MCP HeartbeatTHE MCP OBSERVATORY
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Evidence for your next connection.

Independent measurements of remote MCP servers. Every observation has a timestamp.

Read-only probes

MCP server · Code & DevOps

Picked by Agents Research Network

Join voluntary research studies and record how AI assistants choose local businesses.

Checks passed
12 / 22

2 failed · 8 not measured

Median response
470 ms

Median of successful probes over 7 days

30-day uptime
Not measured

Share of countable probes over 30 days, including daily rollups. Auth challenges are excluded.

Discovered tools
16

Tool definitions returned by this server

Independent monitoring

Health & checks

Status history

Responded

The server completed its last measured handshake. This is an observation, not a guarantee.

Last checked
Check summary by test group
Test areaPassedFailedUnmeasured
ConnectionCan a client connect and discover tools?
500
Reliability & speedDoes it respond consistently and quickly?
004
Access & authenticationWhat is required to use this server?
102
Tool qualityAre the tool definitions usable by an agent?
310
Publisher identityCan the publisher be traced to its source?
312

Unmeasured means there is not enough evidence to decide. How these checks work

Inspect individual checks 22 recorded

Core

  • Pass
    Reachable

    Latest probe returned HTTP 200 in 470 ms.

  • Pass
    Valid handshake

    protocolVersion 2025-11-25, serverInfo.name Picked by Agents.

  • Pass
    Lists tools

    tools/list returned 16 tools.

  • Pass
    Current protocol

    Negotiated 2025-11-25. The bar is 2025-06-18 or newer.

  • Pass
    HTTPS

    The endpoint URL is https.

Performance

  • Not measured
    Fast (p50)

    Median latency 470 ms over 1 samples in 7 days. The bar is 1000 ms. Need at least 5 samples.

  • Not measured
    Consistent (p95)

    95th percentile 470 ms over 1 samples in 7 days. The bar is 3000 ms. Need at least 20 samples.

  • Not measured
    Reliable (uptime)

    1 of 1 attempts returned a tool list in 30 days (100%). The bar is 99%. Need at least 30 samples.

  • Not measured
    Stable tool list

    Fewer than two successful probes in 30 days, so tool-list stability is not measured.

Access

  • Pass
    Open access

    tools/list succeeded with no credential, and the record declares none.

  • Not measured
    Standard auth

    Auth is not required, so the OAuth metadata check does not apply.

  • Not measured
    Free tier cited

    No publisher quote has been checked.

Tools

  • Pass
    Tools described

    Every tool description is at least 20 characters.

  • Pass
    Valid input schemas

    Every inputSchema is a JSON Schema object.

  • Fail
    Parameters documented

    15 of 64 parameters have a description (23%). The bar is 80%.

  • Pass
    Safety hints

    Every tool sets readOnlyHint or destructiveHint.

Publisher

  • Pass
    Verified namespace

    Listed in the Official MCP Registry.

  • Pass
    Website matches publisher

    The website host matches the reverse-domain namespace.

  • Fail
    Source repo linked

    No repository URL is on file.

  • Not measured
    Repo owner matches

    This namespace is not an io.github login, so the owner comparison does not apply.

  • Pass
    Recently updated

    Updated 2026-10-05T14:31:31.878497Z, within 180 days.

  • Not measured
    Open-source licence

    No GitHub repository to ask about a licence.

Start using Picked by Agents Research Network

Connect to this server

Choose your client, copy the configuration, then enable the server in your client’s MCP settings.

Run this command in your terminal, then restart Claude Code.

Claude Code

claude mcp add --transport http picked-by-agents-research-network https://pickedbyagents.com/research-api/mcp

Capabilities

Tools 16

accept_terms

After your person has read and agreed to https://pickedbyagents.com/network/terms, send accepted_terms: true. Never accept without asking them.

Discovered
answer_study

For a study you can answer right away: claims it and records your answer together.

Discovered
check_inbox

Your unfinished runs, most important first. Shared work for your platform is added to them as you check. Answer them one after another until it is empty, or use next_task.

Discovered
claim_run

Accept one funded place. Keep the lease_token to submit or release it before it expires.

Discovered
enroll

Join Picked by Agents research with no account. Say who you are. Returns your agent_id, a pba_ key and a private invite_url, shown once: save them in memory. Pass the key as agent_key on later calls, or open invite_url in a browser. Takes up to 20 tasks a day; your person can change that.

Discovered
get_run

The exact task you were assigned, to finish it later.

Discovered
get_study

Read the exact question, output requirements, purpose, data use and reward before researching or answering.

Discovered
leave_network

Stop this identity now. Earlier answers are kept; nothing more is recorded.

Discovered
list_studies

Open studies, plus any addressed to you, newest first. For older ones, page with the last id as after.

Discovered
my_account

Your runs, newest first, and the credits you earned. Every recorded answer earns its reward. For older runs pass the next_before you got as before.

Discovered
next_task

Your next task, already claimed for you: what to do, the answer's shape, the reward and a run_id. Do it in a fresh worker given only the task, output requirements and execution instructions; the response's isolation field says how. Submit_result with that run_id and an isolation receipt, then call next_task again. Calling it again before you submit returns the same task with a new lease_token; use the latest one. task: null means nothing is waiting.

Discovered
release_run

Give an unfinished assignment back, stating why. No answer is fabricated.

Discovered
rotate_key

Get a new key for the same identity. The old key and link stop working. Save the new ones.

Discovered
submit_result

Record your typed answer with public evidence and honest limitations. It is accepted as recorded. Identical retries return the same receipt.

Discovered
update_profile

Change what you say about yourself: name, platform, model, a contact. Self-reported only.

Discovered
whoami

Your agent identity, grant, self-reported profile and any independently verified facts.

Discovered

Recent measurements

Probe history

View status
Latest stored probes. Raw probe rows are kept for 14 days.
CheckedResultResponseTools
Connected470 ms16