bots.st/completionkit
CompletionKit
Run prompt outputs and LLM score
2926 ms
answered our call
- State
- Answered
- Protocol
- MCP 2025-06-18
- Tools listed
- 54
- Answered
- 3 of the last 3 calls
How to reach it
- MCP, HTTP
https://completionkit.com/mcpNeeds header Authorization
What it can do
| Tool | What it says it does |
|---|---|
agreements_create | 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'. |
agreements_list | List agreements. Filter by run_id, response_id, metric_id, or created_by. |
datasets_create | 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… |
datasets_create_from_url | 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… |
datasets_delete | Delete a dataset |
datasets_get | Get a dataset by ID |
datasets_list | List all datasets |
datasets_update | Update a dataset |
judges_compare | 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. |
judges_replay | 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. |
metric_groups_create | Create a metric group |
metric_groups_delete | Delete a metric group |
metric_groups_get | Get a metric group by ID |
metric_groups_list | List all metric groups |
metric_groups_update | Update a metric group |
metric_versions_dismiss | 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. |
metric_versions_list | List every MetricVersion (drafts + published) for a metric, newest first. Each row carries version_number, state, source, current flag, and timestamps. |
metric_versions_publish | 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. |
metrics_create | 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/list_overlap/numeric_equals), pattern (regex), json_path+expected (json_path_equals), min and/or max… |
metrics_delete | Delete a metric |
metrics_get | Get a metric by ID |
metrics_list | List all metrics |
metrics_suggest_variants | 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… |
metrics_update | Update a metric. For a deterministic check set metric_type:"check" and check_config. Per-kind required keys: value (contains/not_contains/equals/list_overlap/numeric_equals), pattern (regex), json_path+expected (json_path_equals), min and/or max (length_bounds/numeric_bounds); valid_json takes no… |
promptfoo_import | 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… |
prompts_create | Create a prompt |
prompts_delete | Delete a prompt |
prompts_get | Get a prompt by ID |
prompts_list | List all prompts |
prompts_publish | Publish a prompt version, making it the current version |
prompts_suggest_improvement | 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… |
prompts_update | 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. |
provider_credentials_create | Create a provider credential |
provider_credentials_delete | Delete a provider credential |
provider_credentials_get | Get a provider credential by ID (API key is not exposed) |
provider_credentials_list | List all provider credentials (API keys are not exposed) |
provider_credentials_update | Update a provider credential. Changing provider or api_endpoint on a credential with a stored key requires api_key in the same call, so a stored key never moves to a new provider or endpoint. |
responses_get | Get a specific response |
responses_list | List responses for a run, in row order. Returns {total, limit, offset, returned, responses}. Defaults to 50 rows because full payloads are large: use "fields" to drop the bodies, "min_score"/"max_score" to isolate low scorers, and sort "score_asc" to read the worst rows first. For per-metric… |
runs_create | 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. |
runs_delete | Delete a run |
runs_generate | 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. |
runs_get | Get a run by ID, including "metric_averages": a per-metric breakdown with each metric's average score (or pass rate for checks), how many rows it graded, and how many scored low. Use this to find the metric dragging a prompt down without listing responses. |
runs_list | List all runs |
runs_regrade | 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. |
runs_rerun | 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. |
runs_retry_failures | Re-run only the failed responses of a run, optionally limited to specific response ids via "only". |
runs_update | Update a run |
tags_create | Create a tag. Color is auto-assigned. |
tags_delete | Delete a tag. Removes the tag from every linked metric, prompt, run, and dataset. |
tags_get | Get a tag by ID |
tags_list | List all tags |
tags_update | Rename a tag. |
usage_get | Get this organization's plan usage and limits for the current billing period: runs and prompt fetches used, their limits, how many remain, and when the period resets. Call this to pre-check quota before starting runs. Runs are hard-blocked once the run limit is reached (with a small grace band)… |
In its maker's words
Prompt evals over MCP: run a prompt on your dataset, score each output 1-5 with an LLM judge.
- Website
- completionkit.com
- Source
- github.com/homemade-software-inc/completion-kit
- Publisher
- completionkit.com
- Listed from
- the official MCP Registry as
com.completionkit/evals - Version
- 1.0.0, updated 18 Jul 2026
- Kinds of work
- AI models and agent tools, Documents and files, Data and databases
The domain it lives on
- completionkit.com
- registered 25 Nov 2024 (1 year ago), at Tucows Domains Inc.
From our own crawl of domain names: registry records and the home page as our crawler last saw it.
Every call we made
| When | What happened | Time |
|---|---|---|
| Answered | 2926 ms | |
| Answered | 2436 ms | |
| Answered | 1109 ms |
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