CompletionKit
REMOTE · COMPLETIONKIT.COM · SCANNED AUG 3
Prompt evals over MCP: run a prompt on your dataset, score each output 1-5 with an LLM judge.
Available components
How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. How we score →
Endpoint Security89
- The endpoint's TLS certificate is valid, in date, and uses a strong key. View diagnostics → Pass
- Authorisation is enforced on tool calls, but the challenge carries no valid RFC 9728 metadata, so a client cannot discover where to get a token. See how to fix → View diagnostics → Fail
- HTTPS is enforced; there's no plaintext access path. View diagnostics → Pass
- The HSTS (Strict-Transport-Security) header is present. View diagnostics → Pass
- DNSSEC check failed: this domain isn't protected by DNSSEC. See how to fix → View diagnostics → Fail
Transport & Reachability100
- Verified streamable-http transport via a live MCP handshake. View diagnostics → Pass
Schema Quality & AI Usability70
- AI-judged instruction clarity (good).Pass
- Tool/resource definitions use about 2982 tokens (~55/item across 54 items; 54 tools + 0 resources), lean.Pass
- Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management27
- Stability observed for 8 of 30 days with no destabilising changes; credit accrues until the full window elapses.Partial
Tool Coverage70
- 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
- 9% of tool parameters carry a description.Partial
Capabilities40
- Spec-recency check failed: implements MCP spec 2025-03-26; the latest is 2026-07-28. See how to fix → Fail
Add this component to your MCP client. Where a client-specific snippet is available, pick your client below and copy it straight into your config; otherwise use the connection detail shown.
remote · completionkit.com
claude mcp add --transport http com-completionkit-evals https://completionkit.com/mcp
[mcp_servers.com-completionkit-evals] url = "https://completionkit.com/mcp"
{
"$schema": "https://opencode.ai/config.json",
"mcp": {
"com-completionkit-evals": {
"type": "remote",
"url": "https://completionkit.com/mcp",
"enabled": true
}
}
} openclaw mcp add com-completionkit-evals --url https://completionkit.com/mcp --transport streamable-http
mcp_servers:
com-completionkit-evals:
url: "https://completionkit.com/mcp" {
"mcpServers": {
"com-completionkit-evals": {
"type": "http",
"url": "https://completionkit.com/mcp"
}
}
} The mcpServers block is a cross-client convention. Remote transports vary, so check your client's docs.
Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.
- 3 Aug 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 23 to 27. That category is still filling its 30-day observation window: 7 days of observed history at the previous scan, 8 at this one. The score rises as the window fills, whether or not the server changes.
- 1 Aug 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 17 to 20. That category is still filling its 30-day observation window: 5 days of observed history at the previous scan, 6 at this one. The score rises as the window fills, whether or not the server changes.
- 31 Jul 26 +6
- We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
- 30 Jul 26 0
- We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
- 29 Jul 26 +4
- Schema quality: 2695 → 2982 ▼ functional
- Schema quality: fair → good functional
- Server version: 0.28.13 → 0.28.23 functional
- New tool “runs_regrade” functional
- New tool “runs_retry_failures” functional
- New tool “usage_get” functional
- New tool “runs_rerun” functional
- “runs_update” added an optional parameter “metric_group_id” cosmetic
- “runs_create” added an optional parameter “metric_group_id” cosmetic
- 28 Jul 26 0
- Server version: 0.28.11 → 0.28.13 functional
- 27 Jul 26 +1
- We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
- 26 Jul 26 60
First indexed and scored.
Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.
Captured 3 Aug 2026 · Probed https://completionkit.com/mcp
TLS valid
Negotiated TLS 1.3 with TLS_AES_128_GCM_SHA256 .
| Subject | Issuer | Valid from | Valid until | Key | Signature | Serial |
|---|---|---|---|---|---|---|
| CN=completionkit.com | CN=WE1,O=Google Trust Services,C=US | 9 Jul 2026 | 7 Oct 2026 | ECDSA 256 | ECDSA-SHA256 | b6cb82af882a5e200e0493d81d773b45 |
| SANs: completionkit.com | ||||||
| CN=WE1,O=Google Trust Services,C=US (CA) | CN=GTS Root R4,O=Google Trust Services LLC,C=US | 13 Dec 2023 | 20 Feb 2029 | ECDSA 256 | ECDSA-SHA384 | 7ff31977972c224a76155d13b6d685e3 |
| CN=GTS Root R4,O=Google Trust Services LLC,C=US (CA) | CN=GlobalSign Root CA,OU=Root CA,O=GlobalSign nv-sa,C=BE | 15 Nov 2023 | 28 Jan 2028 | ECDSA 384 | SHA256-RSA | 7fe530bf331343bedd821610493d8a1b |
DNSSEC insecure
Validation of completionkit.com. — Not signed
| Zone | DS | Keys | Algorithms | Outcome |
|---|---|---|---|---|
| . | trust_anchor | 20326, 38696 | 8, 8 | Verified |
| com. | present | 19718 | 13 | Verified |
| completionkit.com. | absent | Unsigned (proven) parent-signed NSEC/NSEC3 proves an unsigned delegation |
Authentication Challenged, unverified
The endpoint asked for a token, but we could not retrieve and validate the RFC 9728 metadata that tells a client how to obtain one.
| Result | Challenged, unverified |
|---|---|
| Enforced | On tool calls |
| HTTP status | 200 |
| Header | Value |
|---|---|
| strict-transport-security | max-age=31556952; includeSubDomains; preload |
| x-content-type-options | nosniff |
| x-frame-options | SAMEORIGIN |
| referrer-policy | strict-origin-when-cross-origin |
Protected resource metadata
| Retrieved | No |
|---|---|
| Problem | no_resource_metadata |
Transports 2 probes
| Transport | URL | Outcome | Status | Location |
|---|---|---|---|---|
| streamable-http | https://completionkit.com/mcp | Verified | 200 | |
| http (plaintext) | http://completionkit.com/mcp | HTTPS enforced | 301 | https://completionkit.com/mcp |
The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability.
agreements_create ~103
Upsert an agreement for (run, response, metric, created_by). Verdict is one of agree, disagree, borderline. corrected_score (1..5) is required when verdict is 'disagree'.
| Name | Type | Req | Description |
|---|---|---|---|
| corrected_score | number | — | — |
| created_by | string | — | — |
| metric_id | integer | yes | — |
| note | string | — | — |
| response_id | integer | yes | — |
| run_id | integer | yes | — |
| verdict | string | yes | — |
No output schema declared.
No examples provided.
agreements_list ~58
List agreements. Filter by run_id, response_id, metric_id, or created_by.
| Name | Type | Req | Description |
|---|---|---|---|
| created_by | string | — | — |
| metric_id | integer | — | — |
| response_id | integer | — | — |
| run_id | integer | — | — |
No output schema declared.
No examples provided.
datasets_create ~124
Create a dataset with CSV data. First row is the header. Two column names are recognized specially: "expected_output" is each row's answer key (ground truth) given to the judge and to checks that compare against the row's expected value, and "actual_output" is a pre-made output to score in a prompt-less run. Both are overridable per run (expected_column / output_column). Every column is also available to the prompt as a variable.
| Name | Type | Req | Description |
|---|---|---|---|
| csv_data | string | yes | — |
| name | string | yes | — |
| tag_names | array | — | — |
No output schema declared.
No examples provided.
datasets_create_from_url ~145
Create a dataset by downloading CSV from a URL instead of inlining it. Use this for large datasets: pass a public http(s) URL and the server fetches the CSV directly, so the data never has to pass through the tool-call arguments. The URL is SSRF-checked and the download is capped at 10MB. First row is the header; the "expected_output" (answer key) and "actual_output" (pre-made output) columns are recognized specially, overridable per run.
| Name | Type | Req | Description |
|---|---|---|---|
| name | string | yes | — |
| tag_names | array | — | — |
| url | string | yes | Public http(s) URL of the CSV file to download. |
No output schema declared.
No examples provided.
datasets_delete ~19
Delete a dataset
| Name | Type | Req | Description |
|---|---|---|---|
| id | integer | yes | — |
No output schema declared.
No examples provided.
datasets_get ~21
Get a dataset by ID
| Name | Type | Req | Description |
|---|---|---|---|
| id | integer | yes | — |
No output schema declared.
No examples provided.
datasets_list ~12
List all datasets
Input schema present but exposes no named parameters.
No output schema declared.
No examples provided.
datasets_update ~42
Update a dataset
| Name | Type | Req | Description |
|---|---|---|---|
| csv_data | string | — | — |
| id | integer | yes | — |
| name | string | — | — |
| tag_names | array | — | — |
No output schema declared.
No examples provided.
judges_compare ~78
Compare two versions of one metric's agreement stats side by side. Requires metric_id, metric_version_a_id, and metric_version_b_id (both versions must belong to that metric). Unavailable for check metrics.
| Name | Type | Req | Description |
|---|---|---|---|
| metric_id | integer | yes | — |
| metric_version_a_id | integer | yes | — |
| metric_version_b_id | integer | yes | — |
No output schema declared.
No examples provided.
judges_replay ~115
Create a scoring run for the current judge over a dataset's existing outputs (wraps runs_create with prompt_id omitted and output_column supplied). This only sets up the run; call runs_generate to actually re-judge the outputs so you can compare against human verdicts.
| Name | Type | Req | Description |
|---|---|---|---|
| dataset_id | integer | yes | — |
| judge_model | string | yes | — |
| metric_id | integer | yes | — |
| name | string | yes | — |
| output_column | string | — | Dataset column with the existing outputs to grade. Defaults to actual_output. |
No output schema declared.
No examples provided.
metric_groups_create ~44
Create a metric group
| Name | Type | Req | Description |
|---|---|---|---|
| description | string | — | — |
| metric_ids | array | — | — |
| name | string | yes | — |
| tag_names | array | — | — |
No output schema declared.
No examples provided.
metric_groups_delete ~21
Delete a metric group
| Name | Type | Req | Description |
|---|---|---|---|
| id | integer | yes | — |
No output schema declared.
No examples provided.
metric_groups_get ~23
Get a metric group by ID
| Name | Type | Req | Description |
|---|---|---|---|
| id | integer | yes | — |
No output schema declared.
No examples provided.
metric_groups_list ~14
List all metric groups
Input schema present but exposes no named parameters.
No output schema declared.
No examples provided.
metric_groups_update ~51
Update a metric group
| Name | Type | Req | Description |
|---|---|---|---|
| description | string | — | — |
| id | integer | yes | — |
| metric_ids | array | — | — |
| name | string | — | — |
| tag_names | array | — | — |
No output schema declared.
No examples provided.
metric_versions_dismiss ~60
Destroy a draft MetricVersion (use for either source: 'edit' or source: 'suggestion'). Published versions are refused — to demote a published version, publish a different one as current instead.
| Name | Type | Req | Description |
|---|---|---|---|
| metric_version_id | integer | yes | — |
No output schema declared.
No examples provided.
metric_versions_list ~50
List every MetricVersion (drafts + published) for a metric, newest first. Each row carries version_number, state, source, current flag, and timestamps.
| Name | Type | Req | Description |
|---|---|---|---|
| metric_id | integer | yes | — |
No output schema declared.
No examples provided.
metric_versions_publish ~80
Publish a MetricVersion as the live version of its metric. Works for both 'draft → published' and 'revert to an older published version → current'. Transactionally flips current, demotes peers, and writes the version's instruction + rubric_bands back onto the metric so the judge grades against it.
| Name | Type | Req | Description |
|---|---|---|---|
| metric_version_id | integer | yes | — |
No output schema declared.
No examples provided.
metrics_create ~178
Create a metric with evaluation criteria. For a deterministic check set metric_type:"check" and check_config. Per-kind required keys: value (contains/not_contains/equals), pattern (regex), json_path+expected (json_path_equals), min and/or max (length_bounds); valid_json takes no extra keys. target_path is required when target is json_path. For contains, not_contains, and equals, set compare_to:"expected" to grade against each row's own expected_output (ground truth) instead of a constant value (drop value); add expected_path to dig into the expected value when it is JSON.
| Name | Type | Req | Description |
|---|---|---|---|
| check_config | object | — | — |
| instruction | string | — | — |
| metric_type | string | — | — |
| name | string | yes | — |
| rubric_bands | array | — | — |
| tag_names | array | — | — |
No output schema declared.
No examples provided.
metrics_delete ~19
Delete a metric
| Name | Type | Req | Description |
|---|---|---|---|
| id | integer | yes | — |
No output schema declared.
No examples provided.
metrics_get ~21
Get a metric by ID
| Name | Type | Req | Description |
|---|---|---|---|
| id | integer | yes | — |
No output schema declared.
No examples provided.
metrics_list ~12
List all metrics
Input schema present but exposes no named parameters.
No output schema declared.
No examples provided.
metrics_suggest_variants ~134
Ask the model to rewrite the metric's judge instruction in N variants targeted at the recent disagreements. Each variant is saved as a draft MetricVersion with source="suggestion". Returns the persisted drafts. Stripe-metering hooks fire via ActiveSupport::Notifications under completion_kit.judge_suggestion.generated.
| Name | Type | Req | Description |
|---|---|---|---|
| count | integer | — | How many variants to request (default 1, max 3). One focused rewrite beats five reworded copies. |
| metric_id | integer | yes | — |
| model | string | — | Override the model used to generate variants. Defaults to the configured judge model or an available judging model. |
No output schema declared.
No examples provided.
metrics_update ~182
Update a metric. For a deterministic check set metric_type:"check" and check_config. Per-kind required keys: value (contains/not_contains/equals), pattern (regex), json_path+expected (json_path_equals), min and/or max (length_bounds); valid_json takes no extra keys. target_path is required when target is json_path. For contains, not_contains, and equals, set compare_to:"expected" to grade against each row's own expected_output (ground truth) instead of a constant value (drop value); add expected_path to dig into the expected value when it is JSON.
| Name | Type | Req | Description |
|---|---|---|---|
| check_config | object | — | — |
| id | integer | yes | — |
| instruction | string | — | — |
| metric_type | string | — | — |
| name | string | — | — |
| rubric_bands | array | — | — |
| tag_names | array | — | — |
No output schema declared.
No examples provided.
promptfoo_import ~92
Import a promptfooconfig.yaml. Creates a prompt, a dataset from the test vars, and metrics from the assert blocks (llm-rubric/g-eval become judge metrics; contains/equals/regex/is-json become deterministic check metrics). Returns a summary of what mapped and what was skipped and why; nothing is dropped silently.
| Name | Type | Req | Description |
|---|---|---|---|
| config | string | yes | The full promptfooconfig.yaml contents. |
No output schema declared.
No examples provided.
prompts_create ~50
Create a prompt
| Name | Type | Req | Description |
|---|---|---|---|
| description | string | — | — |
| llm_model | string | yes | — |
| name | string | yes | — |
| tag_names | array | — | — |
| template | string | yes | — |
No output schema declared.
No examples provided.
prompts_delete ~19
Delete a prompt
| Name | Type | Req | Description |
|---|---|---|---|
| id | integer | yes | — |
No output schema declared.
No examples provided.
prompts_get ~23
Get a prompt by ID
| Name | Type | Req | Description |
|---|---|---|---|
| id | integer | yes | Prompt ID |
No output schema declared.
No examples provided.
prompts_list ~12
List all prompts
Input schema present but exposes no named parameters.
No output schema declared.
No examples provided.
prompts_publish ~26
Publish a prompt version, making it the current version
| Name | Type | Req | Description |
|---|---|---|---|
| id | integer | yes | — |
No output schema declared.
No examples provided.
prompts_suggest_improvement ~94
Suggest an improved version of a prompt, grounded in a run's test results and judge feedback. Analyzes the run's responses, scores, and reviews, then returns reasoning plus a rewritten template (preserving {{variables}}) and persists it as a Suggestion. Requires a run that has a prompt (not a scoring-only run).
| Name | Type | Req | Description |
|---|---|---|---|
| run_id | integer | yes | The run whose results ground the improvement. |
No output schema declared.
No examples provided.
prompts_update ~113
Update a prompt. If the prompt already has runs, this creates a new DRAFT version (current=false) rather than editing in place or publishing — promote it with prompts_publish — so an agent's edits don't go live without a gate. If it has no runs, it is updated in place.
| Name | Type | Req | Description |
|---|---|---|---|
| description | string | — | — |
| id | integer | yes | — |
| llm_model | string | — | — |
| name | string | — | — |
| tag_names | array | — | — |
| template | string | — | — |
No output schema declared.
No examples provided.
provider_credentials_create ~45
Create a provider credential
| Name | Type | Req | Description |
|---|---|---|---|
| api_endpoint | string | — | — |
| api_key | string | yes | — |
| api_version | string | — | — |
| provider | string | yes | — |
No output schema declared.
No examples provided.
provider_credentials_delete ~21
Delete a provider credential
| Name | Type | Req | Description |
|---|---|---|---|
| id | integer | yes | — |
No output schema declared.
No examples provided.
provider_credentials_get ~29
Get a provider credential by ID (API key is not exposed)
| Name | Type | Req | Description |
|---|---|---|---|
| id | integer | yes | — |
No output schema declared.
No examples provided.
provider_credentials_list ~20
List all provider credentials (API keys are not exposed)
Input schema present but exposes no named parameters.
No output schema declared.
No examples provided.
provider_credentials_update ~52
Update a provider credential
| Name | Type | Req | Description |
|---|---|---|---|
| api_endpoint | string | — | — |
| api_key | string | — | — |
| api_version | string | — | — |
| id | integer | yes | — |
| provider | string | — | — |
No output schema declared.
No examples provided.
responses_get ~28
Get a specific response
| Name | Type | Req | Description |
|---|---|---|---|
| id | integer | yes | — |
| run_id | integer | yes | — |
No output schema declared.
No examples provided.
responses_list ~22
List responses for a run
| Name | Type | Req | Description |
|---|---|---|---|
| run_id | integer | yes | — |
No output schema declared.
No examples provided.
runs_create ~178
Create a run. Omit prompt_id and provide output_column to score existing outputs by grading a pre-existing dataset column instead of generating new ones.
| Name | Type | Req | Description |
|---|---|---|---|
| dataset_id | integer | — | — |
| expected_column | string | — | Dataset column holding each row's answer key / ground truth, graded by checks with compare_to "expected" and passed to the judge; defaults to "expected_output". |
| judge_model | string | — | — |
| metric_group_id | integer | — | Attach the metrics belonging to this metric group (its current metric_ids). Ignored when metric_ids is also given. |
| metric_ids | array | — | — |
| name | string | yes | — |
| output_column | string | — | Dataset column to grade when prompt_id is omitted; defaults to "actual_output". |
| prompt_id | integer | — | — |
| tag_names | array | — | — |
No output schema declared.
No examples provided.
runs_delete ~19
Delete a run
| Name | Type | Req | Description |
|---|---|---|---|
| id | integer | yes | — |
No output schema declared.
No examples provided.
runs_generate ~52
Start a run. Required for every run, including score-only runs (no prompt): generates responses with the prompt when there is one, otherwise copies the graded dataset column and grades it.
| Name | Type | Req | Description |
|---|---|---|---|
| id | integer | yes | — |
No output schema declared.
No examples provided.
runs_get ~21
Get a run by ID
| Name | Type | Req | Description |
|---|---|---|---|
| id | integer | yes | — |
No output schema declared.
No examples provided.
runs_list ~12
List all runs
Input schema present but exposes no named parameters.
No output schema declared.
No examples provided.
runs_regrade ~45
Re-grade a run's existing responses with its currently attached metrics, without regenerating. Use after attaching or editing metrics on an already-generated run.
| Name | Type | Req | Description |
|---|---|---|---|
| id | integer | yes | — |
No output schema declared.
No examples provided.
runs_rerun ~54
Create and start a fresh copy of a run with the same prompt, dataset, metrics, and settings. Use when the judge changed and you want a clean run instead of mixing versions.
| Name | Type | Req | Description |
|---|---|---|---|
| id | integer | yes | — |
No output schema declared.
No examples provided.
runs_retry_failures ~44
Re-run only the failed responses of a run, optionally limited to specific response ids via "only".
| Name | Type | Req | Description |
|---|---|---|---|
| id | integer | yes | — |
| only | array | — | — |
No output schema declared.
No examples provided.
runs_update ~104
Update a run
| Name | Type | Req | Description |
|---|---|---|---|
| dataset_id | integer | — | — |
| expected_column | string | — | — |
| id | integer | yes | — |
| judge_model | string | — | — |
| metric_group_id | integer | — | Replace the run's metrics with those belonging to this metric group. Ignored when metric_ids is also given. |
| metric_ids | array | — | — |
| name | string | — | — |
| output_column | string | — | — |
| tag_names | array | — | — |
No output schema declared.
No examples provided.
tags_create ~25
Create a tag. Color is auto-assigned.
| Name | Type | Req | Description |
|---|---|---|---|
| name | string | yes | — |
No output schema declared.
No examples provided.
tags_delete ~34
Delete a tag. Removes the tag from every linked metric, prompt, run, and dataset.
| Name | Type | Req | Description |
|---|---|---|---|
| id | integer | yes | — |
No output schema declared.
No examples provided.