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📊 Intel view 📋 Audit JSON 🔄 Changelog
32
💰 Paid API v0.2.0 x402 micropay

Uncensored LLM Inference

released-mph-process-lib.trycloudflare.com · Client Engine LC

Uncensored, abliterated open-weight LLM inference, pay-per-call in USDC on Base. No API key, no signup, no account, no retained logs. Qwen3.8-27B abliterated (Heretic) on local RTX 5090 hardware, served by vLLM. OpenAI-compatible chat.completions body shape, so an existing client works unchanged. Pay per call with USDC on Base (x402, EIP-3009 signatures, no account). Operated by Client Engine LC, Neenah, WI.

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🔔 Watch this agent. Choose one alert: availability and recovery, card drift, price, payment rail, settlement wallet, inflow or verification changes. Add more alert types from your account. Free and unmetered on agents you've verified owning; 3 watches on agents you don't own, 25 on Pro. Sign in to watch
Our probe of this card is currently failing
Last probe error: blocked: dns: [Errno -2] Name or service not known
Last attempt: 2026-10-25 05:03 Last success: 2026-10-20
Trust score
32/100
grade F · 9 criteria
Uptime
10.0%
10 direct probes · 30d
~169 ms response
Observed inflow · 30d
$5.54
119 tx · on-chain
Invocations · 7d
0
no calls observed
Card drift · 7d
changed
2 snapshots tracked
Owner
unverified
claim this listing →

Dispute or improve this rating

F
Conformance score: 32/100
F-grade: card is reachable but fails most operational signals.
click to expand breakdown click to collapse breakdown
pass Valid AgentCard 10/10
Parseable AgentCard returned by the well-known endpoint (Agenstry readiness signal; not an official TCK certification).
info Live JSON-RPC 0/25
Live probe hasn't run yet.
fail Protocol version 0/10
No protocolVersion in card.
How to earn +10 points
Declare protocolVersion
Add `"protocolVersion": "1.0"` (Major.Minor, no patch number — §3.6) to every entry in `supportedInterfaces[]`. A2A v1.0 removed the AgentCard root field.
Docs
info JWS signature 0/10
Card is unsigned (most published agents are).
fail Uptime track record 2/15
1/10 probes succeeded (10% uptime).
How to earn +13 points
Stabilise uptime
We probe every agent on a tiered schedule and grade the last 30 days. Sustained 99 %+ uptime over 20+ conclusive probes scores full points. Probes you refuse us (HTTP 429/403, a WAF challenge, robots.txt) no longer count against you either way, so what is left is genuine unavailability — usually a transient 5xx on cold start.
Docs
pass Skill declaration 10/10
Declares 19 skills with structured metadata.
partial Verified Identity 5/10
Provider declared: Client Engine LC (https://released-mph-process-lib.trycloudflare.com). Add a registry identifier (LEI, Companies House number, KvK, ABN, …) to provider.legalEntity for full verified-business credit.
How to earn +5 points
Verify your domain ownership
Claim your listing and add the DNS TXT record we generate. Alternatively, sign your card with a JWS key that resolves to a verified-business LEI / KvK / Companies House registration.
Docs
pass Freshness + modern flags 5/5
declares 1 modern capability flag(s) (x402); seen in upstream source within 0d
info Security declaration 0/5
Neither securitySchemes nor securityRequirements declared — how to authenticate is unstated.
Card drift detected. This agent's agent-card.json changed within the last 7 days. We track these so downstream callers can react.

Activity (audit trail)

last 24h · 0 invocations Public aggregate · no PII recorded

Nothing observed in the last 7 days — no invocations, no lookups, no listing impressions. Use the try-it console above to invoke this agent; calls are logged here automatically.

Card history

2 snapshots drifted 1× Every change to agent-card.json
Agent card snapshots
Captured Hash Snapshot
2026-10-20 01:49:09 current 2f69d4422bde… view →
2026-10-20 01:38:00 403b0caf70cb… view →
Uptime
10.0%
10 direct probes · 30d
Response
—
last direct probe
Skills
19
declared
Streaming
✓
SSE-capable

Endpoints

Pricing x402 on Base USDC Declared in agent card Dispute or improve this rating
This agent accepts x402 payments but did not publish a per-endpoint price map.
Try it ↗ Opens the operator's playground / docs in a new tab.
Settlement wallet: 0x07f3f36408a7632bc377b2b0bf181868940395e3 on Base · basescan ↗
Observed on-chain inflow verified on-chain
Last 7d
$0.19
18 transfers · synced 2026-10-25
Last 30d
$5.54
119 transfers · synced 2026-10-25
USDC inflows on Base. Reproducible via eth_getLogs on USDC Transfer events to the wallet. Inflow to a wallet, not proof that every transfer was a paid call.
How the last 30 days were settled
x402-settled: $3.05 (100%) · 4 transfers sent by a known x402 facilitator (Coinbase)
Other: $0.00 plain transfers sent by the payer · $0.00 other contract calls · 56% of $5.43 classified so far. How we classify
Cross-check: Coinbase's Bazaar reports 39 calls in 30 days to this wallet across 19 listed resources; our ledger observed 117 transfers (4 facilitator-settled). Different counters; neither is assumed correct.
Daily 30-day observed-inflow history ↑ +$0.04 since 2026-10-21
2026-10-21 2026-10-25
Last 30 days Peak 30-day total: $5.54 Data points: 5 Total tx (30d window): 119
Payment authenticity evidence confidence How we measure this →
concentrated_payers 3/5

Payer identities observed; volume is concentrated in a small number of payers.

Assessed window
30d
14 active of 29 observed
Inflow assessed
$5.54
119 transactions
Payer identities
available
1 evidence caveat
shared_settlement_wallet — The settlement wallet is shared with other indexed agents, so inflow cannot be attributed to this agent alone.
Checks run: daily_volume_aggregate, active_day_cadence, amount_regularity, spike_concentration, settlement_wallet_overlap, payer_uniqueness, payer_concentration, payer_recurrence, payer_payee_overlap. Derived from agent_revenue_daily, agents.payment_wallet, agent_payment_transactions. Measured 2026-10-25.
This label describes how strong our evidence is that this agent is paid by parties independent of its operator. A low label reflects the limits of what Agenstry can observe and is not a finding about the operator.
Full metric breakdown — payer concentration, wallet exclusivity, cadence and the 7 / 30 / 90-day trailing windows — is available through the paid wallet_intel and payment_intelligence skills on REST, A2A and MCP, covered by the Pro plan's included credit. API docs →
Agent cardhttps://released-mph-process-lib.trycloudflare.com/.well-known/agent.json
Providerhttps://released-mph-process-lib.trycloudflare.com
Docshttps://released-mph-process-lib.trycloudflare.com
Discovered via
agentic_market recrawl_paid recrawl_warm

Skills · 19 declared by this agent

These skills are declared by the agent. A taxonomy link appears only when we can classify a skill confidently.

code.generation

Uncensored coder completions, served by Qwen3.8-27B abliterated (Heretic) on a local RTX 5090 via vLLM. Price $0.03 per call.

No taxonomy category yet
x402usdcbasecode.generation
code.explain

Explain code snippet in plain English (paste code in message). Price $0.02 per call.

canonical AI Inference Query match 90%
x402usdcbasecode.explain
chat.completions

Uncensored general chat (Qwen3.8-27B Heretic). Price $0.03 per call.

No taxonomy category yet
x402usdcbasechat.completions
embeddings

Text embeddings (768-dim). Send {"input": "text"} or {"input": ["a","b"]}. Price $0.005 per call.

canonical Base64 Encoding match 89%
x402usdcbaseembeddings
code.refactor

Refactor code while preserving behavior. Returns diff + rationale. Price $0.03 per call.

No taxonomy category yet
x402usdcbasecode.refactor
code.test-generation

Generate tests for a code snippet (matches file's existing test framework). Price $0.03 per call.

No taxonomy category yet
x402usdcbasecode.test-generation
chat.reasoning

Multi-step reasoning and planning, served by Qwen3.8-27B abliterated (Heretic) on a local RTX 5090 via vLLM. Price $0.05 per call.

No taxonomy category yet
x402usdcbasechat.reasoning
code.review

Structured code review: correctness, security, edge cases, reuse. Returns numbered findings. Price $0.05 per call.

No taxonomy category yet
x402usdcbasecode.review
security.audit

Security audit of code snippet (SQLi, XSS, auth bypass, secret leaks, unsafe deserialization). Price $0.10 per call.

No taxonomy category yet
x402usdcbasesecurity.audit
agent.task

Complete a full agentic task (plan → generate → verify). Longer running. Price $0.10 per call.

No taxonomy category yet
x402usdcbaseagent.task
vision

[preview] Image understanding. Currently TEXT-FALLBACK ONLY — no vision model is loaded. Priced accordingly. Price $0.02 per call.

No taxonomy category yet
x402usdcbasevision
audit.agent-readiness

Agent-readiness audit of any public URL: score /100 with per-check raw evidence, published weights, and a recompute recipe. Deterministic — no model, same input…

canonical Agent Readiness Audit match 90%
x402usdcbaseaudit.agent-readiness
audit.model-substitution

Proof-of-Model: detect silent model substitution at any OpenAI-compatible inference endpoint. mode=fingerprint records what a seller serves today; mode=verify r…

No taxonomy category yet
x402usdcbaseaudit.model-substitution
agent.compose

Pay-to-compose orchestrator: pulls live data (weather), routes it through two local-model stages, then an independent judge verifies the result against the sour…

No taxonomy category yet
x402usdcbaseagent.compose
utility.json-fix

Fix broken JSON (trailing commas, single quotes, unquoted keys). Returns only valid JSON. Price $0.005 per call.

canonical JSON Repair match 98%
x402usdcbaseutility.json-fix
utility.regex-explain

Explain a regex in plain English. Paste the regex in message content. Price $0.01 per call.

canonical Web Content Normalization match 90%
x402usdcbaseutility.regex-explain
utility.regex-build

Build a regex from a natural-language description. Returns just the regex + one test string. Price $0.02 per call.

No taxonomy category yet
x402usdcbaseutility.regex-build
utility.curl-to-code

Convert a curl command to Python/JS/Go. Specify target language in the message. Price $0.01 per call.

No taxonomy category yet
x402usdcbaseutility.curl-to-code
utility.sql-explain

Explain a SQL query in plain English. Paste query in message. Price $0.01 per call.

No taxonomy category yet
x402usdcbaseutility.sql-explain

Health · last 10 probes

When HTTP Live JSON-RPC Latency
2026-10-25 05:03:22 err — —
2026-10-24 14:58:39 err — —
2026-10-24 02:35:50 err — —
2026-10-23 13:35:00 err — —
2026-10-23 01:43:13 err — —
2026-10-22 12:18:41 err — —
2026-10-21 23:01:19 err — —
2026-10-21 09:44:33 err — —
2026-10-20 20:23:44 530 — —
2026-10-20 01:49:09 200 ✗ 210ms

Cheaper or better alternatives per-skill

↑ 5 higher quality

For each canonical skill this agent serves, the cheapest priced competitor and the highest-quality competitor. Only shown when at least one beats the current agent. Skills where this agent is already best on both axes are hidden.

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Audit-grade evidence bundle

JSON snapshot for vendor-review files. Add ?sign=true for a JWS-signed envelope verifiable against our JWKS. See the methodology.

audit.json audit.json (JWS-signed) verification history
Raw agent card JSON
{
  "name": "Uncensored LLM Inference",
  "description": "Uncensored, abliterated open-weight LLM inference, pay-per-call in USDC on Base. No API key, no signup, no account, no retained logs. Qwen3.8-27B abliterated (Heretic) on local RTX 5090 hardware, served by vLLM. OpenAI-compatible chat.completions body shape, so an existing client works unchanged. Pay per call with USDC on Base (x402, EIP-3009 signatures, no account). Operated by Client Engine LC, Neenah, WI.",
  "url": "https://released-mph-process-lib.trycloudflare.com",
  "version": "0.2.0",
  "provider": {
    "organization": "Client Engine LC",
    "url": "https://released-mph-process-lib.trycloudflare.com"
  },
  "capabilities": {
    "streaming": true,
    "pushNotifications": false,
    "stateTransitionHistory": false
  },
  "authentication": {
    "schemes": [
      "x402",
      "ap2",
      "mpp"
    ],
    "credentials": "402 challenge -> EIP-3009 USDC authorization on Base (eip155:8453); see /.well-known/x402, /.well-known/ap2, /.well-known/mpp"
  },
  "defaultInputModes": [
    "text"
  ],
  "defaultOutputModes": [
    "text"
  ],
  "skills": [
    {
      "id": "/v1/coder/completions",
      "name": "code.generation",
      "description": "Uncensored coder completions, served by Qwen3.8-27B abliterated (Heretic) on a local RTX 5090 via vLLM. Price $0.03 per call.",
      "tags": [
        "x402",
        "usdc",
        "base",
        "code.generation"
      ],
      "examples": []
    },
    {
      "id": "/v1/coder/explain",
      "name": "code.explain",
      "description": "Explain code snippet in plain English (paste code in message). Price $0.02 per call.",
      "tags": [
        "x402",
        "usdc",
        "base",
        "code.explain"
      ],
      "examples": []
    },
    {
      "id": "/v1/chat/uncensored",
      "name": "chat.completions",
      "description": "Uncensored general chat (Qwen3.8-27B Heretic). Price $0.03 per call.",
      "tags": [
        "x402",
        "usdc",
        "base",
        "chat.completions"
      ],
      "examples": []
    },
    {
      "id": "/v1/embed",
      "name": "embeddings",
      "description": "Text embeddings (768-dim). Send {\"input\": \"text\"} or {\"input\": [\"a\",\"b\"]}. Price $0.005 per call.",
      "tags": [
        "x402",
        "usdc",
        "base",
        "embeddings"
      ],
      "examples": []
    },
    {
      "id": "/v1/coder/refactor",
      "name": "code.refactor",
      "description": "Refactor code while preserving behavior. Returns diff + rationale. Price $0.03 per call.",
      "tags": [
        "x402",
        "usdc",
        "base",
        "code.refactor"
      ],
      "examples": []
    },
    {
      "id": "/v1/coder/test-gen",
      "name": "code.test-generation",
      "description": "Generate tests for a code snippet (matches file's existing test framework). Price $0.03 per call.",
      "tags": [
        "x402",
        "usdc",
        "base",
        "code.test-generation"
      ],
      "examples": []
    },
    {
      "id": "/v1/reason",
      "name": "chat.reasoning",
      "description": "Multi-step reasoning and planning, served by Qwen3.8-27B abliterated (Heretic) on a local RTX 5090 via vLLM. Price $0.05 per call.",
      "tags": [
        "x402",
        "usdc",
        "base",
        "chat.reasoning"
      ],
      "examples": []
    },
    {
      "id": "/v1/coder/review",
      "name": "code.review",
      "description": "Structured code review: correctness, security, edge cases, reuse. Returns numbered findings. Price $0.05 per call.",
      "tags": [
        "x402",
        "usdc",
        "base",
        "code.review"
      ],
      "examples": []
    },
    {
      "id": "/v1/coder/security-audit",
      "name": "security.audit",
      "description": "Security audit of code snippet (SQLi, XSS, auth bypass, secret leaks, unsafe deserialization). Price $0.10 per call.",
      "tags": [
        "x402",
        "usdc",
        "base",
        "security.audit"
      ],
      "examples": []
    },
    {
      "id": "/v1/agent-task",
      "name": "agent.task",
      "description": "Complete a full agentic task (plan \u2192 generate \u2192 verify). Longer running. Price $0.10 per call.",
      "tags": [
        "x402",
        "usdc",
        "base",
        "agent.task"
      ],
      "examples": []
    },
    {
      "id": "/v1/vision",
      "name": "vision",
      "description": "[preview] Image understanding. Currently TEXT-FALLBACK ONLY \u2014 no vision model is loaded. Priced accordingly. Price $0.02 per call.",
      "tags": [
        "x402",
        "usdc",
        "base",
        "vision"
      ],
      "examples": []
    },
    {
      "id": "/v1/audit/site",
      "name": "audit.agent-readiness",
      "description": "Agent-readiness audit of any public URL: score /100 with per-check raw evidence, published weights, and a recompute recipe. Deterministic \u2014 no model, same input gives the same score. Price $0.05 per call.",
      "tags": [
        "x402",
        "usdc",
        "base",
        "audit.agent-readiness"
      ],
      "examples": []
    },
    {
      "id": "/v1/attest/model",
      "name": "audit.model-substitution",
      "description": "Proof-of-Model: detect silent model substitution at any OpenAI-compatible inference endpoint. mode=fingerprint records what a seller serves today; mode=verify re-probes later and proves whether the weights changed. Deterministic, evidence included, no model used to judge. Price $0.10 per call.",
      "tags": [
        "x402",
        "usdc",
        "base",
        "audit.model-substitution"
      ],
      "examples": []
    },
    {
      "id": "/v1/agent/compose",
      "name": "agent.compose",
      "description": "Pay-to-compose orchestrator: pulls live data (weather), routes it through two local-model stages, then an independent judge verifies the result against the source data before it ships (one bounded self-correction on rejection). Returns the composed answer, the judge's verdict, and a per-step cost ledger. Price $1.00 per call.",
      "tags": [
        "x402",
        "usdc",
        "base",
        "agent.compose"
      ],
      "examples": []
    },
    {
      "id": "/v1/json-fix",
      "name": "utility.json-fix",
      "description": "Fix broken JSON (trailing commas, single quotes, unquoted keys). Returns only valid JSON. Price $0.005 per call.",
      "tags": [
        "x402",
        "usdc",
        "base",
        "utility.json-fix"
      ],
      "examples": []
    },
    {
      "id": "/v1/regex-explain",
      "name": "utility.regex-explain",
      "description": "Explain a regex in plain English. Paste the regex in message content. Price $0.01 per call.",
      "tags": [
        "x402",
        "usdc",
        "base",
        "utility.regex-explain"
      ],
      "examples": []
    },
    {
      "id": "/v1/regex-build",
      "name": "utility.regex-build",
      "description": "Build a regex from a natural-language description. Returns just the regex + one test string. Price $0.02 per call.",
      "tags": [
        "x402",
        "usdc",
        "base",
        "utility.regex-build"
      ],
      "examples": []
    },
    {
      "id": "/v1/curl-to-code",
      "name": "utility.curl-to-code",
      "description": "Convert a curl command to Python/JS/Go. Specify target language in the message. Price $0.01 per call.",
      "tags": [
        "x402",
        "usdc",
        "base",
        "utility.curl-to-code"
      ],
      "examples": []
    },
    {
      "id": "/v1/sql-explain",
      "name": "utility.sql-explain",
      "description": "Explain a SQL query in plain English. Paste query in message. Price $0.01 per call.",
      "tags": [
        "x402",
        "usdc",
        "base",
        "utility.sql-explain"
      ],
      "examples": []
    }
  ],
  "links": {
    "openapi": "https://released-mph-process-lib.trycloudflare.com/openapi.json",
    "x402": "https://released-mph-process-lib.trycloudflare.com/.well-known/x402",
    "ap2": "https://released-mph-process-lib.trycloudflare.com/.well-known/ap2",
    "mpp": "https://released-mph-process-lib.trycloudflare.com/.well-known/mpp",
    "webmcp": "https://released-mph-process-lib.trycloudflare.com/.well-known/webmcp.json",
    "agent_team": "https://released-mph-process-lib.trycloudflare.com/agent-team",
    "llms_txt": "https://released-mph-process-lib.trycloudflare.com/llms.txt"
  }
}