": {
                  "cve_id": {
                    "type": "string"
                  },
                  "limit": {
                    "default": 25,
                    "type": "integer"
                  },
                  "window": {
                    "default": "7d",
                    "type": "string"
                  }
                },
                "required": [
                  "cve_id"
                ],
                "type": "object"
              },
              "name": "cve_lookup_tool"
            },
            {
              "description": "Literal substring search over captured request text: URL path, request body,\nrequest headers and event summary. Use for: 'find attacks targeting /wp-admin',\n'find requests with this user agent string', 'what payloads hit port 80 last week'.\n\nIt matches text that literally appeared in the request, and nothing else. These do\nNOT work and will return an empty list:\n  - a CVE id ('CVE-2024-4577'), which is our tag for a pattern, never payload text.\n    Use cve_lookup instead. This tool rejects them rather than answering emptily.\n  - a product or vendor name ('Cisco FMC', '7-Zip'), which appears in an advisory,\n    not in the request. Search the endpoint it exposes instead, e.g. '/ccmadmin' or\n    the vulnerable path.\n  - a description of behaviour ('SQL injection attempts'). Search a marker that\n    occurs in the traffic, e.g. 'UNION SELECT' or '../'.\n\nAn empty list is a real answer: it means no captured request in that window\ncontained the string. Widen since/until before concluding the activity does not\nexist. Free to call; volume is metered like every other tool.\nsince/until are ISO-8601 UTC strings.",
              "inputSchema": {
                "additionalProperties": false,
                "properties": {
                  "limit": {
                    "default": 50,
                    "type": "integer"
                  },
                  "query": {
                    "type": "string"
                  },
                  "since": {
                    "type": "string"
                  },
                  "until": {
                    "type": "string"
                  }
                },
                "required": [
                  "query",
                  "since",
                  "until"
                ],
                "type": "object"
              },
              "name": "payload_search_tool"
            },
            {
              "description": "Attack volume over time, bucketed by hour or day. Use for: 'show attack trends this\nweek', 'was there a spike on port 22?', 'how has SSH scanning changed?', 'attack volume\nfrom China over 30 days'. bucket: 'hour' or 'day'. Optional filters: filter_protocol\n('tls'/'''), filter_country (2-letter code), filter_dest_port. since/until ISO-8601 UTC.",
              "inputSchema": {
                "additionalProperties": false,
                "properties": {
                  "bucket": {
                    "default": "day",
                    "type": "string"
                  },
                  "filter_country": {
                    "anyOf": [
                      {
                        "type": "string"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "default": null
                  },
                  "filter_dest_port": {
                    "anyOf": [
                      {
                        "type": "integer"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "default": null
                  },
                  "filter_protocol": {
                    "anyOf": [
                      {
                        "type": "string"
                      },
                      {
                        "type": "null"
                      }
                    ],
                    "default": null
                  },
                  "since": {
                    "type": "string"
                  },
                  "until": {
                    "type": "string"
                  }
                },
                "required": [
                  "since",
                  "until"
                ],
                "type": "object"
              },
              "name": "attack_timeline_tool"
            },
            {
              "description": "Full honeypot profile for an ASN (autonomous system / hosting provider). Use for:\n'tell me about AS202425', 'what is Vultr doing in my honeypots?', 'attacks from this\nhosting provider', 'attribute this IP to its network'. asn format: 'AS12345'.\nReturns: total events, unique IPs, top targeted ports, top source countries, top user\nagents, org name. since/until are ISO-8601 UTC strings.",
              "inputSchema": {
                "additionalProperties": false,
                "properties": {
                  "asn": {
                    "type": "string"
                  },
                  "since": {
                    "type": "string"
                  },
                  "until": {
                    "type": "string"
                  }
                },
                "required": [
                  "asn",
                  "since",
                  "until"
                ],
                "type": "object"
              },
              "name": "asn_enrich_tool"
            },
            {
              "description": "Search honeypot activity by TLS, HTTP, or SSH fingerprint. Use when a user asks:\n'have you seen this JA4 fingerprint?', 'which IPs share this TLS fingerprint?', 'how\ncommon is this HASSH?', 'find all scanners with this SSH client fingerprint'. fp_type:\n'ja4' (TLS client), 'ja3' (legacy TLS client, MD5 \u2014 still keyed by many TI feeds),\n'ja4h' (HTTP client), 'hassh' (SSH client). since/until are ISO-8601 UTC strings.",
              "inputSchema": {
                "additionalProperties": false,
                "properties": {
                  "fingerprint": {
                    "type": "string"
                  },
                  "fp_type": {
                    "type": "string"
                  },
                  "limit": {
                    "default": 50,
                    "type": "integer"
                  },
                  "since": {
                    "type": "string"
                  },
                  "until": {
                    "type": "string"
                  }
                },
                "required": [
                  "fingerprint",
                  "fp_type",
                  "since",
                  "until"
                ],
                "type": "object"
              },
              "name": "fingerprint_search_tool"
            },
            {
              "description": "The population behind a single client fingerprint: how many source IPs carry it,\nacross how many networks (ASNs) and countries, the ports they hit, the top networks\nand a sample of the IPs, plus a read on whether it is concentrated (a likely\ncoordinated operation, many IPs on few networks) or spread thin (a common client).\nUse when a user asks: 'is this JA4 one botnet or a common tool?', 'how many networks\nuse this HASSH?', 'how specific / concentrated is this fingerprint?'. fp_type: 'ja4'\n(TLS), 'ja4h' (HTTP), 'hassh' (SSH). Covers the full retained window (no date range).",
              "inputSchema": {
                "additionalProperties": false,
                "properties": {
                  "fingerprint": {
                    "type": "string"
                  },
                  "fp_type": {
                    "type": "string"
                  }
                },
                "required": [
                  "fingerprint",
                  "fp_type"
                ],
                "type": "object"
              },
              "name": "fingerprint_population_tool"
            }
          ]
        }
      },
      "bad_protocol_status_code": 200,
      "delete_error": null,
      "delete_status_code": null,
      "expired_session_error": null,
      "expired_session_status_code": null,
      "issues": [
        "missing_session_id",
        "missing_protocol_header",
        "bad_protocol_not_rejected"
      ],
      "last_event_id_visible": false,
      "protocol_header_present": false,
      "requested_protocol_version": "2025-06-18",
      "session_id_present": false,
      "transport": "streamable-http"
    }
  },
  "remote_url": "https://mcp.honeylabs.net/mcp",
  "server_card_payload": null,
  "server_identifier": "honeylabshq/honeylabs-mcp"
}

Capabilities

OAuth: ✓
DCR/CIMD: ✓
Prompts: ✕
Homepage: https://glama.ai/mcp/servers/jnlq7n0oeh
Docs: none
Support: https://github.com/honeylabshq/honeylabs-mcp
Icon: none
Remote endpoint: https://mcp.honeylabs.net/mcp
Server card: none

Use-case taxonomy

development database search productivity

Transport compliance drilldown

Probe status

Error

Transport

streamable-http

Session header

Protocol header

Bad protocol response

200

DELETE teardown

n/a

Expired session retry

n/a

Last-Event-ID visible

Issues: missing_session_id, missing_protocol_header, bad_protocol_not_rejected

Request association

Status

Missing

Advertised capabilities

none

Observed idle methods

none

Violating methods

none

Probe HTTP status

n/a

Issues

none

Connector replay

Status

Backward compatible

✓

Would break after refresh

Added tools

none

Removed tools

none

Additive output changes

none

Required-argument replay breaks

Tool	Added required args	Removed required args
No required-argument replay breaks detected.

Output-schema replay breaks

Tool	Removed properties	Added properties
No output-schema replay breaks detected.